{"id":180254,"date":"2025-08-20T14:06:04","date_gmt":"2025-08-20T14:06:04","guid":{"rendered":"https:\/\/flypix.ai\/?p=180254"},"modified":"2026-09-23T22:56:33","modified_gmt":"2026-09-23T22:56:33","slug":"best-annotation-tools","status":"publish","type":"post","link":"https:\/\/flypix.ai\/hi\/best-annotation-tools\/","title":{"rendered":"12 Best Annotation Tools (2026)"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092f\u093e \u090f\u0906\u0908 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u092e\u0947\u0902, \u0938\u092c\u0938\u0947 \u0905\u0927\u093f\u0915 \u0938\u092e\u092f \u0932\u0947\u0928\u0947 \u0935\u093e\u0932\u093e \u0932\u0947\u0915\u093f\u0928 \u091c\u093c\u0930\u0942\u0930\u0940 \u0915\u093e\u092e \u0921\u0947\u091f\u093e \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0939\u0948\u0964 \u091a\u093e\u0939\u0947 \u0906\u092a \u0907\u092e\u0947\u091c, \u0935\u0940\u0921\u093f\u092f\u094b \u092f\u093e \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0932\u0947\u092c\u0932 \u0915\u0930 \u0930\u0939\u0947 \u0939\u094b\u0902, \u0915\u093e\u092e \u0915\u0947 \u0932\u093f\u090f \u0938\u0939\u0940 \u091f\u0942\u0932 \u091a\u0941\u0928\u0928\u093e \u092c\u0939\u0941\u0924 \u092c\u0921\u093c\u093e \u092c\u0926\u0932\u093e\u0935 \u0932\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0928 \u0915\u0947\u0935\u0932 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0924\u0947\u091c\u093c \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u092c\u0932\u094d\u0915\u093f \u092f\u0939 \u092d\u0940 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f \u0906\u092a\u0915\u093e \u0932\u0947\u092c\u0932 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0921\u0947\u091f\u093e \u0938\u091f\u0940\u0915 \u0939\u094b \u0914\u0930 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0924\u0948\u092f\u093e\u0930 \u0939\u094b\u0964 \u0907\u0938 \u0932\u0947\u0916 \u092e\u0947\u0902, \u0939\u092e \u0915\u0941\u091b \u092c\u0947\u0939\u0924\u0930\u0940\u0928 \u091f\u0942\u0932\u094d\u0938 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u091c\u093e\u0928\u0947\u0902\u0917\u0947 \u091c\u094b \u0906\u092a\u0915\u0947 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0938\u0930\u0932 \u0914\u0930 \u0905\u0927\u093f\u0915 \u0915\u0941\u0936\u0932 \u092c\u0928\u093e\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"237\" height=\"40\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/07\/flypix-logo.webp\" alt=\"\" class=\"wp-image-180070\" style=\"width:268px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/07\/flypix-logo.webp 237w, https:\/\/flypix.ai\/wp-content\/uploads\/2024\/07\/flypix-logo-18x3.webp 18w\" sizes=\"(max-width: 237px) 100vw, 237px\" \/><\/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\u0928\u0947 \u090f\u0915 \u0910\u0938\u093e \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u092c\u0928\u093e\u092f\u093e \u0939\u0948 \u091c\u094b \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 \u0909\u092a\u0917\u094d\u0930\u0939 \u0914\u0930 \u0939\u0935\u093e\u0908 \u091a\u093f\u0924\u094d\u0930\u094b\u0902 \u0915\u094b \u0915\u094d\u0930\u093f\u092f\u093e\u0936\u0940\u0932 \u0921\u0947\u091f\u093e \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u093f\u0924 \u0915\u0930\u0915\u0947 \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u094b \u0938\u0930\u0932 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0909\u092a\u0915\u0930\u0923 \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\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0909\u0928 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u092a\u0943\u0925\u094d\u0935\u0940 \u0915\u0940 \u0938\u0924\u0939 \u0915\u0947 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948 - \u091c\u0948\u0938\u0947 \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\u0964 \u091c\u092c \u0939\u092e\u0947\u0902 \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0921\u0947\u091f\u093e \u092a\u0930 \u091f\u093f\u092a\u094d\u092a\u0923\u0940 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u0924\u094b \u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908 \u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u0947 \u091f\u093f\u092a\u094d\u092a\u0923\u0940 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u092e\u0947\u0902 \u0938\u0947 \u090f\u0915 \u0939\u0948 \u091c\u093f\u0938 \u092a\u0930 \u0939\u092e \u092d\u0930\u094b\u0938\u093e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u092f\u0939 \u090f\u0915 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e-\u0905\u0928\u0941\u0915\u0942\u0932, \u092c\u093f\u0928\u093e \u0915\u094b\u0921 \u0935\u093e\u0932\u093e \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u094b \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0938\u0941\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908 \u0915\u094b \u0905\u0938\u0932 \u092e\u0947\u0902 \u0907\u0938\u0915\u0940 \u092c\u0939\u0941\u092e\u0941\u0916\u0940 \u092a\u094d\u0930\u0924\u093f\u092d\u093e \u0939\u0940 \u0905\u0932\u0917 \u092c\u0928\u093e\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u0921\u094d\u0930\u094b\u0928, \u0938\u0948\u091f\u0947\u0932\u093e\u0907\u091f, LiDAR \u0914\u0930 \u0939\u093e\u0907\u092a\u0930\u0938\u094d\u092a\u0947\u0915\u094d\u091f\u094d\u0930\u0932 \u0921\u0947\u091f\u093e \u0938\u0939\u093f\u0924 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0940 \u0907\u092e\u0947\u091c\u0930\u0940 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0939\u092e\u0947\u0902 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u091c\u091f\u093f\u0932 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u090f\u0928\u094b\u091f\u0947\u091f \u0914\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u0905\u0932\u093e\u0935\u093e, \u0907\u0938\u0915\u0947 \u0930\u0940\u092f\u0932-\u091f\u093e\u0907\u092e \u090f\u0928\u093e\u0932\u093f\u091f\u093f\u0915\u094d\u0938 \u0914\u0930 \u0907\u0902\u091f\u0930\u0948\u0915\u094d\u091f\u093f\u0935 \u092b\u0940\u091a\u0930\u094d\u0938 \u0915\u0947 \u0938\u093e\u0925, \u0939\u092e \u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u092c\u0926\u0932\u093e\u0935\u094b\u0902 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0939\u0940\u091f\u092e\u0948\u092a \u0924\u0948\u092f\u093e\u0930 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0921\u0947\u091f\u093e \u090f\u0915\u094d\u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 - \u092f\u0947 \u0938\u092c \u090f\u0915 \u0939\u0940 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u092a\u0930\u0964 \u092f\u0939 \u090f\u0915 \u092e\u091c\u093c\u092c\u0942\u0924 \u091f\u0942\u0932 \u0939\u0948 \u091c\u094b \u0939\u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0915\u094b \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u090f\u0928\u094b\u091f\u0947\u091f \u0914\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u0935\u0936\u094d\u092f\u0915 \u0938\u092d\u0940 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0921\u0947\u091f\u093e \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092a\u0938\u0902\u0926\u0940\u0926\u093e \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928 \u091c\u093e\u0924\u093e \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>\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 \u0935\u093f\u0938\u0902\u0917\u0924\u093f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \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, LiDAR \u0914\u0930 \u0939\u093e\u0907\u092a\u0930\u0938\u094d\u092a\u0947\u0915\u094d\u091f\u094d\u0930\u0932 \u091b\u0935\u093f \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>\u0915\u0938\u094d\u091f\u092e AI \u092e\u0949\u0921\u0932 \u092c\u0928\u093e\u0928\u0947 \u0914\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0907\u0902\u091f\u0930\u0948\u0915\u094d\u091f\u093f\u0935 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932<\/li>\n\n\n\n<li>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923, \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0914\u0930 \u0939\u0940\u091f\u092e\u0948\u092a \u0928\u093f\u0930\u094d\u092e\u093e\u0923<\/li>\n\n\n\n<li>API \u090f\u0915\u094d\u0938\u0947\u0938 \u0914\u0930 \u092e\u0932\u094d\u091f\u0940\u0938\u094d\u092a\u0947\u0915\u094d\u091f\u094d\u0930\u0932 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0938\u0939\u093f\u0924 \u090f\u0902\u091f\u0930\u092a\u094d\u0930\u093e\u0907\u091c\u093c-\u0917\u094d\u0930\u0947\u0921 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901<\/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 \u0914\u0930 \u0935\u093f\u0938\u0902\u0917\u0924\u093f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e<\/li>\n\n\n\n<li>\u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u0917\u0924\u093f\u0936\u0940\u0932 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917<\/li>\n\n\n\n<li>\u0915\u0938\u094d\u091f\u092e AI \u092e\u0949\u0921\u0932 \u0935\u093f\u0915\u093e\u0938<\/li>\n\n\n\n<li>\u091c\u0940\u0906\u0908\u090f\u0938 \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>\u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u094b \u0935\u093f\u091c\u093c\u0941\u0905\u0932\u093e\u0907\u091c\u093c \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0939\u0940\u091f\u092e\u0948\u092a \u091c\u0928\u0930\u0947\u0936\u0928<\/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 \u0914\u0930 \u0939\u0935\u093e\u0908 \u091a\u093f\u0924\u094d\u0930\u094b\u0902 \u091c\u0948\u0938\u0947 \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0921\u0947\u091f\u093e \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 \u091c\u0948\u0938\u0947 \u0909\u0926\u094d\u092f\u094b\u0917<\/li>\n\n\n\n<li>\u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0921\u0947\u091f\u093e \u092a\u0930 \u091f\u093f\u092a\u094d\u092a\u0923\u0940 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0909\u0938\u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u094b-\u0915\u094b\u0921 \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\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0914\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\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: <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>\u092b\u093c\u094b\u0928: +49 6151 2776497<\/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 image annotation and AI model training<\/td><td>AI-assisted auto-annotation; bounding boxes, polygons, and segmentation masks; class and attribute labeling; review and QA workflow; georeferenced dataset export<\/td><td>Geospatial analysts, ML teams, agriculture, mining, construction, mapping, urban planning, and remote-sensing projects<\/td><td>No-code annotation and custom AI model training for satellite, aerial, drone, multispectral, hyperspectral, SAR, and LiDAR imagery<\/td><td>GIS pipelines; API; vector-layer export<\/td><\/tr><tr><td><strong>CVAT<\/strong><\/td><td>Open-source computer vision annotation<\/td><td>Image and video annotation; object detection and segmentation; tracking; 20+ export formats; cloud-storage support<\/td><td>Computer vision teams, ML researchers, enterprises, and collaborative annotation teams<\/td><td>Open-source annotation platform with integrations for model-assisted annotation and external dataset storage<\/td><td>Amazon S3; Azure Blob Storage; Google Cloud Storage; FiftyOne; Hugging Face; Roboflow<\/td><\/tr><tr><td><strong>Roboflow<\/strong><\/td><td>Computer vision dataset management and annotation<\/td><td>Image annotation; model-assisted labeling; video frame extraction; preprocessing and augmentation; hosted inference and edge deployment<\/td><td>Computer vision developers, ML teams, robotics teams, and enterprises<\/td><td>Combines annotation, dataset management, model training, inference, and deployment in one computer-vision workflow<\/td><td>Hugging Face; Google Cloud Vision; Azure Vision; AWS S3; Amazon SageMaker; Zapier; CVAT; NVIDIA Jetson; iOS; Kubernetes<\/td><\/tr><tr><td><strong>LabelMe<\/strong><\/td><td>Open-source image 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 teams needing a lightweight open-source image annotation tool<\/td><td>Python\/Qt-based open-source application with broad annotation primitives and local installation options<\/td><td>Python; Qt; Docker; Anaconda<\/td><\/tr><tr><td><strong>VGG Image Annotator (VIA)<\/strong><\/td><td>Browser-based multimedia annotation<\/td><td>Image annotation; video annotation; audio annotation; face annotation; face-track annotation<\/td><td>Researchers, students, and users handling smaller multimedia annotation projects<\/td><td>Runs directly in the browser and is distributed as a lightweight standalone application without a server backend<\/td><td>OCO; Python; VGG Frontend<\/td><\/tr><tr><td><strong>\u0938\u094d\u0915\u0947\u0932 \u090f\u0906\u0908<\/strong><\/td><td>Managed AI data annotation and data engine<\/td><td>Image, video, text, and LiDAR annotation; data curation; model evaluation; RLHF; red teaming<\/td><td>ML teams, enterprises, autonomous systems, robotics, government, and generative-AI developers<\/td><td>Combines human expert annotation with data curation, model evaluation, and generative-AI data services<\/td><td>Custom ML\/data workflows; external customer data sources<\/td><\/tr><tr><td><strong>Label Studio<\/strong><\/td><td>Open-source multimodal data labeling<\/td><td>Image, video, audio, text, and time-series labeling; customizable interfaces; cloud-storage connections; model-assisted labeling; ML workflow integrations<\/td><td>ML engineers, data scientists, researchers, and enterprise data-labeling teams<\/td><td>Supports many data types through a configurable labeling interface and an extensible integration ecosystem<\/td><td>Amazon S3; Azure Blob Storage; Google Cloud Storage; Databricks; Redis; Hugging Face; Amazon SageMaker; TensorFlow; Kubernetes; Docker<\/td><\/tr><tr><td><strong>MONAI Label<\/strong><\/td><td>AI-assisted medical image annotation<\/td><td>Interactive and automated segmentation; active learning; custom model inference; medical image labeling apps; model fine-tuning from user interactions<\/td><td>Healthcare researchers, clinicians, medical-imaging developers, and clinical AI teams<\/td><td>Built specifically around medical imaging and continuous AI-assisted annotation workflows<\/td><td>CVAT; MONAI Model Zoo; 3D Slicer; OHIF<\/td><\/tr><tr><td><strong>\u090f\u0928\u094b\u091f\u0932\u0940<\/strong><\/td><td>Web-based image and screenshot annotation<\/td><td>Arrows, lines, ellipses, rectangles, highlights, freehand drawing; blur and spot tools; numbered pins; cropping; screenshot capture<\/td><td>Individuals, designers, developers, support teams, and users creating visual feedback or bug reports<\/td><td>Browser-based annotation that can work without an account and supports offline image annotation<\/td><td>Amazon S3; browser screenshot capture<\/td><\/tr><tr><td><strong>RectLabel<\/strong><\/td><td>macOS image annotation<\/td><td>SAM 3 text and box prompts; SAM 2 segmentation; automatic labeling with Core ML models; tracking; OCR; oriented bounding boxes; YOLO, COCO, CreateML, and DOTA export<\/td><td>macOS-based computer vision and ML developers, including aerial-imagery projects<\/td><td>Native macOS workflow with AI-assisted labeling and direct support for multiple modern computer-vision model formats<\/td><td>Apple Core ML; YOLO; COCO; CreateML; DOTA<\/td><\/tr><tr><td><strong>Scalabel<\/strong><\/td><td>Open-source 2D and 3D annotation<\/td><td>2D bounding boxes; 2D polygons and polylines; 3D point-cloud bounding boxes; object tracking; real-time collaboration; Python API<\/td><td>Computer vision researchers and teams working with autonomous-driving and 2D\/3D datasets<\/td><td>Supports both 2D image and 3D point-cloud annotation with synchronized collaborative sessions<\/td><td>Python API; BDD100K<\/td><\/tr><tr><td><strong>SuperAnnotate<\/strong><\/td><td>Enterprise AI data annotation and data infrastructure<\/td><td>Multimodal labeling; dataset curation and QA; AI-assisted annotation; model evaluation; RLHF\/SFT workflows; data orchestration<\/td><td>Enterprise AI\/ML teams, model developers, and organizations managing large training datasets<\/td><td>Combines annotation, AI evaluation, data orchestration, and model-agnostic workflows<\/td><td>AWS S3; Google Cloud Storage; Azure; Databricks; Snowflake; NVIDIA; GCP; IBM; custom connectors<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"225\" height=\"225\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/CVAT.jpg\" alt=\"\" class=\"wp-image-180235\" style=\"width:149px;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\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0914\u0930 \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 \u0907\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u092e\u0941\u0916\u094d\u092f \u0930\u0942\u092a \u0938\u0947 \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\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u091f\u0942\u0932 \u090f\u0915 \u0938\u0930\u0932 \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938 \u0914\u0930 \u0932\u091a\u0940\u0932\u0947 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0935\u093f\u0915\u0932\u094d\u092a \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u091b\u0935\u093f \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CVAT \u0915\u0940 \u0916\u093c\u093e\u0938\u093f\u092f\u0924 \u0907\u0938\u0915\u0940 \u092e\u093e\u092a\u0928\u0940\u092f\u0924\u093e \u0914\u0930 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092b\u093c\u0949\u0930\u094d\u092e\u0947\u091f \u0915\u0947 \u0932\u093f\u090f \u0938\u092e\u0930\u094d\u0925\u0928 \u0939\u0948\u0964 \u092f\u0939 \u091f\u0940\u092e \u0938\u0939\u092f\u094b\u0917 \u0915\u094b \u092d\u0940 \u0938\u0941\u0917\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948, \u091c\u094b \u0915\u0908 \u092f\u094b\u0917\u0926\u093e\u0928\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\u0964 \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902, CVAT \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u0939\u0948 \u0914\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0935\u093f\u0915\u0932\u094d\u092a \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0907\u0938\u0947 \u0905\u092a\u0928\u0940 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u0947 \u0905\u0928\u0941\u0938\u093e\u0930 \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>\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>\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 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901<\/li>\n\n\n\n<li>\u090f\u0915\u093e\u0927\u093f\u0915 \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 \u0938\u0902\u0917\u0924<\/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>\u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930 \u0930\u0939\u0940 AI \u0914\u0930 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u091f\u0940\u092e\u0947\u0902<\/li>\n\n\n\n<li>\u0910\u0938\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0901 \u091c\u093f\u0928\u092e\u0947\u0902 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092a\u0930 \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>\u091f\u0940\u092e\u0947\u0902 \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0915\u0940 \u0924\u0932\u093e\u0936 \u092e\u0947\u0902 \u0939\u0948\u0902<\/li>\n\n\n\n<li>\u0935\u0938\u094d\u0924\u0941 \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u0935\u093f\u092d\u093e\u091c\u0928 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \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=\"400\" height=\"400\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/roboflow.jpg\" alt=\"\" class=\"wp-image-174677\" style=\"width:141px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/roboflow.jpg 400w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/roboflow-300x300.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/roboflow-150x150.jpg 150w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/roboflow-12x12.jpg 12w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u0930\u094b\u092c\u094b\u092b\u094d\u0932\u094b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0930\u094b\u092c\u094b\u092b\u094d\u0932\u094b \u090f\u0915 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0939\u0948 \u091c\u093f\u0938\u0947 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u0932\u0947\u092c\u0932 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0938\u0930\u0932 \u092c\u0928\u093e\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 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \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 \u0915\u094d\u0932\u093e\u0938\u093f\u092b\u093f\u0915\u0947\u0936\u0928 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0930\u094b\u092c\u094b\u092b\u094d\u0932\u094b \u0915\u093e \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u0924\u0947\u091c\u093c\u0940 \u0938\u0947 \u090f\u0928\u094b\u091f\u0947\u091f \u0915\u0930\u0928\u0947 \u0914\u0930 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 TensorFlow \u0914\u0930 PyTorch \u091c\u0948\u0938\u0947 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u0947 \u0938\u093e\u0925 \u092d\u0940 \u090f\u0915\u0940\u0915\u0943\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0930\u094b\u092c\u094b\u092b\u094d\u0932\u094b \u0915\u0940 \u092e\u0941\u0916\u094d\u092f \u0916\u0942\u092c\u0940 \u091b\u094b\u091f\u0947 \u0914\u0930 \u092c\u0921\u093c\u0947, \u0926\u094b\u0928\u094b\u0902 \u0924\u0930\u0939 \u0915\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u0915\u0940 \u0907\u0938\u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u0939\u0948, \u091c\u094b \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \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 \u0938\u0939\u091c \u0905\u0928\u0941\u092d\u0935 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u091f\u0942\u0932 \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u0947 \u0915\u0941\u091b \u092a\u0939\u0932\u0941\u0913\u0902 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u092d\u0940 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0935\u094d\u092f\u093e\u092a\u0915 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0924\u0947 \u0938\u092e\u092f \u0938\u092e\u092f \u0915\u0940 \u092c\u091a\u0924 \u0939\u094b \u0938\u0915\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>\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 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u091b\u0935\u093f \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>TensorFlow \u0914\u0930 PyTorch \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u0924\u0947\u091c\u093c \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0935\u091a\u093e\u0932\u0928 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901<\/li>\n\n\n\n<li>\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 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932<\/li>\n\n\n\n<li>\u0906\u0938\u093e\u0928 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e-\u0905\u0928\u0941\u0915\u0942\u0932 \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>\u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930 \u0930\u0939\u0940 AI \u0914\u0930 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u091f\u0940\u092e\u0947\u0902<\/li>\n\n\n\n<li>\u091b\u094b\u091f\u0947 \u0914\u0930 \u092c\u0921\u093c\u0947 \u0926\u094b\u0928\u094b\u0902 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u0947\u0902<\/li>\n\n\n\n<li>\u0924\u0947\u091c\u093c \u0914\u0930 \u0915\u0941\u0936\u0932 \u091b\u0935\u093f \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \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>\u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0910\u0938\u0947 \u091f\u0942\u0932 \u0915\u0940 \u0924\u0932\u093e\u0936 \u092e\u0947\u0902 \u0939\u0948\u0902 \u091c\u094b \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0943\u0924 \u0939\u094b<\/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>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: www.linkedin.com\/company\/roboflow-ai<\/li>\n\n\n\n<li>\u091f\u094d\u0935\u093f\u091f\u0930: x.com\/roboflow<\/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:154px;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 \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0939\u0948 \u091c\u093f\u0938\u0947 \u0907\u092e\u0947\u091c \u090f\u0928\u094b\u091f\u0947\u091f \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948, \u0916\u093e\u0938\u0915\u0930 \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 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f\u0964 \u092f\u0939 \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938, \u092a\u0949\u0932\u0940\u0917\u0949\u0928 \u0914\u0930 \u0932\u093e\u0907\u0928 \u091c\u0948\u0938\u0947 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0932\u0947\u092c\u0932\u092e\u0940 \u0905\u092a\u0928\u0940 \u0938\u0930\u0932\u0924\u093e \u0915\u0947 \u0932\u093f\u090f \u091c\u093e\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u091b\u094b\u091f\u0947 \u0938\u0947 \u092e\u0927\u094d\u092f\u092e \u0938\u094d\u0924\u0930 \u0915\u0947 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u092e\u0947\u0902 \u0906\u0938\u093e\u0928 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0939\u093e\u0932\u093e\u0901\u0915\u093f LabelMe \u0905\u0928\u094d\u092f \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u090f\u0915 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0909\u092a\u0915\u0930\u0923 \u0939\u0948, \u092f\u0939 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u0924\u0947\u091c\u093c\u0940 \u0938\u0947 \u0914\u0930 \u0938\u091f\u0940\u0915 \u0930\u0942\u092a \u0938\u0947 \u0932\u0947\u092c\u0932 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \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\u0964 \u0907\u0938\u0915\u093e \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0938\u094d\u0935\u0930\u0942\u092a \u0907\u0938\u0947 \u0915\u092e \u092c\u091c\u091f \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u094b\u0902 \u092f\u093e \u0905\u092a\u0928\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 \u090f\u0915 \u0938\u0930\u0932 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u0932\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u0909\u092a\u0915\u0930\u0923 \u092c\u0928\u093e\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 \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 \u0932\u093e\u0907\u0928 \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>\u0935\u0938\u094d\u0924\u0941 \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u0935\u093f\u092d\u093e\u091c\u0928 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936<\/li>\n\n\n\n<li>\u0935\u093f\u092d\u093f\u0928\u094d\u0928 \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 \u0938\u0947 \u092e\u0927\u094d\u092f\u092e \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>\u0935\u0938\u094d\u0924\u0941 \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u0935\u093f\u092d\u093e\u091c\u0928 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u0947\u0902<\/li>\n\n\n\n<li>\u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915, \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e<\/li>\n\n\n\n<li>\u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u092f\u093e \u0921\u0947\u0935\u0932\u092a\u0930 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u090f\u0915 \u0938\u0930\u0932 \u0914\u0930 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0909\u092a\u0915\u0930\u0923 \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=\"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=\"355\" height=\"142\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/VGG-Image-Annotator.png\" alt=\"\" class=\"wp-image-180250\" style=\"width:207px;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\">5. \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) \u090f\u0915 \u092c\u094d\u0930\u093e\u0909\u091c\u093c\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0939\u0948 \u091c\u093f\u0938\u0947 \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 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u092f\u0939 \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 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u0914\u0930 \u0907\u0938\u0947 \u0907\u092e\u0947\u091c \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u0926\u094b\u0928\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \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 \u0935\u0940\u0906\u0908\u090f \u0915\u094b \u0907\u0902\u0938\u094d\u091f\u0949\u0932\u0947\u0936\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0928\u0939\u0940\u0902 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0907\u0938\u0947 \u0938\u0940\u0927\u0947 \u092c\u094d\u0930\u093e\u0909\u091c\u093c\u0930 \u092e\u0947\u0902 \u090f\u0915\u094d\u0938\u0947\u0938 \u0915\u0930\u0928\u093e \u0906\u0938\u093e\u0928 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u092f\u0939 \u0909\u0928 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936 \u0939\u0948 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u090f\u0915 \u0938\u0930\u0932 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \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<p class=\"wp-block-paragraph\">VIA \u0938\u0930\u0932 \u0914\u0930 \u0915\u093e\u0930\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u0939\u0948, \u0914\u0930 \u0907\u092e\u0947\u091c \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0906\u0935\u0936\u094d\u092f\u0915 \u0938\u092d\u0940 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f \u092f\u0939 \u0915\u0941\u091b \u0938\u0936\u0941\u0932\u094d\u0915 \u091f\u0942\u0932\u094d\u0938 \u091c\u093f\u0924\u0928\u093e \u0938\u0941\u0935\u093f\u0927\u093e \u0938\u0902\u092a\u0928\u094d\u0928 \u0928\u0939\u0940\u0902 \u0939\u0948, \u092b\u093f\u0930 \u092d\u0940 \u0907\u0938\u0915\u0940 \u0938\u0930\u0932\u0924\u093e \u0907\u0938\u0947 \u091b\u094b\u091f\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u0915\u0947 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u092f\u093e \u0924\u094d\u0935\u0930\u093f\u0924 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0938\u0941\u0932\u092d \u091f\u0942\u0932 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928\u093e\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>\u0924\u094d\u0935\u0930\u093f\u0924 \u0914\u0930 \u0915\u0941\u0936\u0932 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u0932 \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938<\/li>\n\n\n\n<li>\u0915\u093f\u0938\u0940 \u0907\u0902\u0938\u094d\u091f\u0949\u0932\u0947\u0936\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0928\u0939\u0940\u0902, \u091c\u093f\u0938\u0938\u0947 \u0907\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0906\u0938\u093e\u0928 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u0915\u093f\u0938\u0940 \u0915\u0947 \u0932\u093f\u090f \u092d\u0940 \u0909\u092a\u092f\u094b\u0917 \u0939\u0947\u0924\u0941 \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915<\/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 \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \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 \u091b\u093e\u0924\u094d\u0930\u094b\u0902 \u0915\u094b \u090f\u0915 \u0938\u0930\u0932 \u0909\u092a\u0915\u0930\u0923 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u0935\u0947 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0901 \u091c\u093f\u0928\u0915\u0947 \u0932\u093f\u090f \u0909\u0928\u094d\u0928\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 \u0928\u0939\u0940\u0902 \u0939\u094b\u0924\u0940<\/li>\n\n\n\n<li>\u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0915\u0940 \u0924\u0932\u093e\u0936 \u092e\u0947\u0902 \u0939\u0948\u0902 \u091c\u094b \u0938\u0940\u0927\u0947 \u092c\u094d\u0930\u093e\u0909\u091c\u093c\u0930 \u092e\u0947\u0902 \u091a\u0932\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: 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=\"400\" height=\"400\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/07\/Scale-AI.png\" alt=\"\" class=\"wp-image-179220\" style=\"width:153px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/07\/Scale-AI.png 400w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/07\/Scale-AI-300x300.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/07\/Scale-AI-150x150.png 150w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/07\/Scale-AI-12x12.png 12w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u0938\u094d\u0915\u0947\u0932 \u090f\u0906\u0908<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0938\u094d\u0915\u0947\u0932 \u090f\u0906\u0908 \u090f\u0915 \u0910\u0938\u093e \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0939\u0948 \u091c\u094b \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0914\u0930 \u090f\u0906\u0908 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u0921\u0947\u091f\u093e \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0938\u0947\u0935\u093e\u090f\u0901 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0947 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0935\u093e\u0939\u0928\u094b\u0902, \u0930\u094b\u092c\u094b\u091f\u093f\u0915\u094d\u0938 \u0914\u0930 \u0915\u0902\u091f\u0947\u0902\u091f \u092e\u0949\u0921\u0930\u0947\u0936\u0928 \u091c\u0948\u0938\u0947 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948, \u091c\u094b \u091b\u0935\u093f\u092f\u094b\u0902, \u0935\u0940\u0921\u093f\u092f\u094b \u0914\u0930 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0938\u0939\u093f\u0924 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0924\u093e \u0939\u0948\u0964 \u0938\u094d\u0915\u0947\u0932 \u090f\u0906\u0908 \u0909\u091a\u094d\u091a-\u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0935\u093e\u0932\u0940 \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u093e\u0928\u0935 \u090f\u0928\u094b\u091f\u0947\u091f\u0930\u094d\u0938 \u0914\u0930 \u090f\u0906\u0908 \u091f\u0942\u0932\u094d\u0938 \u0915\u0947 \u0938\u0902\u092f\u094b\u091c\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0938\u094d\u0915\u0947\u0932 \u090f\u0906\u0908 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0932\u093f\u090f \u0924\u0947\u091c\u093c \u0914\u0930 \u0938\u091f\u0940\u0915 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0928\u0947 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948\u0964 \u0938\u094d\u0935\u091a\u093e\u0932\u0928 \u0914\u0930 \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 \u092a\u0930 \u0935\u093f\u0936\u0947\u0937 \u0927\u094d\u092f\u093e\u0928 \u0926\u0947\u0928\u0947 \u0915\u0947 \u0938\u093e\u0925, \u092f\u0939 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0905\u092a\u0928\u093e \u0921\u0947\u091f\u093e \u0936\u0940\u0918\u094d\u0930\u0924\u093e \u0938\u0947 \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 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\u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u091b\u0935\u093f, \u0935\u0940\u0921\u093f\u092f\u094b \u0914\u0930 \u092a\u093e\u0920 \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>\u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0935\u091a\u093e\u0932\u0928 \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\u091f\u0940\u0915\u0924\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 \u0924\u0902\u0924\u094d\u0930<\/li>\n\n\n\n<li>\u092e\u0936\u0940\u0928 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scale.com<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: www.linkedin.com\/company\/scaleai<\/li>\n\n\n\n<li>\u091f\u094d\u0935\u093f\u091f\u0930: x.com\/scale_ai<\/li>\n\n\n\n<li>\u092b\u0947\u0938\u092c\u0941\u0915: www.facebook.com\/scaleapi<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"548\" height=\"92\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Label-Studio.png\" alt=\"\" class=\"wp-image-180234\" style=\"width:310px;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\">7. \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 \u092c\u0939\u0941\u092e\u0941\u0916\u0940, \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u091f\u0942\u0932 \u0939\u0948 \u091c\u094b \u0907\u092e\u0947\u091c \u090f\u0928\u094b\u091f\u0947\u0936\u0928, \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0932\u0947\u092c\u0932\u093f\u0902\u0917, \u0911\u0921\u093f\u092f\u094b \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0906\u0926\u093f \u091c\u0948\u0938\u0947 \u0915\u0908 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932 \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u090f\u0915 \u0909\u092a\u092f\u094b\u0917 \u092e\u0947\u0902 \u0906\u0938\u093e\u0928 \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 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\u0914\u0930 \u0915\u0940\u092a\u0949\u0907\u0902\u091f \u091c\u0948\u0938\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \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 \u0906\u092a\u0915\u094b \u0905\u092a\u0928\u0947 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u0915\u0940 \u091c\u093c\u0930\u0942\u0930\u0924\u094b\u0902 \u0915\u0947 \u0905\u0928\u0941\u0938\u093e\u0930 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u094b \u0915\u0938\u094d\u091f\u092e\u093e\u0907\u091c\u093c \u0915\u0930\u0928\u0947 \u0915\u0940 \u0938\u0941\u0935\u093f\u0927\u093e \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u090f\u0915 \u092e\u0941\u092b\u093c\u094d\u0924 \u091f\u0942\u0932 \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u091b\u094b\u091f\u0947 \u0935\u094d\u092f\u0935\u0938\u093e\u092f\u094b\u0902, \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902, \u092f\u093e \u0915\u092e \u092c\u091c\u091f \u0935\u093e\u0932\u0947 \u0915\u093f\u0938\u0940 \u092d\u0940 \u0935\u094d\u092f\u0915\u094d\u0924\u093f \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0906\u0915\u0930\u094d\u0937\u0915 \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928\u093e\u0924\u093e \u0939\u0948 \u091c\u094b \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0921\u0947\u091f\u093e \u092a\u0930 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\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>\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, \u0911\u0921\u093f\u092f\u094b \u0914\u0930 \u092a\u093e\u0920 \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 \u0915\u0947 \u0938\u0926\u0938\u094d\u092f\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0938\u0939\u092f\u094b\u0917 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u0932\u091a\u0940\u0932\u0947 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u094d\u0930\u0915\u093e\u0930, \u091c\u093f\u0928\u092e\u0947\u0902 \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938, \u092c\u0939\u0941\u092d\u0941\u091c \u0914\u0930 \u0915\u0940\u092a\u0949\u0907\u0902\u091f \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902<\/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>\u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 (\u091b\u0935\u093f, \u092a\u093e\u0920, \u0911\u0921\u093f\u092f\u094b) \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>\u091b\u094b\u091f\u0947 \u0935\u094d\u092f\u0935\u0938\u093e\u092f \u092f\u093e \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u091c\u094b \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915, \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \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\u093f\u0935\u093f\u0927 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0932\u091a\u0940\u0932\u0947 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \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\u094b\u0902 \u0915\u094b \u0924\u0947\u091c\u093c, \u0938\u091f\u0940\u0915 \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \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: 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=\"398\" height=\"126\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/MONAI-Label.png\" alt=\"\" class=\"wp-image-180251\" style=\"width:213px;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\">8. \u092e\u094b\u0928\u093e\u0908 \u0932\u0947\u092c\u0932<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MONAI \u0932\u0947\u092c\u0932 \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u0939\u0948 \u091c\u093f\u0938\u0947 \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u092f\u0939 \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 MONAI \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u093e \u090f\u0915 \u0939\u093f\u0938\u094d\u0938\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u092e\u0941\u0916\u094d\u092f \u0930\u0942\u092a \u0938\u0947 \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\u0947 \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 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 MONAI \u0932\u0947\u092c\u0932 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f \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 \u090f\u0915\u0940\u0915\u0943\u0924 \u0939\u094b\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0915\u0947 \u0909\u0928 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902 \u0914\u0930 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092e\u0942\u0932\u094d\u092f\u0935\u093e\u0928 \u091f\u0942\u0932 \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c \u0915\u094b \u0938\u091f\u0940\u0915 \u0930\u0942\u092a \u0938\u0947 \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<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MONAI \u0932\u0947\u092c\u0932 \u0915\u0940 \u0935\u093f\u0936\u093f\u0937\u094d\u091f\u0924\u093e \u0907\u0938\u0915\u0940 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924\u0924\u093e \u0914\u0930 \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u091f\u0942\u0932\u094d\u0938 \u0915\u0947 \u0938\u093e\u0925 \u0907\u0938\u0915\u0947 \u0938\u0939\u091c \u090f\u0915\u0940\u0915\u0930\u0923 \u092e\u0947\u0902 \u0928\u093f\u0939\u093f\u0924 \u0939\u0948\u0964 \u092f\u0939 \u091f\u0942\u0932 MRI \u0938\u094d\u0915\u0948\u0928, CT \u0938\u094d\u0915\u0948\u0928 \u0914\u0930 \u0905\u0928\u094d\u092f \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u092b\u0949\u0930\u094d\u092e\u0947\u091f \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u0948\u0964 \u092f\u0939 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0914\u0930 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0938\u0941\u0935\u093f\u0927\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u092e\u0947\u0921\u093f\u0915\u0932 AI \u092e\u0949\u0921\u0932 \u092f\u093e \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0936\u094b\u0927 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\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<\/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 \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932<\/li>\n\n\n\n<li>\u0935\u093f\u092d\u093e\u091c\u0928, \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0914\u0930 \u092a\u0939\u091a\u093e\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>\u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u0938\u0949\u092b\u094d\u091f\u0935\u0947\u092f\u0930 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0939\u091c\u0924\u093e \u0938\u0947 \u090f\u0915\u0940\u0915\u0943\u0924<\/li>\n\n\n\n<li>\u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u0914\u0930 \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924<\/li>\n\n\n\n<li>\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0909\u092a\u092f\u094b\u0917 \u092e\u093e\u092e\u0932\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u092f\u094b\u0917\u094d\u092f \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b<\/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>\u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u0914\u0930 \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u091f\u0940\u092e\u0947\u0902<\/li>\n\n\n\n<li>\u090f\u092e\u0906\u0930\u0906\u0908, \u0938\u0940\u091f\u0940 \u0914\u0930 \u0905\u0928\u094d\u092f \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u091b\u0935\u093f \u092a\u094d\u0930\u093e\u0930\u0942\u092a\u094b\u0902 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0902<\/li>\n\n\n\n<li>\u0935\u0947 \u091f\u0940\u092e\u0947\u0902 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u092e\u0947\u0921\u093f\u0915\u0932 \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u092f\u094b\u0917\u094d\u092f, \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>\u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u092e\u0947\u0902 AI \u0915\u094b \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0938\u0902\u0917\u0920\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: monai.io<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: www.linkedin.com\/company\/projectmonai<\/li>\n\n\n\n<li>\u091f\u094d\u0935\u093f\u091f\u0930: x.com\/ProjectMONAI<\/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\/Annotely.jpg\" alt=\"\" class=\"wp-image-180252\" style=\"width:138px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Annotely.jpg 200w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Annotely-150x150.jpg 150w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/Annotely-12x12.jpg 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">9. \u090f\u0928\u094b\u091f\u0947\u0932\u0940<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u0928\u094b\u091f\u0947\u0932\u0940 \u091b\u0935\u093f\u092f\u094b\u0902 \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u092a\u0930 \u091f\u093f\u092a\u094d\u092a\u0923\u0940 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0932\u091a\u0940\u0932\u093e \u0914\u0930 \u0938\u0930\u0932 \u0909\u092a\u0915\u0930\u0923 \u0939\u0948, \u091c\u094b \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u0948\u0964 \u092f\u0939 \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 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\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 \u090f\u0915 \u0920\u094b\u0938 \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u090f\u0928\u094b\u091f\u0947\u0932\u0940 \u0915\u093e \u0938\u0939\u091c \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938 \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u092e\u0947\u0902 \u0924\u0947\u091c\u093c\u0940 \u0938\u0947 \u092e\u0939\u093e\u0930\u0924 \u0939\u093e\u0938\u093f\u0932 \u0915\u0930 \u0938\u0915\u0947\u0902, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0936\u0941\u0930\u0941\u0906\u0924\u0940 \u0914\u0930 \u0905\u0928\u0941\u092d\u0935\u0940 \u0926\u094b\u0928\u094b\u0902 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0905\u091a\u094d\u091b\u093e \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0939 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938 \u0914\u0930 \u092a\u0949\u0932\u0940\u0917\u0949\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 \u0932\u0947\u092c\u0932 \u0915\u093f\u090f \u0917\u090f \u0921\u0947\u091f\u093e \u0915\u094b \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u092e\u0947\u0902 \u0906\u0938\u093e\u0928\u0940 \u0938\u0947 \u090f\u0915\u094d\u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0915\u0940 \u0938\u0941\u0935\u093f\u0927\u093e \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u0905\u092a\u0928\u0940 \u092e\u0941\u092b\u093c\u094d\u0924 \u092a\u0947\u0936\u0915\u0936 \u0915\u0947 \u0938\u093e\u0925, \u090f\u0928\u094b\u091f\u0932\u0940 \u0909\u0928 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092a\u0938\u0902\u0926\u0940\u0926\u093e \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928 \u0917\u092f\u093e \u0939\u0948 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \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 \u0905\u092a\u0928\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u090f\u0928\u094b\u091f\u0947\u091f \u0915\u0930\u0928\u0947 \u0915\u093e \u090f\u0915 \u0915\u093f\u092b\u093c\u093e\u092f\u0924\u0940 \u0924\u0930\u0940\u0915\u093e \u091a\u093e\u0939\u093f\u090f\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>\u0938\u0930\u0932 \u0914\u0930 \u0938\u0939\u091c \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938<\/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 \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \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>\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\u0930\u0923<\/li>\n\n\n\n<li>\u091b\u094b\u091f\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u0909\u092a\u092f\u094b\u0917<\/li>\n\n\n\n<li>\u0935\u0938\u094d\u0924\u0941 \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u0935\u093f\u092d\u093e\u091c\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\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 \u0938\u0947 \u092e\u0927\u094d\u092f\u092e \u0938\u094d\u0924\u0930 \u0915\u0940 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u0947\u0902<\/li>\n\n\n\n<li>\u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u090f\u0915 \u0938\u0930\u0932, \u0909\u092a\u092f\u094b\u0917 \u092e\u0947\u0902 \u0906\u0938\u093e\u0928 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \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 \u091b\u0935\u093f \u0935\u093f\u092d\u093e\u091c\u0928 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0902<\/li>\n\n\n\n<li>\u091c\u094b \u0932\u094b\u0917 \u0932\u093e\u0917\u0924-\u092a\u094d\u0930\u092d\u093e\u0935\u0940, \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0940 \u0924\u0932\u093e\u0936 \u092e\u0947\u0902 \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: 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=\"192\" height=\"192\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/RectLabel.png\" alt=\"\" class=\"wp-image-180245\" style=\"width:143px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/RectLabel.png 192w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/RectLabel-150x150.png 150w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/08\/RectLabel-12x12.png 12w\" sizes=\"(max-width: 192px) 100vw, 192px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">10. \u0930\u0947\u0915\u094d\u091f\u0932\u0947\u092c\u0932<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RectLabel \u090f\u0915 \u0907\u092e\u0947\u091c \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0939\u0948 \u091c\u093f\u0938\u0947 \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 macOS \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 \u092a\u0949\u0932\u0940\u0917\u0949\u0928 \u0938\u0939\u093f\u0924 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \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 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0914\u0930 \u0907\u092e\u0947\u091c \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 \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u0948\u0964 RectLabel TensorFlow \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\u093f\u0938\u0938\u0947 \u092f\u0939 \u0909\u0928 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0905\u091a\u094d\u091b\u093e \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u090f\u0928\u094b\u091f\u0947\u091f\u0947\u0921 \u0921\u0947\u091f\u093e \u091c\u0932\u094d\u0926\u0940 \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u093e \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RectLabel \u0915\u094b \u0939\u0932\u094d\u0915\u093e \u0914\u0930 \u0909\u092a\u092f\u094b\u0917 \u092e\u0947\u0902 \u0906\u0938\u093e\u0928 \u092c\u0928\u093e\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\u092e\u0947\u0902 \u090f\u0915 \u0938\u0930\u0932 \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938 \u0939\u0948 \u091c\u094b \u0924\u0947\u091c\u093c \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u091b\u094b\u091f\u0947 \u092f\u093e \u092e\u0927\u094d\u092f\u092e-\u0938\u094d\u0924\u0930\u0940\u092f \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 macOS \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0920\u094b\u0938 \u0935\u093f\u0915\u0932\u094d\u092a \u0939\u0948, \u0914\u0930 \u0907\u0938\u0915\u093e \u0938\u0930\u0932 \u0938\u0947\u091f\u0905\u092a \u0907\u0938\u0947 AI \u092e\u0949\u0921\u0932 \u0915\u0947 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0936\u0941\u0930\u0942 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092c\u0947\u0939\u0924\u0930\u0940\u0928 \u091f\u0942\u0932 \u092c\u0928\u093e\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>macOS-\u0938\u0902\u0917\u0924 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\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 \u092c\u0939\u0941\u092d\u0941\u091c \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>\u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f TensorFlow \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0930\u0923<\/li>\n\n\n\n<li>\u0938\u0930\u0932 \u0914\u0930 \u0938\u0939\u091c \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938<\/li>\n\n\n\n<li>\u0939\u0932\u094d\u0915\u093e \u0914\u0930 \u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0906\u0938\u093e\u0928<\/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>macOS \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u091b\u0935\u093f \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930 \u0930\u0939\u0947 \u0939\u0948\u0902<\/li>\n\n\n\n<li>\u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u090f\u0915 \u0924\u0947\u091c\u093c \u0914\u0930 \u0915\u0941\u0936\u0932 \u091b\u0935\u093f \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u091f\u0942\u0932 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u090f\u0906\u0908 \u0914\u0930 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0902 \u0935\u0938\u094d\u0924\u0941 \u092a\u0939\u091a\u093e\u0928 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948\u0902<\/li>\n\n\n\n<li>\u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u0932, \u0938\u0930\u0932 \u0909\u092a\u0915\u0930\u0923 \u0915\u0940 \u0924\u0932\u093e\u0936 \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:<a href=\"http:\/\/www.scalabel.ai\"> <\/a>\u0930\u0947\u0915\u094d\u091f\u0932\u0947\u092c\u0932.\u0915\u0949\u092e<\/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:137px;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\">11. \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 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0907\u092e\u0947\u091c \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0939\u0948 \u091c\u094b \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \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 \u092c\u0928\u093e\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\u094d\u0938 \u0914\u0930 \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u0938\u0939\u093f\u0924 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \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, \u091c\u094b \u0907\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 \u0906\u0926\u0930\u094d\u0936 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u0915\u0940 \u0938\u0939\u092f\u094b\u0917\u0940 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901 \u0915\u0908 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u090f\u0915 \u0939\u0940 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u092a\u0930 \u0930\u0940\u092f\u0932-\u091f\u093e\u0907\u092e \u092e\u0947\u0902 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u0940 \u0939\u0948\u0902, \u091c\u094b \u092c\u0921\u093c\u0947 \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\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u0947 \u0938\u093e\u0925 \u092d\u0940 \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\u0928 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0907\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0906\u0938\u093e\u0928 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948 \u091c\u094b \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0905\u092a\u0928\u0947 \u0932\u0947\u092c\u0932 \u0915\u093f\u090f \u0917\u090f \u0921\u0947\u091f\u093e \u0915\u094b \u091c\u0932\u094d\u0926\u0940 \u0938\u0947 \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u0924\u0940 \u0939\u0948\u0902\u0964 \u0907\u0938\u0915\u093e \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0938\u094d\u0935\u0930\u0942\u092a \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u0907\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0938\u0940\u092e\u093f\u0924 \u092c\u091c\u091f \u092e\u0947\u0902 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u094b\u0902 \u0914\u0930 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0906\u0915\u0930\u094d\u0937\u0915 \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928 \u091c\u093e\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 \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, \u0915\u0940\u092a\u0949\u0907\u0902\u091f \u0914\u0930 \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \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 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0938\u0939\u092f\u094b\u0917 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901<\/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\u0943\u0924 \u0915\u0930\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932<\/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 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u0947\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\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u091f\u0940\u092e-\u0906\u0927\u093e\u0930\u093f\u0924 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948<\/li>\n\n\n\n<li>\u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u092f\u093e \u0921\u0947\u0935\u0932\u092a\u0930 \u091c\u094b \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>\u0935\u0947 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u090f\u0901 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u0924\u0947\u091c\u093c, \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0938\u092e\u093e\u0927\u093e\u0928\u094b\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:<a href=\"http:\/\/www.scalabel.ai\"> <\/a>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=\"318\" height=\"74\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/09\/Superannotate-e1755697270651.png\" alt=\"\" class=\"wp-image-169550\" style=\"width:273px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/09\/Superannotate-e1755697270651.png 318w, https:\/\/flypix.ai\/wp-content\/uploads\/2024\/09\/Superannotate-e1755697270651-300x70.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2024\/09\/Superannotate-e1755697270651-18x4.png 18w\" sizes=\"(max-width: 318px) 100vw, 318px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">12. \u0938\u0941\u092a\u0930\u090f\u0928\u094b\u091f\u0947\u091f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0938\u0941\u092a\u0930\u090f\u0928\u094b\u091f\u0947 \u090f\u0915 \u0935\u094d\u092f\u093e\u092a\u0915 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0939\u0948 \u091c\u094b \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928, \u0907\u092e\u0947\u091c \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u0914\u0930 \u0915\u0940\u092a\u0949\u0907\u0902\u091f \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0938\u0939\u093f\u0924 \u0915\u0908 \u0924\u0930\u0939 \u0915\u0947 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0914\u0930 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \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 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0938\u0930\u0932 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u0938\u0941\u092a\u0930\u090f\u0928\u094b\u091f\u0947 \u090f\u0915 \u0938\u0939\u091c \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \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 \u090f\u0928\u094b\u091f\u0947\u091f \u0915\u0930\u0928\u093e \u0906\u0938\u093e\u0928 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0938\u0941\u092a\u0930\u090f\u0928\u094b\u091f\u0947 \u0915\u0940 \u090f\u0915 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e \u092f\u0939 \u0939\u0948 \u0915\u093f \u092f\u0939 \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u0947 \u0915\u0941\u091b \u0939\u093f\u0938\u094d\u0938\u094b\u0902 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u092e\u0947\u0902 \u0932\u0917\u0928\u0947 \u0935\u093e\u0932\u093e \u0938\u092e\u092f \u0915\u093e\u092b\u0940 \u0915\u092e \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0907\u0938\u0947 \u0935\u094d\u092f\u093e\u092a\u0915 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092f\u093e \u0938\u0940\u092e\u093f\u0924 \u0938\u092e\u092f-\u0938\u0940\u092e\u093e \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 \u0907\u0938\u0915\u0947 \u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924, \u0938\u0941\u092a\u0930\u090f\u0928\u094b\u091f\u0947 \u091f\u0940\u092e \u0938\u0939\u092f\u094b\u0917 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0915\u0908 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u090f\u0915 \u0939\u0940 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u092a\u0930 \u090f\u0915 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915\u0926\u092e \u0938\u0939\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>\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 \u0915\u0940\u092a\u0949\u0907\u0902\u091f \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\u0947\u091c\u093c \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f AI-\u0938\u0939\u093e\u092f\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0909\u092a\u0915\u0930\u0923<\/li>\n\n\n\n<li>\u091f\u0940\u092e-\u0906\u0927\u093e\u0930\u093f\u0924 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0938\u0939\u092f\u094b\u0917 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901<\/li>\n\n\n\n<li>\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 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u0914\u0930 \u0909\u092a\u092f\u0941\u0915\u094d\u0924<\/li>\n\n\n\n<li>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915\u0940\u0915\u0930\u0923 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u0947 \u0938\u093e\u0925 \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>\u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0914\u0930 AI \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u0947\u0902<\/li>\n\n\n\n<li>\u091f\u0940\u092e \u0938\u0939\u092f\u094b\u0917 \u0915\u0947 \u0938\u093e\u0925 \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\u090f\u0902<\/li>\n\n\n\n<li>\u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0924\u0947\u091c\u093c \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u091f\u0940\u092e\u094b\u0902 \u0915\u094b AI-\u0938\u0939\u093e\u092f\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948<\/li>\n\n\n\n<li>\u0932\u091a\u0940\u0932\u0947, \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e-\u0905\u0928\u0941\u0915\u0942\u0932 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \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<\/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.superannotate.com<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: www.linkedin.com\/company\/superannotate<\/li>\n\n\n\n<li>\u091f\u094d\u0935\u093f\u091f\u0930: x.com\/superannotate<\/li>\n\n\n\n<li>\u092b\u0947\u0938\u092c\u0941\u0915: www.facebook.com\/superannotate<\/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 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0938\u0941\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u0939\u0940 \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0915\u093e \u091a\u092f\u0928 \u0905\u0924\u094d\u092f\u0902\u0924 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0964 \u0938\u0939\u0940 \u091f\u0942\u0932 \u0921\u0947\u091f\u093e \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0926\u0915\u094d\u0937\u0924\u093e \u092e\u0947\u0902 \u0909\u0932\u094d\u0932\u0947\u0916\u0928\u0940\u092f \u0938\u0941\u0927\u093e\u0930 \u0932\u093e \u0938\u0915\u0924\u093e \u0939\u0948 \u0914\u0930 \u0932\u0947\u092c\u0932 \u0915\u093f\u090f \u0917\u090f \u0921\u0947\u091f\u093e \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u091a\u093e\u0939\u0947 \u0938\u093e\u0927\u093e\u0930\u0923 \u0907\u092e\u0947\u091c \u0932\u0947\u092c\u0932\u093f\u0902\u0917 \u0939\u094b \u092f\u093e \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 \u091c\u091f\u093f\u0932 \u0915\u093e\u0930\u094d\u092f, \u0938\u0939\u0940 \u091f\u0942\u0932 \u0915\u093e \u0939\u094b\u0928\u093e \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\u0964<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u091b\u094b\u091f\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\u090f \u0917\u090f \u091f\u0942\u0932 \u0938\u0947 \u0932\u0947\u0915\u0930 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0914\u0930 \u091f\u0940\u092e \u0938\u0939\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u090f \u0917\u090f \u091f\u0942\u0932 \u0924\u0915, \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u090f\u0928\u094b\u091f\u0947\u0936\u0928 \u091f\u0942\u0932 \u0932\u091a\u0940\u0932\u093e\u092a\u0928, \u0909\u092a\u092f\u094b\u0917 \u092e\u0947\u0902 \u0906\u0938\u093e\u0928\u0940 \u0914\u0930 \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\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0905\u092a\u0928\u0947 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u0915\u0947 \u0932\u093f\u090f \u0938\u0939\u0940 \u091f\u0942\u0932 \u091a\u0941\u0928\u0915\u0930, \u0906\u092a \u0938\u092e\u092f \u092c\u091a\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0938\u0939\u092f\u094b\u0917 \u092c\u0922\u093c\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0914\u0930 \u0905\u092a\u0928\u0947 AI \u092e\u0949\u0921\u0932 \u0915\u0947 \u0935\u093f\u0915\u093e\u0938 \u0914\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u092a\u0930 \u0905\u0927\u093f\u0915 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>","protected":false},"excerpt":{"rendered":"<p>When diving into machine learning or AI projects, one of the most time-consuming yet essential tasks is data annotation. Whether you&#8217;re labeling images, videos, or text, choosing the right tool for the job can make a huge difference. The best annotation tools not only help speed up the process but also ensure your labeled data [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":180255,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-180254","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>Top 12 Annotation Tools (2026)<\/title>\n<meta name=\"description\" content=\"Explore the best annotation tools to streamline your data labeling process and improve the efficiency of your 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\" 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