{"id":180247,"date":"2026-02-25T10:41:38","date_gmt":"2026-02-25T10:41:38","guid":{"rendered":"https:\/\/flypix.ai\/?p=180247"},"modified":"2026-09-22T13:45:15","modified_gmt":"2026-09-22T13:45:15","slug":"free-annotation-tools","status":"publish","type":"post","link":"https:\/\/flypix.ai\/hi\/free-annotation-tools\/","title":{"rendered":"Top 18 Free Annotation Tools (2026)"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u0905\u0917\u0930 \u0906\u092a \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092f\u093e \u090f\u0906\u0908 \u092e\u0947\u0902 \u0915\u0926\u092e \u0930\u0916 \u0930\u0939\u0947 \u0939\u0948\u0902, \u0924\u094b \u0906\u092a\u0915\u094b \u091c\u0932\u094d\u0926\u0940 \u0939\u0940 \u090f\u0939\u0938\u093e\u0938 \u0939\u094b \u091c\u093e\u090f\u0917\u093e \u0915\u093f \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u090f\u0915 \u0905\u0939\u092e \u0915\u0926\u092e \u0939\u0948\u0964 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0906\u092a\u0915\u0940 \u0907\u092e\u0947\u091c, \u0935\u0940\u0921\u093f\u092f\u094b \u0914\u0930 \u0905\u0928\u094d\u092f \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u0932\u0947\u092c\u0932 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0935\u0947 \u0906\u092a\u0915\u0947 \u092e\u0949\u0921\u0932\u094d\u0938 \u0915\u094b \u091f\u094d\u0930\u0947\u0928\u093f\u0902\u0917 \u0926\u0947\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0924\u0948\u092f\u093e\u0930 \u0939\u094b \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f \u0915\u0908 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0915\u0940 \u0915\u0940\u092e\u0924 \u091c\u093c\u094d\u092f\u093e\u0926\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u0915\u0941\u091b \u092c\u0947\u0939\u0924\u0930\u0940\u0928 \u092e\u0941\u092b\u093c\u094d\u0924 \u0935\u093f\u0915\u0932\u094d\u092a \u092d\u0940 \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u0948\u0902\u0964 \u092f\u0947 \u092e\u0941\u092b\u093c\u094d\u0924 \u091f\u0942\u0932 \u0906\u092a\u0915\u094b \u092c\u093f\u0928\u093e \u091c\u093c\u094d\u092f\u093e\u0926\u093e \u0916\u0930\u094d\u091a \u0915\u093f\u090f \u0915\u093e\u092e \u092a\u0942\u0930\u093e \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091a\u093e\u0939\u0947 \u0906\u092a \u0915\u093f\u0938\u0940 \u091b\u094b\u091f\u0947 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u092a\u0930 \u0915\u093e\u092e \u0915\u0930 \u0930\u0939\u0947 \u0939\u094b\u0902 \u092f\u093e \u0915\u093f\u0938\u0940 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0940 \u091c\u093c\u0930\u0942\u0930\u0924 \u0939\u094b\u0964 \u0906\u0907\u090f, \u0909\u092a\u0932\u092c\u094d\u0927 \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u092e\u0941\u092b\u093c\u094d\u0924 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u092a\u0930 \u090f\u0915 \u0928\u091c\u093c\u0930 \u0921\u093e\u0932\u0947\u0902 \u0914\u0930 \u091c\u093e\u0928\u0947\u0902 \u0915\u093f \u0935\u0947 \u0906\u092a\u0915\u0940 \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0915\u0948\u0938\u0947 \u0915\u093e\u0930\u0917\u0930 \u092c\u0928\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"590\" height=\"125\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2026\/02\/flypix-logo.avif\" alt=\"\" class=\"wp-image-182258\" style=\"aspect-ratio:4.720165745856353;width:336px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2026\/02\/flypix-logo.avif 590w, https:\/\/flypix.ai\/wp-content\/uploads\/2026\/02\/flypix-logo-300x64.avif 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2026\/02\/flypix-logo-18x4.avif 18w\" sizes=\"(max-width: 590px) 100vw, 590px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908 \u092e\u0947\u0902, \u0939\u092e \u0909\u092a\u0917\u094d\u0930\u0939 \u0914\u0930 \u0939\u0935\u093e\u0908 \u091a\u093f\u0924\u094d\u0930\u094b\u0902 \u0915\u094b \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0905\u0902\u0924\u0930\u094d\u0926\u0943\u0937\u094d\u091f\u093f \u092e\u0947\u0902 \u092c\u0926\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u0943\u0924\u094d\u0930\u093f\u092e \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u0924\u094d\u0924\u093e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092e\u0947\u0902 \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e\u0924\u093e \u0930\u0916\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0939\u092e\u0947\u0902 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947, \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u094b\u0902 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948, \u091c\u094b \u0915\u0943\u0937\u093f, \u0936\u0939\u0930\u0940 \u0928\u093f\u092f\u094b\u091c\u0928 \u0914\u0930 \u092a\u0930\u094d\u092f\u093e\u0935\u0930\u0923 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u091c\u0948\u0938\u0947 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f \u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908 \u090f\u0915 \u0938\u0936\u0941\u0932\u094d\u0915 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0939\u0948, \u092f\u0939 \u092e\u0942\u0932\u094d\u092f\u0935\u093e\u0928 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u094b \u091b\u094b\u091f\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092f\u093e \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0921\u0947\u091f\u093e \u0915\u0947 \u0938\u093e\u0925 \u0936\u0941\u0930\u0941\u0906\u0924 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092e\u0941\u092b\u093c\u094d\u0924 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0939\u092e \u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908 \u0915\u094b \u0909\u0938\u0915\u0947 \u0928\u094b-\u0915\u094b\u0921 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0915\u0947 \u0932\u093f\u090f \u092e\u0939\u0924\u094d\u0935 \u0926\u0947\u0924\u0947 \u0939\u0948\u0902 \u091c\u094b \u0939\u092e\u0947\u0902 \u0915\u0938\u094d\u091f\u092e \u090f\u0906\u0908 \u092e\u0949\u0921\u0932 \u0906\u0938\u093e\u0928\u0940 \u0938\u0947 \u092c\u0928\u093e\u0928\u0947 \u0914\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0938\u0941\u0935\u093f\u0927\u093e \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u0907\u0902\u091f\u0930\u0948\u0915\u094d\u091f\u093f\u0935 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0939\u092e\u0947\u0902 \u092c\u093f\u0928\u093e \u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u094c\u0936\u0932 \u0915\u0947 \u0907\u092e\u0947\u091c\u0930\u0940 \u090f\u0928\u094b\u091f\u0947\u091f \u0915\u0930\u0928\u0947 \u0914\u0930 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0924\u0915\u0928\u0940\u0915\u0940 \u0914\u0930 \u0917\u0948\u0930-\u0924\u0915\u0928\u0940\u0915\u0940 \u0926\u094b\u0928\u094b\u0902 \u0924\u0930\u0939 \u0915\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0938\u0941\u0932\u092d \u091f\u0942\u0932 \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924, \u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908 \u0915\u093e \u0930\u0940\u092f\u0932-\u091f\u093e\u0907\u092e \u090f\u0928\u093e\u0932\u093f\u091f\u093f\u0915\u094d\u0938 \u0914\u0930 \u0939\u0940\u091f\u092e\u0948\u092a \u091c\u0928\u0930\u0947\u0936\u0928 \u0939\u092e\u0947\u0902 \u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u092c\u0926\u0932\u093e\u0935\u094b\u0902 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0938\u094d\u092a\u0937\u094d\u091f \u0914\u0930 \u0915\u093e\u0930\u094d\u0930\u0935\u093e\u0908 \u092f\u094b\u0917\u094d\u092f \u0921\u0947\u091f\u093e \u0905\u0902\u0924\u0930\u094d\u0926\u0943\u0937\u094d\u091f\u093f \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964<\/p>\n\n\n\t\t<div data-elementor-type=\"section\" data-elementor-id=\"181651\" class=\"elementor elementor-181651\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-124e952 pricing-table e-flex e-con-boxed e-con e-parent\" data-id=\"124e952\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9f3083e e-con-full e-flex e-con e-child\" data-id=\"9f3083e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-cfea685 e-con-full e-flex e-con e-child\" data-id=\"cfea685\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-636e4c6 elementor-widget elementor-widget-heading\" data-id=\"636e4c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">\u092e\u0942\u0932\u094d\u092f \u0928\u093f\u0930\u094d\u0927\u093e\u0930\u0923<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fbc6a6a e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"fbc6a6a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-68b7c1e e-con-full e-flex e-con e-child\" data-id=\"68b7c1e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b9321e5 elementor-widget elementor-widget-text-editor\" data-id=\"b9321e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t\u092e\u0942\u0932\u094d\u092f \u0928\u093f\u0930\u094d\u0927\u093e\u0930\u0923 \u20ac EUR \u092e\u0947\u0902\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-60d1356 e-con-full pricing_table_column e-flex e-con e-child\" data-id=\"60d1356\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-b5ee855 e-con-full Starter e-flex e-con e-child\" data-id=\"b5ee855\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7b70a40 elementor-widget elementor-widget-tp-pricing-table\" data-id=\"7b70a40\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"tp-pricing-table.default\">\n\t\t\t\t\t<div id=\"plus-pricing-table\" class=\"plus-pricing-table pricing-style-1\" ><div class=\"pricing-table-inner\"><div class=\"pricing-title-content style-1\"><div class=\"pricing-title-wrap\"><h3 id=\"pricing-title-7b70a40\" class=\"pricing-title\"><strong>\u0938\u094d\u091f\u093e\u0930\u094d\u091f\u0930<\/strong> <br>\u092d\u0902\u0921\u093e\u0930\u0923 <br> <strong>10 \u091c\u0940\u092c\u0940<\/strong> <br> &nbsp;<\/h3><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\"><b>\u20ac100\/\u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\/\u092e\u093e\u0939<\/b><\/span><br> <strong>50 \u0915\u094d\u0930\u0947\u0921\u093f\u091f<\/strong> <br> <span class=\"giga\">~1 \u0917\u0940\u0917\u093e\u092a\u093f\u0915\u094d\u0938\u0947\u0932<\/span><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn6ab79bf8edaa2\" class=\"ts-button\"><div class=\"pt_plus_button btn6ab79bf8edaa2 button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" aria-label=\"Sign Up, Starter Storage  10 GB  &nbsp;\">\u0938\u093e\u0907\u0928 \u0905\u092a \u0915\u0930\u0947\u0902<\/a><\/div><\/div><\/div><\/div><\/div><div class=\"pricing-content-wrap content-desc style-1\"><hr class=\"border-line\" \/><div class=\"pricing-content\"><div class=\"price-content-wrap\">\n<div class=\"price-content-right\">\n<p class=\"price-text3\"><\/p>\n\n<\/div>\n<\/div>\n<ul class=\"price-list\">\n \t<li class=\"price-head\"><strong>\u0936\u093e\u092e\u093f\u0932 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902:<\/strong>\n<ul>\n \t<li>\u090f\u0928\u093e\u0932\u093f\u091f\u093f\u0915\u094d\u0938 \u0921\u0948\u0936\u092c\u094b\u0930\u094d\u0921 \u0924\u0915 \u092a\u0939\u0941\u0902\u091a<\/li>\n \t<li>\u0935\u0947\u0915\u094d\u091f\u0930 \u092a\u0930\u0924\u094b\u0902 \u0915\u094b \u0928\u093f\u0930\u094d\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<\/li>\n \t<li>5 \u0915\u093e\u0930\u094d\u092f \u0926\u093f\u0935\u0938\u094b\u0902 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0908\u092e\u0947\u0932 \u0938\u0939\u093e\u092f\u0924\u093e \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u0948<\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div><div class=\"content-overlay-bg-color\"><\/div><\/div><div class=\"pricing-overlay-color\"><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4db0b51 e-con-full Standard e-flex e-con e-child\" data-id=\"4db0b51\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9dfd4f0 elementor-widget elementor-widget-tp-pricing-table\" data-id=\"9dfd4f0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"tp-pricing-table.default\">\n\t\t\t\t\t<div id=\"plus-pricing-table\" class=\"plus-pricing-table pricing-style-1\" ><div class=\"pricing-table-inner\"><div class=\"pricing-title-content style-1\"><div class=\"pricing-title-wrap\"><h3 id=\"pricing-title-9dfd4f0\" class=\"pricing-title\"><strong>\u092e\u093e\u0928\u0915<\/strong> <br>\u092d\u0902\u0921\u093e\u0930\u0923 <br> <strong>120 \u091c\u0940\u092c\u0940<\/strong> <br> &nbsp;<\/h3><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\"><b>\u20ac500\/2 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\/\u092e\u093e\u0939<\/b><\/span><br> <strong style=\"margin-left: -20px\">500 + 100 \u0915\u094d\u0930\u0947\u0921\u093f\u091f<\/strong> <br> <span class=\"giga\" style=\"margin-left: -25px\">~12 \u0917\u0940\u0917\u093e\u092a\u093f\u0915\u094d\u0938\u0947\u0932 \u0924\u0915<\/span><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn6ab79bf8ee5cd\" class=\"ts-button\"><div class=\"pt_plus_button btn6ab79bf8ee5cd button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" aria-label=\"Sign Up, Standard Storage  120 GB  &nbsp;\">\u0938\u093e\u0907\u0928 \u0905\u092a \u0915\u0930\u0947\u0902<\/a><\/div><\/div><\/div><\/div><\/div><div class=\"pricing-content-wrap content-desc style-1\"><hr class=\"border-line\" \/><div class=\"pricing-content\"><div class=\"price-content-wrap\">\n<div class=\"price-content-right\">\n<p class=\"price-text3\"><\/p>\n\n<\/div>\n<\/div>\n<ul class=\"price-list\">\n \t<li class=\"price-head\"><strong>\u0936\u093e\u092e\u093f\u0932 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902:<\/strong>\n<ul>\n \t<li>\u092e\u0932\u094d\u091f\u0940\u0938\u094d\u092a\u0947\u0915\u094d\u091f\u094d\u0930\u0932 \u0921\u0947\u091f\u093e \u0924\u0915 \u092a\u0939\u0941\u0902\u091a\u0947\u0902<\/li>\n \t<li>\u092e\u093e\u0928\u091a\u093f\u0924\u094d\u0930 \u0938\u093e\u091d\u093e \u0915\u0930\u0928\u0947 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u090f\u0901<\/li>\n \t<li>2 \u0915\u093e\u0930\u094d\u092f \u0926\u093f\u0935\u0938\u094b\u0902 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0908\u092e\u0947\u0932 \u0938\u0939\u093e\u092f\u0924\u093e \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u0948<\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div><div class=\"content-overlay-bg-color\"><\/div><\/div><div class=\"pricing-overlay-color\"><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-944b67f e-con-full Pro e-flex e-con e-child\" data-id=\"944b67f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e68736b elementor-widget elementor-widget-tp-pricing-table\" data-id=\"e68736b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"tp-pricing-table.default\">\n\t\t\t\t\t<div id=\"plus-pricing-table\" class=\"plus-pricing-table pricing-style-1\" ><div class=\"pricing-table-inner\"><div class=\"pricing-title-content style-1\"><div class=\"pricing-title-wrap\"><h3 id=\"pricing-title-e68736b\" class=\"pricing-title\"><strong>\u092a\u094d\u0930\u094b<\/strong> <br>\u092d\u0902\u0921\u093e\u0930\u0923 <br> <strong>600 \u091c\u0940\u092c\u0940<\/strong> <br> &nbsp;<\/h3><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\" style=\"margin-left: -2px\"><b>\u20ac2000\/5 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\/\u092e\u093e\u0939<\/b><\/span><br> <strong style=\"margin-left: -20px\">2000 + 1000 \u0915\u094d\u0930\u0947\u0921\u093f\u091f<\/strong> <br> <span class=\"giga\" style=\"margin-left: -25px\">~60 \u0917\u0940\u0917\u093e\u092a\u093f\u0915\u094d\u0938\u0947\u0932 \u0924\u0915<\/span><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn6ab79bf8ef064\" class=\"ts-button\"><div class=\"pt_plus_button btn6ab79bf8ef064 button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" aria-label=\"Sign Up, Pro Storage  600 GB  &nbsp;\">\u0938\u093e\u0907\u0928 \u0905\u092a \u0915\u0930\u0947\u0902<\/a><\/div><\/div><\/div><\/div><\/div><div class=\"pricing-content-wrap content-desc style-1\"><hr class=\"border-line\" \/><div class=\"pricing-content\"><div class=\"price-content-wrap\"><span data-mce-type=\"bookmark\" style=\"display: inline-block;width: 0px;overflow: hidden;line-height: 0\" class=\"mce_SELRES_start\"><\/span>\n<div class=\"price-content-right\">\n<p class=\"price-text3\"><\/p>\n\n<\/div>\n<\/div>\n<ul class=\"price-list\">\n \t<li class=\"price-head\"><strong>\u0936\u093e\u092e\u093f\u0932 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902:<\/strong>\n<ul>\n \t<li>\u090f\u092a\u0940\u0906\u0908 \u092a\u0939\u0941\u0902\u091a<\/li>\n \t<li>\u091f\u0940\u092e \u092a\u094d\u0930\u092c\u0902\u0927\u0928<\/li>\n \t<li>\u0908\u092e\u0947\u0932 \u0914\u0930 \u091a\u0948\u091f \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 1 \u0918\u0902\u091f\u0947 \u0915\u0947 \u092d\u0940\u0924\u0930 \u091c\u0935\u093e\u092c \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0947\u0902<\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div><div class=\"content-overlay-bg-color\"><\/div><\/div><div class=\"pricing-overlay-color\"><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d284af e-con-full Enterprise e-flex e-con e-child\" data-id=\"1d284af\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8187df7 elementor-widget elementor-widget-tp-pricing-table\" data-id=\"8187df7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"tp-pricing-table.default\">\n\t\t\t\t\t<div id=\"plus-pricing-table\" class=\"plus-pricing-table pricing-style-1\" ><div class=\"pricing-table-inner\"><div class=\"pricing-title-content style-1\"><div class=\"pricing-title-wrap\"><h3 id=\"pricing-title-8187df7\" class=\"pricing-title\"><strong>\u0909\u0926\u094d\u092f\u092e<\/strong> <br>\u092d\u0902\u0921\u093e\u0930\u0923 <br> <strong>\u0905\u0938\u0940\u092e\u093f\u0924<\/strong> <br> &nbsp;<\/h3><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\"><b>\u0936\u094d\u0930\u0947\u092f:<\/b><\/span> <br> <strong>\u0905\u0938\u0940\u092e\u093f\u0924<\/strong> <span class=\"giga\"><br><b>\u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0938\u0940\u091f\u0947\u0902:<\/b> <\/span><br> \u0905\u0938\u0940\u092e\u093f\u0924<br><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn6ab79bf8efa78\" class=\"ts-button\"><div class=\"pt_plus_button btn6ab79bf8efa78 button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" aria-label=\"Sign Up, Enterprise Storage  Unlimited  &nbsp;\">\u0938\u093e\u0907\u0928 \u0905\u092a \u0915\u0930\u0947\u0902<\/a><\/div><\/div><\/div><\/div><\/div><div class=\"pricing-content-wrap content-desc style-1\"><hr class=\"border-line\" \/><div class=\"pricing-content\"><div class=\"price-content-wrap\">\n\n&nbsp;\n<div class=\"price-content-right\">\n<p class=\"price-text3\"><\/p>\n\n<\/div>\n<\/div>\n<ul class=\"price-list\">\n \t<li class=\"price-head\"><strong>\u0936\u093e\u092e\u093f\u0932 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902:<\/strong>\n<ul>\n \t<li>\u090f\u092a\u0940\u0906\u0908 \u092a\u0939\u0941\u0902\u091a<\/li>\n \t<li>\u091f\u0940\u092e \u092a\u094d\u0930\u092c\u0902\u0927\u0928<\/li>\n \t<li>\u0908\u092e\u0947\u0932 \u0914\u0930 \u091a\u0948\u091f \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 1 \u0918\u0902\u091f\u0947 \u0915\u0947 \u092d\u0940\u0924\u0930 \u091c\u0935\u093e\u092c \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0947\u0902<\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div><div class=\"content-overlay-bg-color\"><\/div><\/div><div class=\"pricing-overlay-color\"><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0910\u0902:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u091b\u0935\u093f \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0914\u0930 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0928\u094b-\u0915\u094b\u0921 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e<\/li>\n\n\n\n<li>\u0909\u092a\u0917\u094d\u0930\u0939, \u0921\u094d\u0930\u094b\u0928 \u0914\u0930 LiDAR \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u092a\u0930 \u091f\u093f\u092a\u094d\u092a\u0923\u0940 \u0915\u0930\u0928\u0947 \u0914\u0930 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u094b\u0902 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0907\u0902\u091f\u0930\u0948\u0915\u094d\u091f\u093f\u0935 \u0909\u092a\u0915\u0930\u0923<\/li>\n\n\n\n<li>\u0939\u0940\u091f\u092e\u0948\u092a \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0915\u0947 \u0938\u093e\u0925 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/li>\n\n\n\n<li>\u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u0915\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0902\u091f\u0930\u092a\u094d\u0930\u093e\u0907\u091c\u093c-\u0917\u094d\u0930\u0947\u0921 \u0938\u092e\u0930\u094d\u0925\u0928<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0947\u0935\u093e\u090f\u0902:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092d\u0942\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0935\u0938\u094d\u0924\u0941 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e \u0914\u0930 \u0938\u094d\u0925\u093e\u0928\u0940\u092f\u0915\u0930\u0923<\/li>\n\n\n\n<li>\u091b\u0935\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u092f\u093e \u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e \u0914\u0930 \u0909\u0928 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0928\u093e<\/li>\n\n\n\n<li>\u0906\u092a\u0915\u0940 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u0938\u094d\u091f\u092e AI \u092e\u0949\u0921\u0932 \u0935\u093f\u0915\u093e\u0938<\/li>\n\n\n\n<li>\u0938\u0941\u091a\u093e\u0930\u0942 \u0915\u093e\u0930\u094d\u092f\u092a\u094d\u0930\u0935\u093e\u0939 \u0915\u0947 \u0932\u093f\u090f GIS \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0930\u0923<\/li>\n\n\n\n<li>\u0939\u0940\u091f\u092e\u0948\u092a \u0915\u0947 \u0938\u093e\u0925 \u0921\u0947\u091f\u093e \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u094b \u0935\u093f\u091c\u093c\u0941\u0905\u0932\u093e\u0907\u091c\u093c \u0915\u0930\u0928\u093e<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0930\u094d\u0935\u0936\u094d\u0930\u0947\u0937\u094d\u0920 \u0915\u0947 \u0932\u093f\u090f:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0909\u092a\u0917\u094d\u0930\u0939, \u0921\u094d\u0930\u094b\u0928 \u092f\u093e LiDAR \u0907\u092e\u0947\u091c\u0930\u0940 \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u0947\u0902<\/li>\n\n\n\n<li>\u0915\u0943\u0937\u093f, \u0936\u0939\u0930\u0940 \u0928\u093f\u092f\u094b\u091c\u0928 \u0914\u0930 \u092a\u0930\u094d\u092f\u093e\u0935\u0930\u0923 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u092e\u0947\u0902 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0902<\/li>\n\n\n\n<li>\u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u094b \u0936\u0940\u0918\u094d\u0930\u0924\u093e \u0938\u0947 \u090f\u0928\u094b\u091f\u0947\u091f \u0914\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u094b-\u0915\u094b\u0921 \u091f\u0942\u0932 \u0915\u0940 \u0924\u0932\u093e\u0936 \u092e\u0947\u0902 \u0939\u0948\u0902<\/li>\n\n\n\n<li>\u0915\u093f\u0938\u0940 \u0915\u094b \u092d\u0940 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0914\u0930 \u0926\u0943\u0936\u094d\u092f \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: <a href=\"https:\/\/flypix.ai\/hi\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938.ai<\/a><\/li>\n\n\n\n<li>\u092a\u0924\u093e: \u0930\u0949\u092c\u0930\u094d\u091f-\u092c\u0949\u0936-\u0938\u094d\u091f\u094d\u0930\u0940\u091f 7, 64293 \u0921\u093e\u0930\u094d\u092e\u0938\u094d\u091f\u093e\u091f, \u091c\u0930\u094d\u092e\u0928\u0940<\/li>\n\n\n\n<li>Phone: +49 6151 7076949<\/li>\n\n\n\n<li>\u0908\u092e\u0947\u0932: <a href=\"mailto:info@flypix.ai\" target=\"_blank\" rel=\"noreferrer noopener\">info@flypix.ai<\/a>&nbsp;<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: <a href=\"https:\/\/www.linkedin.com\/company\/flypix-ai\" target=\"_blank\" rel=\"noreferrer noopener\">www.linkedin.com\/company\/flypix-ai<\/a><\/li>\n<\/ul>\n\n\n\t\t<div data-elementor-type=\"section\" data-elementor-id=\"175133\" class=\"elementor elementor-175133\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-104087b e-con-full elementor-hidden-mobile e-flex e-con e-parent\" data-id=\"104087b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-867b2d5 e-con-full e-flex e-con e-child\" data-id=\"867b2d5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-22a9257 e-con-full e-flex e-con e-child\" data-id=\"22a9257\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-35f7bb2 elementor-widget elementor-widget-heading\" data-id=\"35f7bb2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">\u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u0915\u0947 \u0938\u093e\u0925 \u092d\u0942\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u093e \u0905\u0928\u0941\u092d\u0935 \u0915\u0930\u0947\u0902!<br>\n<span style=\"color:var( --e-global-color-accent )\">\u0906\u091c \u0939\u0940 \u0905\u092a\u0928\u093e \u091f\u094d\u0930\u093e\u092f\u0932 \u0936\u0941\u0930\u0942 \u0915\u0930\u0947\u0902<\/span><\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-73bbc8c e-con-full e-flex e-con e-child\" data-id=\"73bbc8c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a05b61c elementor-align-right elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"a05b61c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/app.flypix.ai\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u0905\u092c \u0915\u094b\u0936\u093f\u0936 \u0915\u0930\u094b<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u0914\u091c\u093e\u0930<\/th><th>Category<\/th><th class=\"translation-block\">&lt;!--<span class=\"fl-heading-text\" style=\"font-size: 40px;font-weight: 600;color: #18276a\">Our <span style=\"color: #4665a4\">competences<\/span><\/span>--&gt; <span class=\"main-heading\" style=\"font-size:40px;font-family: Archivo, sans-serif;font-family: Archivo, sans-serif;font-weight: 700;font-size: 42px;line-height: 1.3;letter-spacing: 1px;text-align: center\">\u092a\u094d\u0930\u092e\u0941\u0916 <span style=\"color:#1790a3;font-size:40px;font-family: Archivo, sans-serif\">\u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0910\u0902<\/span><\/span><\/th><th>\u0932\u0915\u094d\u0937\u093f\u0924 \u0926\u0930\u094d\u0936\u0915<\/th><th>Unique Differentiator<\/th><th>\u090f\u0915\u0940\u0915\u0930\u0923<\/th><\/tr><\/thead><tbody><tr><td><strong>\u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908<\/strong><\/td><td>Geospatial AI annotation and analysis<\/td><td>No-code custom model training; satellite, aerial, drone, multispectral, hyperspectral, SAR, and LiDAR data; object detection and segmentation; change detection; georeferenced measurements and vector export<\/td><td>Surveyors, GIS teams, agriculture, construction, mining, infrastructure, energy, government, and environmental teams<\/td><td>Combines annotation with no-code AI model training and geospatial analysis across multiple sensor types in one workflow<\/td><td>GIS and CAD export; API<\/td><\/tr><tr><td><strong>CVAT<\/strong><\/td><td>Computer vision image and video annotation<\/td><td>Bounding boxes, polygons, masks, keypoints and tracks; image and video annotation; automated annotation; quality control and analytics; AI-assisted annotation<\/td><td>Computer vision teams, ML engineers, researchers, and organizations managing image\/video datasets<\/td><td>Open-source annotation environment combining manual labeling, AI-assisted annotation, APIs, and self-hosted deployment<\/td><td>Hugging Face; Roboflow; FiftyOne; Human Protocol; AWS<\/td><\/tr><tr><td><strong>Label Studio<\/strong><\/td><td>Multimodal data labeling and evaluation<\/td><td>Image, video, text, audio, time-series and multimodal annotation; customizable labeling interfaces; AI-assisted labeling; evaluation workflows; cloud and self-hosted deployment<\/td><td>ML teams, data scientists, AI researchers, and organizations labeling heterogeneous datasets<\/td><td>Supports many data modalities through configurable labeling interfaces and an integration ecosystem<\/td><td>Databricks; AWS S3; Google Cloud Storage; Azure Blob Storage; Anthropic; Azure OpenAI; Cohere; Gemini; Hugging Face; TensorFlow; Amazon SageMaker; Kubernetes; PostgreSQL; Redis<\/td><\/tr><tr><td><strong>LabelMe<\/strong><\/td><td>Open-source image and video annotation<\/td><td>Polygon, rectangle, circle, line and point annotation; image classification flags; video annotation; GUI customization; VOC and COCO export<\/td><td>Researchers, developers, and computer vision teams creating image datasets<\/td><td>Python-based graphical annotation application with multiple annotation primitives and direct dataset export<\/td><td>COCO; Pascal VOC; Python; Qt<\/td><\/tr><tr><td><strong>Scalabel<\/strong><\/td><td>Open-source computer vision annotation<\/td><td>Bounding boxes; semantic and instance segmentation; video tracking; browser-based annotation; Docker deployment; annotation for driving datasets<\/td><td>Autonomous-driving researchers, computer vision teams, and developers working with video datasets<\/td><td>Designed for scalable annotation of driving datasets with simultaneous spatial and temporal labeling<\/td><td>Docker; COCO-style dataset workflows<\/td><\/tr><tr><td><strong>VGG Image Annotator (VIA)<\/strong><\/td><td>Lightweight browser-based image, audio and video annotation<\/td><td>Spatial region annotation; temporal audio\/video segments; image, video, audio and subtitle annotation; CSV\/JSON\/COCO import and export; shared projects<\/td><td>Researchers, academics, developers, and small annotation projects<\/td><td>Runs as a standalone browser application without installation and can operate offline as a self-contained HTML application<\/td><td>COCO; CSV; JSON<\/td><\/tr><tr><td><strong>MONAI Label<\/strong><\/td><td>AI-assisted medical image annotation<\/td><td>Interactive and automated segmentation; active learning; radiology and pathology applications; custom model bundles; server-based labeling applications<\/td><td>Medical imaging researchers, clinicians, radiologists, pathologists, and healthcare AI developers<\/td><td>Built specifically around medical imaging and continuous learning from annotator interactions<\/td><td>MONAI; 3D Slicer; OHIF; DICOM workflows; CVAT<\/td><\/tr><tr><td><strong>\u090f\u0928\u094b\u091f\u0932\u0940<\/strong><\/td><td>Online image and screenshot annotation<\/td><td>Arrows, lines, rectangles, ellipses, highlights, freehand drawing, blur, spot, zoom, pins and labels; screenshot capture; image cropping; multi-slide projects<\/td><td>Individuals, agencies, designers, developers, educators, and teams communicating visual feedback<\/td><td>Browser-based annotation with no-sign-up use and an offline mode for local annotation and export<\/td><td>Google Drive; OneDrive; Dropbox; Box; Amazon S3; Facebook; X\/Twitter<\/td><\/tr><tr><td><strong>Supervisely<\/strong><\/td><td>Computer vision data management and annotation<\/td><td>Image, video, medical and 3D annotation; segmentation, polygons, keypoints and tracking; AI-assisted labeling; dataset management; collaboration and review<\/td><td>Computer vision teams, research groups, enterprises, and organizations managing large datasets<\/td><td>Combines annotation, dataset management, AI model development, and customizable applications with cloud or self-hosted deployment<\/td><td>AWS S3; Google Cloud Storage; Azure Blob Storage; Kubernetes; LDAP; Microsoft Active Directory; OAuth2<\/td><\/tr><tr><td><strong>Latitude<\/strong><\/td><td>LLM and AI-agent evaluation annotation<\/td><td>Human feedback; production traces; issue tracking; evaluation datasets; automated evaluations; agent observability; regression monitoring<\/td><td>AI engineering teams, LLM developers, ML engineers, and teams evaluating AI agents<\/td><td>Connects production observability and human feedback with continuously running LLM evaluations<\/td><td>OpenAI; Anthropic; Azure; Google AI; Amazon Bedrock; Cohere; Together AI; Vertex AI; Gemini; Groq; Mistral AI; Ollama; LiteLLM; Replicate; AWS SageMaker; Hugging Face Transformers; IBM watsonx.ai<\/td><\/tr><tr><td><strong>Roboflow<\/strong><\/td><td>Computer vision dataset annotation and model development<\/td><td>Browser-based annotation; AI-assisted labeling; dataset management; annotation review; model training; hosted and edge inference<\/td><td>Computer vision developers, ML teams, robotics teams, enterprises, and researchers<\/td><td>Connects annotation directly with computer vision training, deployment, and edge inference workflows<\/td><td>AWS S3; Hugging Face; Google Cloud Vision; Azure Vision; Supervisely; CVAT; VoTT; LabelMe; Labelbox; SageMaker; Zapier; Kubernetes; NVIDIA Jetson; Luxonis OAK; Google Colab<\/td><\/tr><tr><td><strong>Doccano<\/strong><\/td><td>Open-source text annotation<\/td><td>Text classification; sequence labeling; sequence-to-sequence annotation; collaborative annotation; multilingual support; REST API<\/td><td>NLP researchers, ML practitioners, and teams creating text datasets<\/td><td>Lightweight open-source platform focused on human text annotation with self-hosted deployment<\/td><td>REST API; PostgreSQL; Docker; Docker Compose<\/td><\/tr><tr><td><strong>LightTag<\/strong><\/td><td>Text and NLP annotation<\/td><td>Span annotation; text classification; phrase-based and dependency-based relations; annotator management; review workflows; CoNLL-U annotation tools<\/td><td>NLP researchers, data science teams, and organizations managing annotation teams<\/td><td>Designed around managing the NLP annotation workflow, including annotation, review, and consistency processes<\/td><td>CoNLL-U; Universal Dependencies<\/td><\/tr><tr><td><strong>tagtog<\/strong><\/td><td>Text and document annotation<\/td><td>Entity annotation; relations; document labels; overlapping annotations; PDF annotation; collaborative review; model-assisted annotation<\/td><td>NLP teams, researchers, subject-matter experts, and organizations building text datasets<\/td><td>Combines manual annotation with model-generated predictions and iterative correction for AI training<\/td><td>REST API; JSON; custom ML models; dictionaries<\/td><\/tr><tr><td><strong>QSL<\/strong><\/td><td>Jupyter-based multimodal labeling<\/td><td>Image and video bounding boxes; polygons and segmentation masks; video segments; point and range time-series labels; keyboard shortcuts; JSON export<\/td><td>Researchers, data scientists, and developers working inside Jupyter or code-driven workflows<\/td><td>Operates as a Jupyter widget or CLI rather than a standalone annotation platform<\/td><td>Jupyter; AWS S3; Google Colab; JSON<\/td><\/tr><tr><td><strong>ELAN<\/strong><\/td><td>Time-aligned audio and video annotation<\/td><td>Tier-based annotation; time-aligned transcription; audio\/video synchronization; structured search; annotation merging; EAF files; remote EAF files<\/td><td>Linguists, speech researchers, behavioral researchers, and academic teams analyzing audiovisual data<\/td><td>Uses tier-based temporal annotation to represent multiple synchronized layers of linguistic or behavioral information<\/td><td>EAF; CSV; tab-delimited export; REFI project files; remote URLs<\/td><\/tr><tr><td><strong>Yedda<\/strong><\/td><td>Visual data annotation and AI-assisted video analysis<\/td><td>Image and video annotation; visual action measurement; CCTV analysis; human-AI collaboration; real-time operational dashboards<\/td><td>Retail, logistics, QSR, manufacturing, consulting, and AI teams using visual data<\/td><td>Connects to existing CCTV systems to measure visual actions and operational metrics without requiring additional camera hardware<\/td><td>Existing CCTV camera systems; Yedda dashboard; Yedda mobile app<\/td><\/tr><tr><td><strong>Diffgram<\/strong><\/td><td>Open-source multimodal training-data platform<\/td><td>Image, video, 3D, text, audio and geospatial annotation; model-assisted labeling; automated workflows; QA and review; dataset management; API and SDK<\/td><td>ML teams, data engineers, enterprises, AI experts, data scientists, annotators, and subject-matter experts<\/td><td>Combines annotation, AI datastore, workflow automation, dataset management, and application integration in one platform<\/td><td>AWS; Google Cloud; Azure; MinIO; PostgreSQL; TensorFlow; PyTorch; Amazon SageMaker; Hugging Face; REST API; Python SDK; OAuth 2.0\/OIDC; webhooks<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"225\" height=\"225\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/CVAT.jpg\" alt=\"\" class=\"wp-image-180235\" style=\"width:150px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/CVAT.jpg 225w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/CVAT-150x150.jpg 150w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/CVAT-12x12.jpg 12w\" sizes=\"(max-width: 225px) 100vw, 225px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u0938\u0940\u0935\u0940\u090f\u091f\u0940<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">CVAT (\u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932) \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0939\u0948 \u091c\u093f\u0938\u0947 \u092e\u0941\u0916\u094d\u092f \u0930\u0942\u092a \u0938\u0947 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u091b\u0935\u093f\u092f\u094b\u0902 \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u092a\u0930 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u092f\u0939 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0914\u0930 \u090f\u0906\u0908 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u090f\u0915 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f \u0935\u093f\u0915\u0932\u094d\u092a \u0939\u0948, \u091c\u093f\u0928\u092e\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928, \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u0914\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092b\u093c\u0949\u0930\u094d\u092e\u0947\u091f \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u0914\u0930 \u090f\u0915 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e-\u0905\u0928\u0941\u0915\u0942\u0932 \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u0932\u0947\u092c\u0932 \u0915\u0930\u0928\u0947 \u0915\u0940 \u091a\u093e\u0939 \u0930\u0916\u0928\u0947 \u0935\u093e\u0932\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0909\u092a\u092f\u094b\u0917\u0940 \u091f\u0942\u0932 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CVAT \u0932\u091a\u0940\u0932\u0947\u092a\u0928 \u0914\u0930 \u0938\u0939\u092f\u094b\u0917 \u092a\u0930 \u0905\u092a\u0928\u0947 \u092b\u094b\u0915\u0938 \u0915\u0947 \u0938\u093e\u0925 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0939\u0948\u0964 \u091f\u0940\u092e\u0947\u0902 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092a\u0930 \u0906\u0938\u093e\u0928\u0940 \u0938\u0947 \u090f\u0915 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902, \u0914\u0930 \u092f\u0939 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0947 \u0938\u093e\u0925 \u0905\u091a\u094d\u091b\u0940 \u0924\u0930\u0939 \u0938\u0947 \u090f\u0915\u0940\u0915\u0943\u0924 \u0939\u094b\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0906\u0917\u0947 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u0947 \u0932\u093f\u090f \u090f\u0928\u094b\u091f\u0947\u091f\u0947\u0921 \u0921\u0947\u091f\u093e \u0928\u093f\u0930\u094d\u092f\u093e\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u091a\u093e\u0939\u0947 \u0906\u092a \u0915\u093f\u0938\u0940 \u0936\u094b\u0927 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e \u092a\u0930 \u0915\u093e\u092e \u0915\u0930 \u0930\u0939\u0947 \u0939\u094b\u0902 \u092f\u093e \u0935\u094d\u092f\u093e\u0935\u0938\u093e\u092f\u093f\u0915 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u0924\u0947 \u0939\u094b\u0902, CVAT \u091c\u091f\u093f\u0932 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u0935\u0936\u094d\u092f\u0915 \u0909\u092a\u0915\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0910\u0902:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0914\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u092f\u094b\u0917\u094d\u092f<\/li>\n\n\n\n<li>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947, \u0935\u093f\u092d\u093e\u091c\u0928 \u0914\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u091f\u0940\u092e-\u0906\u0927\u093e\u0930\u093f\u0924 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0938\u0939\u092f\u094b\u0917<\/li>\n\n\n\n<li>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0930\u0923<\/li>\n\n\n\n<li>\u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u091b\u0935\u093f \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u092a\u094d\u0930\u093e\u0930\u0942\u092a\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0930\u094d\u0935\u0936\u094d\u0930\u0947\u0937\u094d\u0920 \u0915\u0947 \u0932\u093f\u090f:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u090f\u0906\u0908 \u0914\u0930 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u0938\u091f\u0940\u0915 \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u091f\u0940\u092e \u0938\u0939\u092f\u094b\u0917 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948<\/li>\n\n\n\n<li>\u092e\u0941\u092b\u093c\u094d\u0924, \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0915\u0940 \u0924\u0932\u093e\u0936 \u092e\u0947\u0902 \u0915\u0902\u092a\u0928\u093f\u092f\u093e\u0901<\/li>\n\n\n\n<li>\u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u091f\u0940\u092e\u0947\u0902<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: www.cvat.ai<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: www.linkedin.com\/company\/cvat-ai<\/li>\n\n\n\n<li>\u092b\u0947\u0938\u092c\u0941\u0915: www.facebook.com\/cvat.corp<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"548\" height=\"92\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Label-Studio.png\" alt=\"\" class=\"wp-image-180234\" style=\"aspect-ratio:5.956965253426841;width:342px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Label-Studio.png 548w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Label-Studio-300x50.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Label-Studio-18x3.png 18w\" sizes=\"(max-width: 548px) 100vw, 548px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u0932\u0947\u092c\u0932 \u0938\u094d\u091f\u0942\u0921\u093f\u092f\u094b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0932\u0947\u092c\u0932 \u0938\u094d\u091f\u0942\u0921\u093f\u092f\u094b \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0939\u0948 \u091c\u094b \u0907\u092e\u0947\u091c, \u091f\u0947\u0915\u094d\u0938\u094d\u091f, \u0911\u0921\u093f\u092f\u094b \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u0915\u0947 \u0932\u093f\u090f \u0932\u091a\u0940\u0932\u0940 \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092c\u0947\u0939\u0924\u0930\u0940\u0928 \u0935\u093f\u0915\u0932\u094d\u092a \u0939\u0948 \u091c\u0939\u093e\u0901 \u0906\u092a\u0915\u094b \u0938\u0902\u0930\u091a\u093f\u0924 \u0914\u0930 \u0905\u0938\u0902\u0930\u091a\u093f\u0924 \u0926\u094b\u0928\u094b\u0902 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0921\u0947\u091f\u093e \u0938\u0939\u093f\u0924 \u0935\u093f\u0935\u093f\u0927 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0921\u0947\u091f\u093e \u0915\u094b \u090f\u0928\u094b\u091f\u0947\u091f \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0932\u0947\u092c\u0932 \u0938\u094d\u091f\u0942\u0921\u093f\u092f\u094b \u0915\u094b \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e-\u0905\u0928\u0941\u0915\u0942\u0932 \u0939\u094b\u0928\u0947 \u0915\u0947 \u0938\u093e\u0925-\u0938\u093e\u0925 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092c\u0947\u0939\u0924\u0930\u0940\u0928 \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0939 \u091f\u0942\u0932 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0921\u0947\u091f\u093e \u0914\u0930 \u092b\u093c\u0949\u0930\u094d\u092e\u0947\u091f \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u091f\u0940\u092e\u0947\u0902 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928, \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0914\u0930 \u0905\u0928\u094d\u092f AI-\u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0938\u0947 \u091c\u0941\u0921\u093c\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u090f\u0928\u094b\u091f\u0947\u091f \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964 \u0907\u0938\u0915\u0940 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u092a\u094d\u0930\u0915\u0943\u0924\u093f \u0915\u093e \u0905\u0930\u094d\u0925 \u0939\u0948 \u0915\u093f \u092f\u0939 \u0932\u093e\u0917\u0924-\u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0914\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u092f\u094b\u0917\u094d\u092f \u0939\u0948, \u0907\u0938\u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u092c\u093f\u0928\u093e \u0915\u093f\u0938\u0940 \u092c\u0921\u093c\u0947 \u092c\u091c\u091f \u0915\u0947 \u0905\u092a\u0928\u0940 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u0947 \u0905\u0928\u0941\u0938\u093e\u0930 \u0907\u0938\u0947 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0910\u0902:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0916\u0941\u0932\u093e \u0938\u094d\u0930\u094b\u0924 \u0914\u0930 \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u092f\u094b\u0917\u094d\u092f<\/li>\n\n\n\n<li>\u091b\u0935\u093f, \u0935\u0940\u0921\u093f\u092f\u094b, \u092a\u093e\u0920 \u0914\u0930 \u0911\u0921\u093f\u092f\u094b \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u091f\u0940\u092e-\u0906\u0927\u093e\u0930\u093f\u0924 \u0915\u093e\u0930\u094d\u092f \u0915\u0947 \u0932\u093f\u090f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0938\u0939\u092f\u094b\u0917<\/li>\n\n\n\n<li>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0947 \u0938\u093e\u0925 \u0938\u0939\u091c \u090f\u0915\u0940\u0915\u0930\u0923<\/li>\n\n\n\n<li>\u0915\u0941\u0936\u0932 \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u092e\u0947\u0902 \u0906\u0938\u093e\u0928 \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0930\u094d\u0935\u0936\u094d\u0930\u0947\u0937\u094d\u0920 \u0915\u0947 \u0932\u093f\u090f:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0935\u093f\u0927 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u0915\u094b \u0932\u0947\u092c\u0932 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u0947\u0902<\/li>\n\n\n\n<li>\u0915\u0902\u092a\u0928\u093f\u092f\u093e\u0902 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0935\u093f\u0915\u0932\u094d\u092a\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915 \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915, \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0915\u0940 \u0924\u0932\u093e\u0936 \u092e\u0947\u0902 \u0939\u0948\u0902<\/li>\n\n\n\n<li>\u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928, \u090f\u0928\u090f\u0932\u092a\u0940 \u0914\u0930 \u090f\u0906\u0908 \u0938\u0947 \u091c\u0941\u0921\u093c\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0901<\/li>\n\n\n\n<li>\u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u0947\u0902 \u091c\u093f\u0928\u0915\u0947 \u0932\u093f\u090f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0938\u0939\u092f\u094b\u0917 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: labelstud.io<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: www.linkedin.com\/company\/heartex<\/li>\n\n\n\n<li>\u091f\u094d\u0935\u093f\u091f\u0930: x.com\/labelstudiohq<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"225\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/LabelMe.png\" alt=\"\" class=\"wp-image-180244\" style=\"width:179px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/LabelMe.png 225w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/LabelMe-150x150.png 150w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/LabelMe-12x12.png 12w\" sizes=\"(max-width: 225px) 100vw, 225px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u0932\u0947\u092c\u0932\u092e\u0940<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0932\u0947\u092c\u0932\u092e\u0940 (LabelMe) \u091b\u0935\u093f\u092f\u094b\u0902 \u092a\u0930 \u091f\u093f\u092a\u094d\u092a\u0923\u0940 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0938\u0930\u0932, \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0939\u0948\u0964 \u092f\u0939 \u0909\u0928 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0914\u0930 \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u091c\u0948\u0938\u0947 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u0915\u094b \u0924\u0947\u091c\u093c\u0940 \u0938\u0947 \u0932\u0947\u092c\u0932 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0932\u0947\u092c\u0932\u092e\u0940 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092b\u093c\u0949\u0930\u094d\u092e\u0947\u091f \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u092e\u0947\u0902 \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938 \u0914\u0930 \u092a\u0949\u0932\u0940\u0917\u0949\u0928 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0932\u091a\u0940\u0932\u093e \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0939\u093e\u0932\u093e\u0901\u0915\u093f \u092f\u0939 \u090f\u0915 \u0905\u092a\u0947\u0915\u094d\u0937\u093e\u0915\u0943\u0924 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u091f\u0942\u0932 \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 LabelMe \u0915\u0940 \u0938\u0930\u0932\u0924\u093e \u0914\u0930 \u0938\u0941\u0917\u092e\u0924\u093e \u0907\u0938\u0947 \u091b\u094b\u091f\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u0915\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092f\u093e \u0915\u092e \u092c\u091c\u091f \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0906\u0926\u0930\u094d\u0936 \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928\u093e\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0939\u0948, \u092f\u093e\u0928\u0940 \u0915\u094b\u0908 \u092d\u0940 \u0907\u0938\u0947 \u092e\u0941\u092b\u093c\u094d\u0924 \u092e\u0947\u0902 \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948, \u0914\u0930 \u0907\u0938\u0947 \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0915\u0930\u0928\u093e \u0906\u0938\u093e\u0928 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0909\u0928 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0938\u092e\u093e\u0927\u093e\u0928 \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u092c\u0921\u093c\u0947 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0915\u0940 \u091c\u091f\u093f\u0932\u0924\u093e \u0915\u0940 \u091c\u093c\u0930\u0942\u0930\u0924 \u0928\u0939\u0940\u0902 \u0939\u094b\u0924\u0940\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0910\u0902:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0914\u0930 \u0909\u092a\u092f\u094b\u0917 \u0939\u0947\u0924\u0941 \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915<\/li>\n\n\n\n<li>\u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938, \u092c\u0939\u0941\u092d\u0941\u091c \u0914\u0930 \u0905\u0928\u094d\u092f \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u0924\u094d\u0935\u0930\u093f\u0924 \u091b\u0935\u093f \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u0932 \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938<\/li>\n\n\n\n<li>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0914\u0930 \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092c\u0922\u093c\u093f\u092f\u093e<\/li>\n\n\n\n<li>\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u092f\u094b\u0917\u094d\u092f<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0930\u094d\u0935\u0936\u094d\u0930\u0947\u0937\u094d\u0920 \u0915\u0947 \u0932\u093f\u090f:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u091b\u094b\u091f\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u0915\u0940 \u091b\u0935\u093f \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0901<\/li>\n\n\n\n<li>\u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u092f\u093e \u091f\u0940\u092e \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u0924\u094d\u0935\u0930\u093f\u0924 \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u0935\u0938\u094d\u0924\u0941 \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u0935\u093f\u092d\u093e\u091c\u0928 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0901<\/li>\n\n\n\n<li>\u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938, \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0915\u0940 \u0924\u0932\u093e\u0936 \u0915\u0930 \u0930\u0939\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f:<a href=\"http:\/\/www.labelme.io\"> <\/a>\u0932\u0947\u092c\u0932\u092e\u0940.\u0906\u0908\u0913<\/li>\n\n\n\n<li>\u0908-\u092e\u0947\u0932: kentaro@labelme.io<\/li>\n\n\n\n<li>\u091f\u094d\u0935\u093f\u091f\u0930: x.com\/labelmeai<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"224\" height=\"224\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Scalabel.png\" alt=\"\" class=\"wp-image-180249\" style=\"width:175px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Scalabel.png 224w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Scalabel-150x150.png 150w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Scalabel-12x12.png 12w\" sizes=\"(max-width: 224px) 100vw, 224px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0947\u0932<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u090f\u0915 \u0932\u091a\u0940\u0932\u093e, \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0907\u092e\u0947\u091c \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0939\u0948 \u091c\u093f\u0938\u0947 \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u0915\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u092f\u0939 \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938, \u0915\u0940\u092a\u0949\u0907\u0902\u091f \u0914\u0930 \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u091c\u0948\u0938\u0947 \u0915\u0908 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u0914\u0930 \u092f\u0939 \u0909\u0928 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936 \u0939\u0948 \u091c\u093f\u0928\u092e\u0947\u0902 \u0938\u091f\u0940\u0915, \u0909\u091a\u094d\u091a-\u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0935\u093e\u0932\u0947 \u0932\u0947\u092c\u0932 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u0915\u094b \u0938\u094d\u0915\u0947\u0932 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948, \u0907\u0938\u0932\u093f\u090f \u092f\u0939 \u091b\u094b\u091f\u0947 \u0914\u0930 \u092c\u0921\u093c\u0947 \u0926\u094b\u0928\u094b\u0902 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u0915\u094b \u0905\u0932\u0917 \u092c\u0928\u093e\u0928\u0947 \u0935\u093e\u0932\u0940 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u092e\u0947\u0902 \u0938\u0947 \u090f\u0915 \u0907\u0938\u0915\u0940 \u0938\u0939\u092f\u094b\u0917 \u0915\u094d\u0937\u092e\u0924\u093e\u090f\u0901 \u0939\u0948\u0902, \u091c\u094b \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092a\u0930 \u090f\u0915 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u0940 \u0939\u0948\u0902\u0964 \u091a\u093e\u0939\u0947 \u0906\u092a \u090f\u0915 \u091b\u094b\u091f\u0940 \u091f\u0940\u092e \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930 \u0930\u0939\u0947 \u0939\u094b\u0902 \u092f\u093e \u0906\u092a\u0915\u094b \u0910\u0938\u0947 \u091f\u0942\u0932 \u0915\u0940 \u091c\u093c\u0930\u0942\u0930\u0924 \u0939\u094b \u091c\u094b \u090f\u0902\u091f\u0930\u092a\u094d\u0930\u093e\u0907\u091c\u093c-\u0938\u094d\u0924\u0930\u0940\u092f \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u0938\u0902\u092d\u093e\u0932 \u0938\u0915\u0947, \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u0915\u0941\u0936\u0932 \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f \u0938\u092e\u093e\u0927\u093e\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0910\u0902:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0932\u093f\u090f \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0914\u0930 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932<\/li>\n\n\n\n<li>\u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938, \u0915\u0940\u092a\u0949\u0907\u0902\u091f \u0914\u0930 \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u091f\u0940\u092e-\u0906\u0927\u093e\u0930\u093f\u0924 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0938\u0939\u092f\u094b\u0917<\/li>\n\n\n\n<li>\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u092f\u094b\u0917\u094d\u092f<\/li>\n\n\n\n<li>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0924\u093e \u0939\u0948<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0930\u094d\u0935\u0936\u094d\u0930\u0947\u0937\u094d\u0920 \u0915\u0947 \u0932\u093f\u090f:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092c\u0921\u093c\u0947, \u091c\u091f\u093f\u0932 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u0947\u0902<\/li>\n\n\n\n<li>\u0909\u091a\u094d\u091a-\u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0935\u093e\u0932\u0940 \u091b\u0935\u093f \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0901<\/li>\n\n\n\n<li>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u091f\u0940\u092e\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0914\u0930 \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948\u0902<\/li>\n\n\n\n<li>\u0938\u0939\u092f\u094b\u0917\u093e\u0924\u094d\u092e\u0915 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0901 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u091f\u0940\u092e-\u0906\u0927\u093e\u0930\u093f\u0924 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: www.scalabel.ai<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"355\" height=\"142\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/VGG-Image-Annotator.png\" alt=\"\" class=\"wp-image-180250\" style=\"aspect-ratio:2.5000948226815853;width:242px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/VGG-Image-Annotator.png 355w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/VGG-Image-Annotator-300x120.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/VGG-Image-Annotator-18x7.png 18w\" sizes=\"(max-width: 355px) 100vw, 355px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u0935\u0940\u091c\u0940\u091c\u0940 \u0907\u092e\u0947\u091c \u090f\u0928\u094b\u091f\u0947\u091f\u0930 (\u0935\u0940\u0906\u0908\u090f)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0935\u0940\u091c\u0940\u091c\u0940 \u0907\u092e\u0947\u091c \u090f\u0928\u094b\u091f\u0947\u091f\u0930 (\u0935\u0940\u0906\u0908\u090f) \u0911\u0915\u094d\u0938\u092b\u093c\u094b\u0930\u094d\u0921 \u0935\u093f\u0936\u094d\u0935\u0935\u093f\u0926\u094d\u092f\u093e\u0932\u092f \u0915\u0947 \u0935\u093f\u091c\u093c\u0941\u0905\u0932 \u091c\u094d\u092f\u094b\u092e\u0947\u091f\u094d\u0930\u0940 \u0917\u094d\u0930\u0941\u092a \u0926\u094d\u0935\u093e\u0930\u093e \u0935\u093f\u0915\u0938\u093f\u0924 \u090f\u0915 \u0938\u0930\u0932, \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0939\u0948\u0964 \u0907\u0938\u0947 \u0907\u092e\u0947\u091c \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u0915\u094b \u0932\u0947\u092c\u0932 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0914\u0930 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0935 \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u091c\u0948\u0938\u0947 \u090f\u0906\u0908 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092c\u0947\u0939\u0924\u0930\u0940\u0928 \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0935\u0940\u0906\u0908\u090f \u0938\u0940\u0927\u0947 \u092c\u094d\u0930\u093e\u0909\u091c\u093c\u0930 \u092e\u0947\u0902 \u091a\u0932\u0924\u093e \u0939\u0948, \u0907\u0938\u0932\u093f\u090f \u0907\u0938\u0947 \u0907\u0902\u0938\u094d\u091f\u0949\u0932 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0915\u094b\u0908 \u091c\u093c\u0930\u0942\u0930\u0924 \u0928\u0939\u0940\u0902 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0907\u0938\u0947 \u090f\u0915\u094d\u0938\u0947\u0938 \u0915\u0930\u0928\u093e \u0914\u0930 \u0924\u0941\u0930\u0902\u0924 \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0915\u0930\u0928\u093e \u092c\u0947\u0939\u0926 \u0906\u0938\u093e\u0928 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">VIA \u0915\u094b \u0907\u0938\u0915\u0940 \u0938\u0930\u0932\u0924\u093e \u0914\u0930 \u0938\u0941\u0917\u092e\u0924\u093e \u0939\u0940 \u0907\u0938\u0915\u0940 \u0935\u093f\u0936\u093f\u0937\u094d\u091f\u0924\u093e \u092c\u0928\u093e\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u0905\u0928\u093e\u0935\u0936\u094d\u092f\u0915 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0938\u0947 \u092d\u0930\u093e \u0939\u0941\u0906 \u0928\u0939\u0940\u0902 \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u091b\u094b\u091f\u0947 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u092f\u093e \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915\u0926\u092e \u0938\u0939\u0940 \u092c\u0928\u093e\u0924\u093e \u0939\u0948 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u092c\u0938 \u090f\u0915 \u0938\u0930\u0932 \u091f\u0942\u0932 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f \u0907\u0938\u092e\u0947\u0902 \u0915\u0941\u091b \u0905\u0928\u094d\u092f \u091f\u0942\u0932\u094d\u0938 \u0915\u0940 \u0924\u0930\u0939 \u0909\u0928\u094d\u0928\u0924 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u0928\u0939\u0940\u0902 \u0939\u0948\u0902, \u092b\u093f\u0930 \u092d\u0940 \u092f\u0939 \u0924\u094d\u0935\u0930\u093f\u0924 \u0914\u0930 \u0915\u0941\u0936\u0932 \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0906\u0935\u0936\u094d\u092f\u0915 \u0906\u0935\u0936\u094d\u092f\u0915 \u0915\u093e\u0930\u094d\u092f\u0915\u094d\u0937\u092e\u0924\u093e\u090f\u0901 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u0916\u093e\u0938\u0915\u0930 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0914\u0930 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u090f\u0915 \u0938\u093e\u0927\u093e\u0930\u0923 \u091f\u0942\u0932 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0910\u0902:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0914\u0930 \u092c\u094d\u0930\u093e\u0909\u091c\u093c\u0930-\u0906\u0927\u093e\u0930\u093f\u0924<\/li>\n\n\n\n<li>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u0935\u093f\u092d\u093e\u091c\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u0938\u0930\u0932, \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u0947 \u0905\u0928\u0941\u0915\u0942\u0932 \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938<\/li>\n\n\n\n<li>\u0915\u093f\u0938\u0940 \u0938\u094d\u0925\u093e\u092a\u0928\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0928\u0939\u0940\u0902<\/li>\n\n\n\n<li>\u091b\u094b\u091f\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u0915\u0940 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0930\u094d\u0935\u0936\u094d\u0930\u0947\u0937\u094d\u0920 \u0915\u0947 \u0932\u093f\u090f:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u091b\u094b\u091f\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u0915\u0940 \u091b\u0935\u093f \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0901<\/li>\n\n\n\n<li>\u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u092f\u093e \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u094b \u090f\u0915 \u0938\u0930\u0932, \u0938\u0941\u0932\u092d \u0909\u092a\u0915\u0930\u0923 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u091f\u0940\u092e\u0947\u0902 \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938, \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0940 \u0924\u0932\u093e\u0936 \u092e\u0947\u0902 \u0939\u0948\u0902<\/li>\n\n\n\n<li>\u0935\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u091c\u094b \u092c\u093f\u0928\u093e \u0907\u0902\u0938\u094d\u091f\u0949\u0932\u0947\u0936\u0928 \u0935\u093e\u0932\u0947 \u092c\u094d\u0930\u093e\u0909\u091c\u093c\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u0942\u0932 \u0915\u094b \u092a\u0938\u0902\u0926 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: www.robots.ox.ac.uk\/~vgg\/software\/via<\/li>\n\n\n\n<li>\u0908\u2011\u092e\u0947\u0932: vgg-webmasters@robots.ox.ac.takethisout.uk<\/li>\n\n\n\n<li>\u091f\u094d\u0935\u093f\u091f\u0930: x.com\/Oxford_VGG<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"398\" height=\"126\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/MONAI-Label.png\" alt=\"\" class=\"wp-image-180251\" style=\"aspect-ratio:3.1593227254181966;width:290px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/MONAI-Label.png 398w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/MONAI-Label-300x95.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/MONAI-Label-18x6.png 18w\" sizes=\"(max-width: 398px) 100vw, 398px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">7. \u092e\u094b\u0928\u093e\u0908 \u0932\u0947\u092c\u0932<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MONAI \u0932\u0947\u092c\u0932, \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092c\u0928\u093e\u092f\u093e \u0917\u092f\u093e \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0907\u092e\u0947\u091c \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0939\u0948\u0964 \u092f\u0939 \u0935\u094d\u092f\u093e\u092a\u0915 MONAI \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u093e \u0939\u093f\u0938\u094d\u0938\u093e \u0939\u0948, \u091c\u094b \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u092e\u0947\u0902 AI \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948\u0964 \u092f\u0939 \u091f\u0942\u0932 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0914\u0930 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928, \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0914\u0930 \u092a\u0939\u091a\u093e\u0928 \u091c\u0948\u0938\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c \u090f\u0928\u094b\u091f\u0947\u091f \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 MONAI \u0932\u0947\u092c\u0932 \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u0938\u0949\u092b\u093c\u094d\u091f\u0935\u0947\u092f\u0930 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0939\u091c\u0924\u093e \u0938\u0947 \u090f\u0915\u0940\u0915\u0943\u0924 \u0939\u094b\u0924\u093e \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u092f\u093e \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u092e\u0947\u0902 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0940 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MONAI \u0932\u0947\u092c\u0932 \u0915\u0940 \u0924\u093e\u0915\u0924 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u092a\u0930 \u0907\u0938\u0915\u0947 \u092b\u094b\u0915\u0938 \u092e\u0947\u0902 \u0928\u093f\u0939\u093f\u0924 \u0939\u0948\u0964 \u092f\u0939 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u092c\u0928\u093e\u092f\u093e \u0917\u092f\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092a\u0947\u0936\u0947\u0935\u0930 \u0906\u0938\u093e\u0928\u0940 \u0938\u0947 \u092e\u0947\u0921\u093f\u0915\u0932 \u0938\u094d\u0915\u0948\u0928 \u092f\u093e \u0930\u0947\u0921\u093f\u092f\u094b\u0932\u0949\u091c\u0940 \u0907\u092e\u0947\u091c \u092a\u0930 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0905\u092a\u0928\u0947 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 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\u0939\u0948\u0902<\/li>\n\n\n\n<li>\u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f \u091b\u0935\u093f \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0938\u0949\u092b\u093c\u094d\u091f\u0935\u0947\u092f\u0930 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u0935\u094d\u092f\u0935\u0938\u093e\u092f<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: annotely.com<\/li>\n\n\n\n<li>\u091f\u094d\u0935\u093f\u091f\u0930: x.com\/@annotely<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"244\" height=\"207\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Supervisely.png\" alt=\"\" class=\"wp-image-182382\" style=\"aspect-ratio:1.1787574545180042;width:184px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Supervisely.png 244w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Supervisely-14x12.png 14w\" sizes=\"(max-width: 244px) 100vw, 244px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">9. \u092a\u0930\u094d\u092f\u0935\u0947\u0915\u094d\u0937\u0923 \u0915\u0930\u0947\u0902<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0938\u0941\u092a\u0930\u0935\u093e\u0907\u091c\u0932\u0940 \u090f\u0915 \u0915\u093e\u0930\u094d\u092f\u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0939\u0948 \u091c\u0939\u093e\u0901 \u090f\u0928\u094b\u091f\u0947\u0936\u0928, \u0921\u0947\u091f\u093e \u0938\u0902\u0917\u0920\u0928 \u0914\u0930 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u0947 \u0938\u093e\u0925-\u0938\u093e\u0925 \u091a\u0932\u0924\u093e \u0939\u0948\u0964 \u091c\u092c \u0932\u094b\u0917 \u0907\u0938\u0947 \u090f\u0915 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\u0935\u093f\u092d\u093e\u091c\u0928 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u0915\u0930\u0923<\/li>\n\n\n\n<li>\u092c\u093e\u0930-\u092c\u093e\u0930 \u0926\u094b\u0939\u0930\u093e\u090f \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0935\u0948\u0915\u0932\u094d\u092a\u093f\u0915 \u090f\u0906\u0908-\u0938\u0939\u093e\u092f\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0932\u0947\u092c\u0932\u093f\u0902\u0917\u0964<\/li>\n\n\n\n<li>\u0915\u094d\u0932\u093e\u0909\u0921 \u092f\u093e \u0938\u0947\u0932\u094d\u092b-\u0939\u094b\u0938\u094d\u091f\u0947\u0921 \u0935\u093f\u0915\u0932\u094d\u092a\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u092c\u094d\u0930\u093e\u0909\u091c\u093c\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938<\/li>\n\n\n\n<li>\u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e \u0938\u094d\u0924\u0930 \u092a\u0930 \u0938\u0939\u092f\u094b\u0917 \u0914\u0930 \u0938\u092e\u0940\u0915\u094d\u0937\u093e<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092f\u0939 \u0915\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u0939\u0948:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u091c\u091f\u093f\u0932 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0938\u0947\u091f\u0905\u092a \u0915\u093e \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u0947\u0902<\/li>\n\n\n\n<li>\u0917\u0948\u0930-\u092e\u093e\u0928\u0915 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u0935\u093e\u0932\u0940 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0901<\/li>\n\n\n\n<li>\u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u094b \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0938\u0902\u0917\u0920\u0928 \u0915\u0947 \u0938\u093e\u0925 \u091c\u094b\u0921\u093c \u0930\u0939\u0947 \u0939\u0948\u0902<\/li>\n\n\n\n<li>\u091b\u094b\u091f\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u0915\u093e \u0915\u093e\u092e \u091c\u093f\u0938\u092e\u0947\u0902 \u0938\u0930\u0932\u0924\u093e \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0932\u091a\u0940\u0932\u0947\u092a\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: superveisley.com<\/li>\n\n\n\n<li>\u0908-\u092e\u0947\u0932: hello@supervisely.com<\/li>\n\n\n\n<li>\u092b\u0947\u0938\u092c\u0941\u0915: x.com\/@supervisely_ai<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: www.linkedin.com\/company\/10456352<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Latitude.png\" alt=\"\" class=\"wp-image-182383\" style=\"width:190px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Latitude.png 200w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Latitude-150x150.png 150w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Latitude-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">10. \u0905\u0915\u094d\u0937\u093e\u0902\u0936<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0932\u0948\u091f\u0940\u091f\u094d\u092f\u0942\u0921 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0935\u093f\u091c\u093c\u0941\u0905\u0932 \u0921\u0947\u091f\u093e \u0915\u0947 \u092c\u091c\u093e\u092f \u092c\u0921\u093c\u0947 \u092d\u093e\u0937\u093e \u092e\u0949\u0921\u0932 \u0938\u0947 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0906\u0909\u091f\u092a\u0941\u091f \u092a\u0930 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u093e \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u0909\u092a\u092f\u094b\u0917 \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902, \u0935\u093e\u0930\u094d\u0924\u093e\u0932\u093e\u092a\u094b\u0902 \u092f\u093e \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0905\u0902\u0936\u094b\u0902 \u092e\u0947\u0902 \u092e\u093e\u0928\u0935\u0940\u092f \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u091c\u094b\u0921\u093c\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0938\u094d\u0925\u093f\u0930 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u092c\u091c\u093e\u092f, \u092f\u0939\u093e\u0902 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u092f\u0939 \u0938\u092e\u091d\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0909\u092a\u092f\u094b\u0917 \u092e\u0947\u0902 \u092e\u0949\u0921\u0932 \u0915\u0948\u0938\u0947 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0939 \u091f\u0942\u0932 \u0909\u0928 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u092e\u0947\u0902 \u0906\u0938\u093e\u0928\u0940 \u0938\u0947 \u092b\u093f\u091f \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0901 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0914\u0930 \u092a\u0941\u0928\u0930\u093e\u0935\u0943\u0924\u093f, \u092e\u093e\u0924\u094d\u0930\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0938\u0947 \u0905\u0927\u093f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964 \u092b\u0940\u0921\u092c\u0948\u0915 \u0915\u094b \u0938\u0940\u0927\u0947 \u091c\u0947\u0928\u0930\u0947\u091f \u0915\u093f\u090f \u0917\u090f \u0906\u0909\u091f\u092a\u0941\u091f \u092a\u0930 \u0932\u093e\u0917\u0942 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092a\u0948\u091f\u0930\u094d\u0928, \u0935\u093f\u092b\u0932\u0924\u093e\u0913\u0902 \u092f\u093e \u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u093e \u0906\u0938\u093e\u0928 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092a\u094d\u0930\u093e\u0930\u0902\u092d\u093f\u0915 \u091a\u0930\u0923 \u0915\u0947 \u090f\u0932\u090f\u0932\u090f\u092e \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f, \u0907\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u093e \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0905\u0915\u094d\u0938\u0930 \u0915\u0938\u094d\u091f\u092e \u0906\u0902\u0924\u0930\u093f\u0915 \u091f\u0942\u0932 \u0915\u0940 \u091c\u0917\u0939 \u0932\u0947 \u0932\u0947\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092a\u093e\u0920 \u0914\u0930 \u0935\u093e\u0930\u094d\u0924\u093e\u0932\u093e\u092a \u0906\u0909\u091f\u092a\u0941\u091f \u0915\u0940 \u090f\u0928\u094b\u091f\u0947\u0936\u0928<\/li>\n\n\n\n<li>\u0938\u094d\u092a\u0948\u0928-\u0938\u094d\u0924\u0930 \u0914\u0930 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e-\u0938\u094d\u0924\u0930 \u0915\u0940 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e<\/li>\n\n\n\n<li>\u0925\u094b\u0915 \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u0947 \u092c\u091c\u093e\u092f \u092e\u093e\u0928\u0935\u0940\u092f \u0928\u093f\u0930\u094d\u0923\u092f \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0947\u0902<\/li>\n\n\n\n<li>\u092f\u0939 \u092e\u094c\u091c\u0942\u0926\u093e \u090f\u0932\u090f\u0932\u090f\u092e \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u092e\u093f\u0932\u0915\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u092a\u0939\u0941\u0901\u091a<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092f\u0939 \u0915\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u0939\u0948:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u090f\u0932\u090f\u0932\u090f\u092e-\u0906\u0927\u093e\u0930\u093f\u0924 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0915\u093e \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u092f\u093e \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u0947\u0902<\/li>\n\n\n\n<li>\u091c\u093f\u0928 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092e\u0947\u0902 \u0938\u0902\u0930\u091a\u093f\u0924 \u092e\u093e\u0928\u0935\u0940\u092f \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948<\/li>\n\n\n\n<li>\u0924\u094d\u0935\u0930\u093f\u0924 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0914\u0930 \u092a\u0941\u0928\u0930\u093e\u0935\u0943\u0924\u093f \u0915\u093e\u0930\u094d\u092f\u092a\u094d\u0930\u0935\u093e\u0939<\/li>\n\n\n\n<li>\u0915\u0938\u094d\u091f\u092e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u091f\u0942\u0932\u093f\u0902\u0917 \u0915\u0947 \u092c\u093f\u0928\u093e \u091b\u094b\u091f\u0947 \u0938\u092e\u0942\u0939<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: latitude.so<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"225\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/roboflow-2.png\" alt=\"\" class=\"wp-image-182384\" style=\"width:186px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/roboflow-2.png 225w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/roboflow-2-150x150.png 150w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/roboflow-2-12x12.png 12w\" sizes=\"(max-width: 225px) 100vw, 225px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">11. \u0930\u094b\u092c\u094b\u092b\u094d\u0932\u094b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u092e\u0947\u0902 \u0907\u092e\u0947\u091c \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0930\u094b\u092c\u094b\u092b\u094d\u0932\u094b \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0936\u0941\u0930\u0941\u0906\u0924\u0940 \u092c\u093f\u0902\u0926\u0941 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u092b\u094d\u0930\u0940 \u091f\u093f\u092f\u0930 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947, \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u092c\u0949\u0915\u094d\u0938 \u0914\u0930 \u092a\u0949\u0932\u0940\u0917\u0949\u0928 \u091c\u0948\u0938\u0947 \u092a\u0930\u093f\u091a\u093f\u0924 \u091f\u0942\u0932\u094d\u0938 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0938\u0940\u0927\u0947 \u092c\u094d\u0930\u093e\u0909\u091c\u093c\u0930 \u092e\u0947\u0902 \u0907\u092e\u0947\u091c \u0915\u094b \u0932\u0947\u092c\u0932 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0907\u0938\u0915\u093e \u0938\u0947\u091f\u0905\u092a \u0938\u0930\u0932 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0947 \u0915\u093e\u092e \u092e\u0947\u0902 \u0928\u090f \u0932\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092f\u0939 \u0906\u0938\u093e\u0928 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0932\u0947\u092c\u0932 \u0932\u0917\u093e\u0928\u0947 \u0915\u0947 \u0905\u0932\u093e\u0935\u093e, \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924, \u0938\u092e\u0940\u0915\u094d\u0937\u093e \u0914\u0930 \u0939\u0932\u094d\u0915\u093e-\u092b\u0941\u0932\u094d\u0915\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u092d\u0940 \u090f\u0915 \u0939\u0940 \u0938\u094d\u0925\u093e\u0928 \u092a\u0930 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0902\u0915\u093f \u092c\u0921\u093c\u0940 \u091f\u0940\u092e\u0947\u0902 \u0905\u0915\u094d\u0938\u0930 \u0938\u0936\u0941\u0932\u094d\u0915 \u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0940 \u0913\u0930 \u0930\u0941\u0916 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902, \u0932\u0947\u0915\u093f\u0928 \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0938\u0949\u092b\u093c\u094d\u091f\u0935\u0947\u092f\u0930 \u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u093f\u090f \u092c\u093f\u0928\u093e \u0938\u0940\u0916\u0928\u0947, \u092a\u094d\u0930\u094b\u091f\u094b\u091f\u093e\u0907\u092a \u092c\u0928\u093e\u0928\u0947 \u0914\u0930 \u092a\u094d\u0930\u093e\u0930\u0902\u092d\u093f\u0915 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u0935\u093f\u0915\u0932\u094d\u092a \u0939\u0940 \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092c\u094d\u0930\u093e\u0909\u091c\u093c\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u091b\u0935\u093f \u090f\u0928\u094b\u091f\u0947\u0936\u0928<\/li>\n\n\n\n<li>\u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938, \u092c\u0939\u0941\u092d\u0941\u091c, \u092a\u094d\u0930\u092e\u0941\u0916 \u092c\u093f\u0902\u0926\u0941 \u0914\u0930 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923<\/li>\n\n\n\n<li>\u0935\u0948\u0915\u0932\u094d\u092a\u093f\u0915 \u090f\u0906\u0908-\u0938\u0939\u093e\u092f\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0932\u0947\u092c\u0932\u093f\u0902\u0917<\/li>\n\n\n\n<li>\u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0938\u0902\u0917\u0920\u0928 \u0914\u0930 \u0938\u092e\u0940\u0915\u094d\u0937\u093e \u0909\u092a\u0915\u0930\u0923<\/li>\n\n\n\n<li>\u0938\u0930\u0932 \u0938\u0939\u092f\u094b\u0917 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092f\u0939 \u0915\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u0939\u0948:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0938\u0940\u0916\u0928\u0947 \u0935\u093e\u0932\u0947 \u0936\u0941\u0930\u0941\u0906\u0924\u0940 \u0932\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f<\/li>\n\n\n\n<li>\u091b\u093e\u0924\u094d\u0930 \u0914\u0930 \u092a\u094d\u0930\u093e\u0930\u0902\u092d\u093f\u0915 \u091a\u0930\u0923 \u0915\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0901<\/li>\n\n\n\n<li>\u091b\u094b\u091f\u0940 \u091f\u0940\u092e\u0947\u0902 \u091b\u0935\u093f \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u0932\u0947\u092c\u0932 \u0915\u0930 \u0930\u0939\u0940 \u0939\u0948\u0902<\/li>\n\n\n\n<li>\u091c\u094b \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0924\u094d\u0935\u0930\u093f\u0924 \u0938\u0947\u091f\u0905\u092a \u0914\u0930 \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u091d\u0902\u091d\u091f \u091a\u093e\u0939\u0924\u0947 \u0939\u0948\u0902<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: roboflow.com<\/li>\n\n\n\n<li>\u091f\u094d\u0935\u093f\u091f\u0930: x.com\/roboflow<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: www.linkedin.com\/company\/roboflow-ai<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"382\" height=\"132\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Doccano.png\" alt=\"\" class=\"wp-image-182385\" style=\"aspect-ratio:2.8941636083816737;width:318px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Doccano.png 382w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Doccano-300x104.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Doccano-18x6.png 18w\" sizes=\"(max-width: 382px) 100vw, 382px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">12. \u0921\u094b\u0915\u093e\u0928\u094b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Doccano \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0939\u0948 \u091c\u094b \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u091c\u0948\u0938\u0947 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923, \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0914\u0930 \u0928\u093e\u092e\u093f\u0924 \u0907\u0915\u093e\u0908 \u092a\u0939\u091a\u093e\u0928 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948\u0964 \u092f\u0939 \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0938\u0947\u0932\u094d\u092b-\u0939\u094b\u0938\u094d\u091f\u0947\u0921 \u0939\u094b\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u0921\u0947\u091f\u093e \u0914\u0930 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0928\u093f\u092f\u092e\u094b\u0902 \u092a\u0930 \u092a\u0942\u0930\u093e \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 \u092e\u093f\u0932\u0924\u093e \u0939\u0948\u0964 \u091a\u0942\u0902\u0915\u093f \u092f\u0939 \u092e\u0941\u092b\u093c\u094d\u0924 \u0914\u0930 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0939\u0948, \u0907\u0938\u0932\u093f\u090f \u0907\u0938\u0947 \u0905\u0915\u094d\u0938\u0930 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0935\u093e\u0932\u0947 \u0926\u0940\u0930\u094d\u0918\u0915\u093e\u0932\u093f\u0915 NLP \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u091a\u0941\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0907\u0938\u0915\u093e \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0914\u0930 \u0915\u093e\u0930\u094d\u092f-\u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948\u0964 \u090f\u0928\u094b\u091f\u0947\u091f\u0930 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0906\u0907\u091f\u092e \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0932\u0947\u092c\u0932 \u0932\u0917\u093e\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u092a\u0930\u093f\u0923\u093e\u092e\u094b\u0902 \u0915\u094b \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u092a\u094d\u0930\u093e\u0930\u0942\u092a\u094b\u0902 \u092e\u0947\u0902 \u0928\u093f\u0930\u094d\u092f\u093e\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0938\u0947\u091f\u0905\u092a \u0915\u0947 \u0932\u093f\u090f \u0915\u0941\u091b \u0924\u0915\u0928\u0940\u0915\u0940 \u092a\u094d\u0930\u092f\u093e\u0938 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u0907\u0938\u0915\u0947 \u092c\u0926\u0932\u0947 \u092e\u0947\u0902 \u0932\u091a\u0940\u0932\u093e\u092a\u0928 \u0914\u0930 \u090f\u0915 \u092c\u093e\u0930 \u091a\u0932\u0928\u0947 \u0915\u0947 \u092c\u093e\u0926 \u0909\u092a\u092f\u094b\u0917 \u0915\u0940 \u0915\u094b\u0908 \u0938\u0940\u092e\u093e \u0928\u0939\u0940\u0902 \u092e\u093f\u0932\u0924\u0940\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0914\u0930 \u092e\u0941\u092b\u093c\u094d\u0924<\/li>\n\n\n\n<li>\u092a\u093e\u0920 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0914\u0930 \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0938\u092e\u0930\u094d\u0925\u0928<\/li>\n\n\n\n<li>\u0935\u0947\u092c-\u0906\u0927\u093e\u0930\u093f\u0924 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938<\/li>\n\n\n\n<li>\u092e\u093e\u0928\u0915 \u090f\u0928\u090f\u0932\u092a\u0940 \u092a\u094d\u0930\u093e\u0930\u0942\u092a\u094b\u0902 \u092e\u0947\u0902 \u0928\u093f\u0930\u094d\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<\/li>\n\n\n\n<li>\u0921\u0947\u091f\u093e \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0935-\u0939\u094b\u0938\u094d\u091f\u0947\u0921<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092f\u0939 \u0915\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u0939\u0948:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u090f\u0928\u090f\u0932\u092a\u0940 \u091f\u0940\u092e\u0947\u0902<\/li>\n\n\n\n<li>\u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0938\u092e\u0942\u0939\u094b\u0902 \u0915\u094b \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u0938\u0916\u094d\u0924 \u0921\u0947\u091f\u093e \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0935\u093e\u0932\u0947 \u0938\u0902\u0917\u0920\u0928<\/li>\n\n\n\n<li>\u0915\u0938\u094d\u091f\u092e \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: github.com\/doccano\/doccano<\/li>\n\n\n\n<li>\u092b\u0947\u0938\u092c\u0941\u0915: www.facebook.com\/GitHub<\/li>\n\n\n\n<li>\u091f\u094d\u0935\u093f\u091f\u0930: x.com\/github<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: www.linkedin.com\/company\/github<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"224\" height=\"224\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/aclanthology.png\" alt=\"\" class=\"wp-image-182386\" style=\"width:189px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/aclanthology.png 224w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/aclanthology-150x150.png 150w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/aclanthology-12x12.png 12w\" sizes=\"(max-width: 224px) 100vw, 224px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">13. \u0932\u093e\u0907\u091f\u091f\u0948\u0917<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LightTag \u0915\u093e \u0909\u092a\u092f\u094b\u0917 NLP \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u092e\u0947\u0902 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0901 \u0917\u0924\u093f \u0914\u0930 \u090f\u0915\u0930\u0942\u092a\u0924\u093e \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0914\u0930 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u0907\u0938\u0947 \u0905\u0915\u094d\u0938\u0930 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0915\u094b \u0932\u0947\u092c\u0932 \u0915\u0930\u0928\u0947 \u0915\u0947 \u090f\u0915 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0924\u0930\u0940\u0915\u0947 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0938\u0902\u0926\u0930\u094d\u092d\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u094b \u0906\u0917\u0947 \u0915\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0938\u0947 \u091c\u094b\u0921\u093c\u093e \u091c\u093e \u0938\u0915\u0947\u0964 \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u092f\u093e \u0915\u092e \u0936\u0941\u0932\u094d\u0915 \u0935\u093e\u0932\u0940 \u092a\u0939\u0941\u0901\u091a \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u092a\u094d\u0930\u092f\u094b\u0917, \u0936\u093f\u0915\u094d\u0937\u0923 \u092f\u093e \u091b\u094b\u091f\u0947 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e \u092e\u0941\u0916\u094d\u092f \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0915\u0947 \u0939\u093f\u0938\u094d\u0938\u094b\u0902 \u0915\u094b \u091f\u0948\u0917 \u0915\u0930\u0928\u093e \u0914\u0930 \u0938\u092e\u0940\u0915\u094d\u0937\u093e \u091a\u0915\u094d\u0930\u094b\u0902 \u0915\u093e \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0915\u0930\u0928\u093e \u0939\u0948, \u0928 \u0915\u093f \u090f\u0915 \u0938\u093e\u0925 \u0915\u0908 \u0932\u094b\u0917\u094b\u0902 \u0915\u094b \u0932\u0947\u092c\u0932 \u0915\u0930\u0928\u093e\u0964 \u092f\u0939 \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u090f\u0928\u094b\u091f\u0947\u091f\u0930\u094d\u0938 \u0914\u0930 \u0938\u092e\u0940\u0915\u094d\u0937\u0915\u094b\u0902 \u0915\u094b \u092e\u093f\u0932\u0915\u0930 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u094b\u0924\u094d\u0938\u093e\u0939\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u092c\u0922\u093c\u0928\u0947 \u092f\u093e \u092c\u0926\u0932\u0928\u0947 \u092a\u0930 \u092d\u0940 \u0909\u0928\u092e\u0947\u0902 \u090f\u0915\u0930\u0942\u092a\u0924\u093e \u092c\u0928\u093e\u090f \u0930\u0916\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0938\u094d\u092a\u0948\u0928-\u0906\u0927\u093e\u0930\u093f\u0924 \u092a\u093e\u0920 \u090f\u0928\u094b\u091f\u0947\u0936\u0928<\/li>\n\n\n\n<li>\u090f\u0928\u090f\u0932\u092a\u0940 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e<\/li>\n\n\n\n<li>\u0938\u092e\u0940\u0915\u094d\u0937\u093e \u0914\u0930 \u0938\u0902\u0917\u0924\u093f \u0938\u092e\u0930\u094d\u0925\u0928<\/li>\n\n\n\n<li>\u091b\u094b\u091f\u0947 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0939\u0932\u094d\u0915\u093e \u0938\u0947\u091f\u0905\u092a<\/li>\n\n\n\n<li>\u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0938\u0902\u0926\u0930\u094d\u092d\u094b\u0902 \u092e\u0947\u0902 \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092f\u0939 \u0915\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u0939\u0948:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u090f\u0928\u090f\u0932\u092a\u0940 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u0914\u0930 \u091b\u093e\u0924\u094d\u0930<\/li>\n\n\n\n<li>\u0928\u093e\u092e\u093f\u0924 \u0907\u0915\u093e\u0908 \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u091f\u0948\u0917\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f<\/li>\n\n\n\n<li>\u0935\u0947 \u091f\u0940\u092e\u0947\u0902 \u091c\u094b \u092a\u0948\u092e\u093e\u0928\u0947 \u0915\u0940 \u092c\u091c\u093e\u092f \u0928\u093f\u0930\u0902\u0924\u0930\u0924\u093e \u0915\u094b \u092e\u0939\u0924\u094d\u0935 \u0926\u0947\u0924\u0940 \u0939\u0948\u0902<\/li>\n\n\n\n<li>\u092e\u0949\u0921\u0932 \u0935\u093f\u0915\u093e\u0938 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u092a\u093e\u0920 \u090f\u0928\u094b\u091f\u0947\u0936\u0928<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: aclanthology.org<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"224\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/tagtog.png\" alt=\"\" class=\"wp-image-182387\" style=\"aspect-ratio:1.004534672805916;width:200px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/tagtog.png 225w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/tagtog-150x150.png 150w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/tagtog-12x12.png 12w\" sizes=\"(max-width: 225px) 100vw, 225px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">14. \u091f\u0948\u0917\u091f\u094b\u0917&nbsp;<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">tagtog \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u092c \u0932\u0915\u094d\u0937\u094d\u092f \u0938\u0947\u091f\u0905\u092a \u092f\u093e \u091f\u0942\u0932\u093f\u0902\u0917 \u0938\u0902\u092c\u0902\u0927\u0940 \u091c\u091f\u093f\u0932 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u092e\u0947\u0902 \u0909\u0932\u091d\u0947 \u092c\u093f\u0928\u093e \u0938\u0902\u0930\u091a\u093f\u0924 NLP \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092c\u0928\u093e\u0928\u093e \u0939\u094b\u0964 \u092f\u0939 \u090f\u0902\u091f\u093f\u091f\u0940, \u0930\u093f\u0932\u0947\u0936\u0928 \u0914\u0930 \u0921\u0949\u0915\u094d\u092f\u0942\u092e\u0947\u0902\u091f-\u0932\u0947\u0935\u0932 \u091f\u0948\u0917 \u0915\u0940 \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u0914\u0930 \u092f\u0939 \u0928\u0947\u091f\u093f\u0935 PDF \u092b\u093c\u093e\u0907\u0932\u094b\u0902 \u0915\u094b \u092d\u0940 \u0939\u0948\u0902\u0921\u0932 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u094b \u0915\u093f \u092e\u0941\u092b\u093c\u094d\u0924 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932\u094d\u0938 \u092e\u0947\u0902 \u0905\u092d\u0940 \u092d\u0940 \u0905\u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0939\u0948\u0964 \u091b\u094b\u091f\u0947 \u0938\u092e\u0942\u0939\u094b\u0902, \u0936\u094b\u0927 \u0915\u093e\u0930\u094d\u092f \u092f\u093e \u092a\u094d\u0930\u093e\u0930\u0902\u092d\u093f\u0915 \u091a\u0930\u0923 \u0915\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0915\u0947 \u0932\u093f\u090f \u0907\u0938\u0915\u093e \u092e\u0941\u092b\u093c\u094d\u0924 \u0909\u092a\u092f\u094b\u0917 \u0905\u0915\u094d\u0938\u0930 \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u090f\u0921\u093f\u091f\u0930 \u0915\u094b \u091c\u091f\u093f\u0932 \u092b\u0949\u0930\u094d\u092e \u0935\u093e\u0932\u0947 \u0907\u0902\u091f\u0930\u092b\u0947\u0938 \u0915\u0947 \u092c\u091c\u093e\u092f \u092a\u0922\u093c\u0928\u0947 \u0915\u0940 \u0938\u0941\u0917\u092e\u0924\u093e \u0915\u094b \u0927\u094d\u092f\u093e\u0928 \u092e\u0947\u0902 \u0930\u0916\u0915\u0930 \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u090f\u0915 \u0939\u0940 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c \u092a\u0930 \u0915\u0908 \u090f\u0928\u094b\u091f\u0947\u091f\u0930 \u0915\u093e\u092e \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0938\u0902\u0938\u094d\u0915\u0930\u0923\u094b\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0938\u092e\u0940\u0915\u094d\u0937\u093e \u090f\u0935\u0902 \u0928\u093f\u0930\u094d\u0923\u092f \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u092e\u0924\u092d\u0947\u0926\u094b\u0902 \u0915\u094b \u0938\u0941\u0932\u091d\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0938\u0941\u091d\u093e\u0935 \u092c\u093e\u0926 \u092e\u0947\u0902 \u091c\u094b\u0921\u093c\u0947 \u091c\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0932\u0947\u0915\u093f\u0928 \u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u092e\u094b\u0921 \u092e\u0947\u0902 \u092d\u0940 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0938\u0941\u091a\u093e\u0930\u0942 \u0930\u0942\u092a \u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092c\u094d\u0930\u093e\u0909\u091c\u093c\u0930 \u092e\u0947\u0902 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0914\u0930 \u092a\u0940\u0921\u0940\u090f\u092b \u092a\u0930 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0930\u0947\u0902<\/li>\n\n\n\n<li>\u0907\u0915\u093e\u0908, \u0938\u0902\u092c\u0902\u0927 \u0914\u0930 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c-\u0938\u094d\u0924\u0930\u0940\u092f \u0932\u0947\u092c\u0932<\/li>\n\n\n\n<li>\u0913\u0935\u0930\u0932\u0948\u092a\u093f\u0902\u0917 \u0914\u0930 \u092e\u093e\u0928\u0915\u0940\u0915\u0943\u0924 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u0938\u092e\u0940\u0915\u094d\u0937\u093e \u0914\u0930 \u0928\u093f\u0930\u094d\u0923\u092f \u0938\u0939\u093f\u0924 \u092c\u0939\u0941-\u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b<\/li>\n\n\n\n<li>\u0915\u094d\u0932\u093e\u0909\u0921-\u0906\u0927\u093e\u0930\u093f\u0924, \u0911\u0928-\u092a\u094d\u0930\u093f\u092e\u093e\u0907\u0938\u0947\u0938 \u0935\u093f\u0915\u0932\u094d\u092a \u0915\u0947 \u0938\u093e\u0925<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092f\u0939 \u0915\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u0939\u0948:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u090f\u0928\u090f\u0932\u092a\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0902 \u092a\u093e\u0920 \u092f\u093e \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c\u094b\u0902 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li>\u0935\u093f\u0937\u092f \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e\u094b\u0902 \u0915\u094b \u0936\u093e\u092e\u093f\u0932 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u0947\u0902<\/li>\n\n\n\n<li>\u0938\u092e\u0940\u0915\u094d\u0937\u093e \u0914\u0930 \u0938\u0939\u092e\u0924\u093f \u091c\u093e\u0902\u091a \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e\u0930\u094d\u092f<\/li>\n\n\n\n<li>\u0910\u0938\u0947 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u091c\u093f\u0928\u092e\u0947\u0902 \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0914\u0930 \u0938\u0939\u093e\u092f\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u093e \u092e\u093f\u0936\u094d\u0930\u0923 \u0939\u094b\u0924\u093e \u0939\u0948<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: docs.tagtog.com<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"460\" height=\"460\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/QSL-2.png\" alt=\"\" class=\"wp-image-182391\" style=\"width:178px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/QSL-2.png 460w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/QSL-2-300x300.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/QSL-2-150x150.png 150w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/QSL-2-12x12.png 12w\" sizes=\"(max-width: 460px) 100vw, 460px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">15. \u0915\u094d\u092f\u0942\u090f\u0938\u090f\u0932<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">QSL \u090f\u0915 \u0939\u0932\u094d\u0915\u093e, \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u091f\u0942\u0932 \u0939\u0948 \u091c\u094b Jupyter \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092e\u0947\u0902 \u091a\u0932\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0905\u0915\u094d\u0938\u0930 \u0924\u092c \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u091c\u092c \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u094b \u0915\u094b\u0921, \u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092f\u093e \u0928\u094b\u091f\u092c\u0941\u0915 \u0915\u0947 \u0915\u0930\u0940\u092c \u0930\u0916\u0928\u093e \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u094b\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u091f\u0942\u0932 \u091b\u0935\u093f\u092f\u094b\u0902, \u0935\u0940\u0921\u093f\u092f\u094b \u0914\u0930 \u092f\u0939\u093e\u0902 \u0924\u0915 \u0915\u093f \u0938\u092e\u092f-\u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0921\u0947\u091f\u093e \u0915\u093e \u092d\u0940 \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u0936\u094b\u0927-\u092a\u094d\u0930\u0927\u093e\u0928 \u0915\u093e\u0930\u094d\u092f\u092a\u094d\u0930\u0935\u093e\u0939\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0940 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u0935\u0947\u092c \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0915\u0947 \u092c\u091c\u093e\u092f, QSL \u090f\u0915 \u0935\u093f\u091c\u0947\u091f \u092f\u093e \u0915\u092e\u093e\u0902\u0921-\u0932\u093e\u0907\u0928 \u091f\u0942\u0932 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0932\u0947\u092c\u0932 \u0938\u0940\u0927\u0947 \u092b\u093e\u0907\u0932\u094b\u0902 \u092e\u0947\u0902 \u0938\u0939\u0947\u091c\u0947 \u091c\u093e\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0938\u0930\u0932 \u0914\u0930 \u092a\u093e\u0930\u0926\u0930\u094d\u0936\u0940 \u092c\u0928\u0940 \u0930\u0939\u0924\u0940 \u0939\u0948\u0964 \u091a\u0942\u0902\u0915\u093f \u092f\u0939 \u0905\u092d\u0940 \u092d\u0940 \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b \u0930\u0939\u093e \u0939\u0948, \u0907\u0938\u0932\u093f\u090f \u092f\u0939 \u0909\u0928 \u091c\u0917\u0939\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u092c\u0938\u0947 \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u0948 \u091c\u0939\u093e\u0902 \u0932\u091a\u0940\u0932\u0947\u092a\u0928 \u0914\u0930 \u0938\u0940\u0927\u0947 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 \u0915\u094b \u092a\u0930\u093f\u0937\u094d\u0915\u0930\u0923 \u0938\u0947 \u0905\u0927\u093f\u0915 \u092e\u0939\u0924\u094d\u0935 \u0926\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0914\u0930 \u092e\u0941\u092b\u093c\u094d\u0924<\/li>\n\n\n\n<li>\u092f\u0939 Jupyter \u0935\u093f\u091c\u0947\u091f \u092f\u093e CLI \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u091a\u0932\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092f\u0939 \u0907\u092e\u0947\u091c, \u0935\u0940\u0921\u093f\u092f\u094b \u0914\u0930 \u091f\u093e\u0907\u092e-\u0938\u0940\u0930\u0940\u091c\u093c \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938, \u092c\u0939\u0941\u092d\u0941\u091c, \u092e\u093e\u0938\u094d\u0915 \u0914\u0930 \u0930\u0947\u0902\u091c<\/li>\n\n\n\n<li>\u0938\u094d\u0925\u093e\u0928\u0940\u092f \u092f\u093e \u0915\u094d\u0932\u093e\u0909\u0921-\u0906\u0927\u093e\u0930\u093f\u0924 \u092e\u0940\u0921\u093f\u092f\u093e \u0932\u094b\u0921\u093f\u0902\u0917<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092f\u0939 \u0915\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u0939\u0948:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u091c\u0941\u092a\u093f\u091f\u0930 \u0928\u094b\u091f\u092c\u0941\u0915 \u092e\u0947\u0902 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e<\/li>\n\n\n\n<li>\u091b\u094b\u091f\u0947 \u092a\u094d\u0930\u092f\u094b\u0917 \u0914\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u093e\u0930\u094d\u092f\u092a\u094d\u0930\u0935\u093e\u0939<\/li>\n\n\n\n<li>\u0938\u092e\u092f-\u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u092f\u093e \u092e\u093f\u0936\u094d\u0930\u093f\u0924 \u0921\u0947\u091f\u093e \u090f\u0928\u094b\u091f\u0947\u0936\u0928<\/li>\n\n\n\n<li>\u0915\u094b\u0921 \u0906\u0927\u093e\u0930\u093f\u0924 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0938\u0947 \u092a\u0930\u093f\u091a\u093f\u0924 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: github.com\/faustomorales\/qsl<\/li>\n\n\n\n<li>\u092b\u0947\u0938\u092c\u0941\u0915: www.facebook.com\/GitHub<\/li>\n\n\n\n<li>\u091f\u094d\u0935\u093f\u091f\u0930: x.com\/github<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: www.linkedin.com\/company\/github<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"320\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/ELAN-1024x320.png\" alt=\"\" class=\"wp-image-182392\" style=\"aspect-ratio:3.2001375085942874;width:403px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/ELAN-1024x320.png 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/ELAN-300x94.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/ELAN-768x240.png 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/ELAN-18x6.png 18w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/ELAN.png 1392w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">16. \u090f\u0932\u093e\u0928<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">ELAN \u090f\u0915 \u0921\u0947\u0938\u094d\u0915\u091f\u0949\u092a \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0939\u0948 \u091c\u093f\u0938\u0915\u093e \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u092d\u093e\u0937\u093e\u0935\u093f\u091c\u094d\u091e\u093e\u0928 \u0914\u0930 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0938\u0902\u092c\u0902\u0927\u0940 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0911\u0921\u093f\u092f\u094b \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u091f\u093e\u0907\u092e\u0932\u093e\u0907\u0928 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u094b \u0938\u0902\u0930\u0947\u0916\u093f\u0924 \u0915\u0930\u0928\u0947 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u092d\u093e\u0937\u0923, \u0939\u093e\u0935\u092d\u093e\u0935 \u0914\u0930 \u0905\u0902\u0924\u0903\u0915\u094d\u0930\u093f\u092f\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u0948\u0964 \u092f\u0939 \u0938\u0949\u092b\u093c\u094d\u091f\u0935\u0947\u092f\u0930 \u0921\u093e\u0909\u0928\u0932\u094b\u0921 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u0939\u0948 \u0914\u0930 \u092a\u094d\u0930\u092e\u0941\u0916 \u0911\u092a\u0930\u0947\u091f\u093f\u0902\u0917 \u0938\u093f\u0938\u094d\u091f\u092e \u092a\u0930 \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0930\u0942\u092a \u0938\u0947 \u091a\u0932\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ELAN \u092e\u0947\u0902 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u094b \u0938\u092e\u092f-\u0906\u0927\u093e\u0930\u093f\u0924 \u0938\u094d\u0924\u0930\u094b\u0902 \u092e\u0947\u0902 \u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0914\u0930 \u0938\u094d\u0924\u0930\u093f\u0924 \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0938\u0902\u092d\u0935 \u0939\u094b \u092a\u093e\u0924\u0940 \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0902\u0915\u093f \u0907\u0938\u0915\u093e \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938 \u0935\u0947\u092c-\u0906\u0927\u093e\u0930\u093f\u0924 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u0924\u0915\u0928\u0940\u0915\u0940 \u0939\u0948, \u092b\u093f\u0930 \u092d\u0940 \u092f\u0939 \u0938\u092e\u092f \u0938\u0902\u0930\u091a\u0928\u093e \u092a\u0930 \u092e\u091c\u093c\u092c\u0942\u0924 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u0914\u0930 \u0936\u0948\u0915\u094d\u0937\u0923\u093f\u0915 \u092a\u0930\u093f\u0935\u0947\u0936 \u092e\u0947\u0902 \u0907\u0938\u0915\u093e \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u0921\u0947\u0938\u094d\u0915\u091f\u0949\u092a \u090f\u092a\u094d\u0932\u093f\u0915\u0947\u0936\u0928<\/li>\n\n\n\n<li>\u091f\u093e\u0907\u092e\u0932\u093e\u0907\u0928 \u0915\u0947 \u0938\u093e\u0925 \u0911\u0921\u093f\u092f\u094b \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u090f\u0928\u094b\u091f\u0947\u0936\u0928<\/li>\n\n\n\n<li>\u0938\u094d\u0924\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0938\u0902\u0930\u091a\u0928\u093e<\/li>\n\n\n\n<li>\u091c\u091f\u093f\u0932 \u0932\u094c\u0915\u093f\u0915 \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u092f\u0939 \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u092e\u0936\u0940\u0928\u094b\u0902 \u092a\u0930 \u0911\u092b\u093c\u0932\u093e\u0907\u0928 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092f\u0939 \u0915\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u0939\u0948:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092d\u093e\u0937\u093e\u0935\u093f\u091c\u094d\u091e\u093e\u0928 \u0914\u0930 \u0935\u093e\u0915\u094d \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928<\/li>\n\n\n\n<li>\u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 \u0911\u0921\u093f\u092f\u094b-\u0935\u0940\u0921\u093f\u092f\u094b \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/li>\n\n\n\n<li>\u0936\u0948\u0915\u094d\u0937\u0923\u093f\u0915 \u0914\u0930 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u092a\u0930\u093f\u0935\u0947\u0936<\/li>\n\n\n\n<li>\u091c\u093f\u0928 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092e\u0947\u0902 \u0938\u091f\u0940\u0915 \u0938\u092e\u092f\u092c\u0926\u094d\u0927\u0924\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: archive.mpi.nl<\/li>\n\n\n\n<li>\u092a\u0924\u093e: \u092d\u093e\u0937\u093e \u0905\u092d\u093f\u0932\u0947\u0916\u093e\u0917\u093e\u0930, \u092e\u0948\u0915\u094d\u0938 \u092a\u094d\u0932\u093e\u0902\u0915 \u092e\u0928\u094b\u092d\u093e\u0937\u093e\u0935\u093f\u091c\u094d\u091e\u093e\u0928 \u0938\u0902\u0938\u094d\u0925\u093e\u0928, \u0935\u0941\u0902\u0921\u094d\u091f\u0932\u093e\u0928 1, 6525XD \u0928\u093f\u091c\u092e\u0947\u0917\u0928, \u0928\u0940\u0926\u0930\u0932\u0948\u0902\u0921<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"947\" height=\"195\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/yedda.png\" alt=\"\" class=\"wp-image-182389\" style=\"aspect-ratio:4.856668563839879;width:316px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/yedda.png 947w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/yedda-300x62.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/yedda-768x158.png 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/yedda-18x4.png 18w\" sizes=\"(max-width: 947px) 100vw, 947px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">17. \u092f\u0947\u0926\u094d\u0926\u093e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0947\u0921\u094d\u0921\u093e \u091b\u0935\u093f\u092f\u094b\u0902 \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u0915\u0947 \u0932\u093f\u090f \u0926\u0943\u0936\u094d\u092f \u0921\u0947\u091f\u093e \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0939\u0948, \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0914\u0930 \u092a\u0930\u093f\u091a\u093e\u0932\u0928 \u0938\u0902\u0926\u0930\u094d\u092d\u094b\u0902 \u092e\u0947\u0902\u0964 \u0939\u093e\u0932\u093e\u0902\u0915\u093f \u0907\u0938\u0915\u093e \u0905\u0927\u093f\u0915\u093e\u0902\u0936 \u0915\u093e\u0930\u094d\u092f \u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924 \u0938\u0947\u0935\u093e\u0913\u0902 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948, \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0906\u0902\u0924\u0930\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u094b \u0938\u092e\u0930\u094d\u0925\u0928 \u0926\u0947\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092d\u0940 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u0909\u092a\u092f\u094b\u0917 \u0938\u0940\u092e\u093f\u0924 \u0939\u0948 \u0914\u0930 \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u091b\u094b\u091f\u0947 \u092a\u0930\u0940\u0915\u094d\u0937\u0923\u094b\u0902 \u092f\u093e \u0916\u094b\u091c\u092a\u0942\u0930\u094d\u0923 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092a\u0930 \u0932\u093e\u0917\u0942 \u0939\u094b\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e \u092e\u0941\u0916\u094d\u092f \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092a\u0930 \u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u092c\u091c\u093e\u092f \u0926\u0943\u0936\u094d\u092f \u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0914\u0930 \u0918\u091f\u0928\u093e\u0913\u0902 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u093e \u0939\u0948\u0964 \u092a\u0930\u093f\u0923\u093e\u092e\u0938\u094d\u0935\u0930\u0942\u092a, \u0907\u0938\u0947 \u090f\u0915 \u0938\u094d\u0935\u0924\u0902\u0924\u094d\u0930 \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u0909\u092a\u0915\u0930\u0923 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u092e \u0939\u0940 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u092f\u0939 \u0905\u0915\u094d\u0938\u0930 \u0909\u0928 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092e\u0947\u0902 \u0926\u093f\u0916\u093e\u0908 \u0926\u0947\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0902 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0938\u0940\u0927\u0947 \u0932\u093e\u0917\u0942 \u090f\u0906\u0908 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u092f\u094b\u0917\u0926\u093e\u0928 \u0926\u0947\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u091b\u0935\u093f \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0938\u092e\u0930\u094d\u0925\u0928<\/li>\n\n\n\n<li>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0947 \u0926\u0943\u0936\u094d\u092f \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0947\u0902<\/li>\n\n\n\n<li>\u0938\u0939\u092f\u094b\u0917\u093e\u0924\u094d\u092e\u0915 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b<\/li>\n\n\n\n<li>\u0905\u0928\u0941\u092a\u094d\u0930\u092f\u0941\u0915\u094d\u0924 \u090f\u0906\u0908 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u091b\u094b\u091f\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f \u0938\u0940\u092e\u093f\u0924 \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u092a\u0939\u0941\u0902\u091a<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092f\u0939 \u0915\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u0939\u0948:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u091f\u0940\u092e\u0947\u0902 \u0935\u093f\u091c\u093c\u0941\u0905\u0932 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0940 \u0916\u094b\u091c \u0915\u0930 \u0930\u0939\u0940 \u0939\u0948\u0902<\/li>\n\n\n\n<li>\u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0938\u0947 \u092a\u0939\u0932\u0947 \u092a\u094d\u0930\u093e\u0930\u0902\u092d\u093f\u0915 \u092a\u0930\u0940\u0915\u094d\u0937\u0923<\/li>\n\n\n\n<li>\u092a\u0930\u093f\u091a\u093e\u0932\u0928 \u0935\u0940\u0921\u093f\u092f\u094b \u0921\u0947\u091f\u093e \u0938\u0947 \u091c\u0941\u0921\u093c\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0902<\/li>\n\n\n\n<li>\u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923\u094b\u0902 \u0915\u093e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: www.yedda.ai<\/li>\n\n\n\n<li>\u0908\u092e\u0947\u0932: contact@yedda.ai<\/li>\n\n\n\n<li>\u092a\u0924\u093e: 10 \u090f\u0928\u0938\u0928 \u0930\u094b\u0921 #22-02 \u0907\u0902\u091f\u0930\u0928\u0947\u0936\u0928\u0932 \u092a\u094d\u0932\u093e\u091c\u093e, \u0938\u093f\u0902\u0917\u093e\u092a\u0941\u0930 079903<\/li>\n\n\n\n<li>\u092b\u093c\u094b\u0928: +65 6950 4154<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"224\" height=\"224\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/diffgam.png\" alt=\"\" class=\"wp-image-182390\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/diffgam.png 224w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/diffgam-150x150.png 150w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/diffgam-12x12.png 12w\" sizes=\"(max-width: 224px) 100vw, 224px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">18. \u0921\u093f\u092b\u0917\u094d\u0930\u093e\u092e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0921\u093f\u092b\u0917\u094d\u0930\u093e\u092e \u090f\u0915 \u0913\u092a\u0928 \u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0939\u0948 \u091c\u094b \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0914\u0930 \u091f\u094d\u0930\u0947\u0928\u093f\u0902\u0917 \u0921\u0947\u091f\u093e \u092e\u0948\u0928\u0947\u091c\u092e\u0947\u0902\u091f \u0915\u094b \u090f\u0915 \u0939\u0940 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u092a\u0930 \u0909\u092a\u0932\u092c\u094d\u0927 \u0915\u0930\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0947 \u0906\u092a \u0905\u092a\u0928\u0947 \u0938\u0930\u094d\u0935\u0930 \u092a\u0930 \u0907\u0902\u0938\u094d\u091f\u0949\u0932 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u092f\u093e \u0939\u094b\u0938\u094d\u091f\u0947\u0921 \u0938\u0947\u091f\u0905\u092a \u0915\u0947 \u091c\u093c\u0930\u093f\u090f \u090f\u0915\u094d\u0938\u0947\u0938 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u0907\u092e\u0947\u091c, \u0935\u0940\u0921\u093f\u092f\u094b, \u091f\u0947\u0915\u094d\u0938\u094d\u091f, \u0911\u0921\u093f\u092f\u094b, 3D \u0921\u0947\u091f\u093e \u0914\u0930 \u0905\u0928\u094d\u092f \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0921\u0947\u091f\u093e \u092a\u0930 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u093e \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938 \u0907\u0938 \u0924\u0930\u0939 \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948 \u0915\u093f \u090f\u0928\u094b\u091f\u0947\u091f\u0930 \u0938\u0940\u0927\u0947 \u091f\u093e\u0938\u094d\u0915 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930 \u0938\u0915\u0947\u0902 \u0914\u0930 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092c\u0922\u093c\u0928\u0947 \u092a\u0930 \u0909\u0928 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u094b \u092e\u0948\u0928\u0947\u091c \u0915\u0930 \u0938\u0915\u0947\u0902\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0921\u093f\u092b\u0917\u094d\u0930\u093e\u092e \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0914\u0930 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0938\u094d\u0935\u091a\u093e\u0932\u0928 \u092d\u0940 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902, \u0907\u0938\u0932\u093f\u090f \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u090f\u0915 \u0935\u094d\u092f\u093e\u092a\u0915 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u093e \u0939\u093f\u0938\u094d\u0938\u093e \u092c\u0928 \u091c\u093e\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0906\u092a \u092f\u0939 \u091f\u094d\u0930\u0948\u0915 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f \u0921\u0947\u091f\u093e \u0915\u093f\u0938\u0940 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u092e\u0947\u0902 \u0915\u0948\u0938\u0947 \u0906\u0917\u0947 \u092c\u0922\u093c\u0924\u093e \u0939\u0948\u0964 \u091f\u0940\u092e\u0947\u0902 \u0905\u0928\u094d\u092f \u0932\u094b\u0917\u094b\u0902 \u0915\u094b \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0928\u0947, \u0932\u0947\u092c\u0932 \u0915\u0940 \u0938\u092e\u0940\u0915\u094d\u0937\u093e \u092f\u093e \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0928\u0947 \u0914\u0930 \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0938\u0941\u091d\u093e\u0935\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u092e\u093f\u0932\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u092e\u0902\u0924\u094d\u0930\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0913\u092a\u0928 \u0938\u094b\u0930\u094d\u0938 \u0914\u0930 \u0938\u0947\u0932\u094d\u092b-\u0939\u094b\u0938\u094d\u091f\u0947\u0921 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e<\/li>\n\n\n\n<li>\u092f\u0939 \u0907\u092e\u0947\u091c, \u0935\u0940\u0921\u093f\u092f\u094b, \u091f\u0947\u0915\u094d\u0938\u094d\u091f, \u0911\u0921\u093f\u092f\u094b \u0914\u0930 3D \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092f\u0939 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u094b \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0914\u0930 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0947 \u0938\u093e\u0925 \u091c\u094b\u0921\u093c\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0938\u0939\u092f\u094b\u0917\u093e\u0924\u094d\u092e\u0915 \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u092c\u0939\u0941-\u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0938\u092e\u0930\u094d\u0925\u0928<\/li>\n\n\n\n<li>\u0938\u094d\u0935\u091a\u093e\u0932\u0928 \u0914\u0930 \u092e\u0949\u0921\u0932 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928\u094b\u0902 \u0915\u094b \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092f\u0939 \u0915\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u0939\u0948:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947 \u091f\u0940\u092e\u0947\u0902 \u091c\u094b \u0905\u092a\u0928\u0947 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0921\u0947\u091f\u093e \u092a\u0930 \u092a\u0942\u0930\u094d\u0923 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 \u091a\u093e\u0939\u0924\u0940 \u0939\u0948\u0902<\/li>\n\n\n\n<li>\u0910\u0938\u0947 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u091c\u093f\u0928\u092e\u0947\u0902 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0921\u0947\u091f\u093e (\u0926\u0943\u0936\u094d\u092f, \u092a\u093e\u0920, \u0936\u094d\u0930\u0935\u094d\u092f) \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0902\u0964<\/li>\n\n\n\n<li>\u0935\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u091c\u094b \u0915\u094d\u0932\u093e\u0909\u0921 \u0938\u0947\u0935\u093e\u0913\u0902 \u0915\u0947 \u092c\u091c\u093e\u092f \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0915\u094b \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e \u0926\u0947\u0924\u0947 \u0939\u0948\u0902<\/li>\n\n\n\n<li>\u091b\u094b\u091f\u0947 \u0938\u0947 \u092e\u0927\u094d\u092f\u092e \u0938\u094d\u0924\u0930 \u0915\u0947 \u090f\u092e\u090f\u0932 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u094d\u0930\u092f\u093e\u0938<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u0914\u0930 \u0938\u094b\u0936\u0932 \u092e\u0940\u0921\u093f\u092f\u093e \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: github.com\/diffgram\/diffgram<\/li>\n\n\n\n<li>\u092b\u0947\u0938\u092c\u0941\u0915: www.facebook.com\/GitHub<\/li>\n\n\n\n<li>\u091f\u094d\u0935\u093f\u091f\u0930: x.com\/github<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: www.linkedin.com\/company\/github<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0914\u0930 \u090f\u0906\u0908 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\u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u092f\u093e \u0905\u0928\u094d\u092f \u090f\u0906\u0908 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0939\u094b\u0964 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0938\u092e\u093e\u0927\u093e\u0928\u094b\u0902 \u0938\u0947 \u0932\u0947\u0915\u0930 \u091c\u093c\u094d\u092f\u093e\u0926\u093e \u092b\u093c\u0940\u091a\u0930-\u0938\u092e\u0943\u0926\u094d\u0927 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0924\u0915, \u0939\u0930 \u091c\u093c\u0930\u0942\u0930\u0924 \u0914\u0930 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u0915\u0947 \u0906\u0915\u093e\u0930 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0915\u0932\u094d\u092a \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u0909\u092a\u0915\u0930\u0923 \u0928 \u0915\u0947\u0935\u0932 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u094b \u0924\u0947\u091c\u093c \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u092c\u0932\u094d\u0915\u093f \u0921\u0947\u091f\u093e \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u092d\u0940 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u094b \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f AI \u092e\u0949\u0921\u0932 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\u0964 \u0915\u0908 \u0909\u092a\u0915\u0930\u0923 \u0938\u0939\u092f\u094b\u0917\u0940 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u0914\u0930 \u090f\u0915\u0940\u0915\u0930\u0923 \u0915\u094d\u0937\u092e\u0924\u093e\u090f\u0901 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u091f\u0940\u092e\u0947\u0902 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092a\u0930 \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u090f\u0915 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964 \u0906\u092a\u0915\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e \u0915\u093e \u0906\u0915\u093e\u0930 \u092f\u093e \u091c\u091f\u093f\u0932\u0924\u093e \u091a\u093e\u0939\u0947 \u091c\u094b \u092d\u0940 \u0939\u094b, \u0938\u0939\u0940 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0909\u092a\u0915\u0930\u0923 \u0938\u092e\u092f \u092c\u091a\u093e\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948 \u0914\u0930 \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u0921\u0947\u091f\u093e \u0906\u092a\u0915\u0947 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0924\u0948\u092f\u093e\u0930 \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>","protected":false},"excerpt":{"rendered":"<p>If you\u2019re diving into machine learning or AI, you\u2019ll quickly realize that data labeling is a crucial step. Annotation tools help you label your images, videos, and other datasets, making them ready for training your models. While many annotation tools come with a hefty price tag, there are some great free options out there. These [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":180248,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-180247","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>18 Best Free Annotation Tools (2026)<\/title>\n<meta name=\"description\" content=\"Discover the best free annotation tools that streamline data labeling, helping you efficiently prepare datasets for machine learning and AI projects.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/flypix.ai\/hi\/free-annotation-tools\/\" \/>\n<meta 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