{"id":182588,"date":"2026-02-26T07:32:42","date_gmt":"2026-02-26T07:32:42","guid":{"rendered":"https:\/\/flypix.ai\/?p=182588"},"modified":"2026-02-26T07:32:43","modified_gmt":"2026-02-26T07:32:43","slug":"how-to-check-image-recognition-accuracy","status":"publish","type":"post","link":"https:\/\/flypix.ai\/hi\/how-to-check-image-recognition-accuracy\/","title":{"rendered":"\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092e\u0947\u0902 \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0940 \u091c\u093e\u0902\u091a \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902"},"content":{"rendered":"<p>\u0907\u092e\u0947\u091c \u0930\u093f\u0915\u0917\u094d\u0928\u093f\u0936\u0928 \u092e\u0949\u0921\u0932 \u0936\u093e\u092f\u0926 \u0939\u0940 \u0915\u092d\u0940 \u0917\u0932\u0924 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u0940 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\u0932\u0947\u0915\u093f\u0928 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0921\u0947\u091f\u093e \u0915\u0947 \u0938\u0902\u092a\u0930\u094d\u0915 \u092e\u0947\u0902 \u0906\u0924\u0947 \u0939\u0940 \u0935\u0939 \u0935\u093f\u092b\u0932 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p>\u0907\u092e\u0947\u091c \u0930\u093f\u0915\u0917\u094d\u0928\u093f\u0936\u0928 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0940 \u091c\u093e\u0902\u091a \u0915\u0930\u0928\u093e \u0915\u0947\u0935\u0932 \u090f\u0915 \u0938\u094d\u0915\u094b\u0930 \u0939\u093e\u0938\u093f\u0932 \u0915\u0930\u0928\u0947 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964 \u092f\u0939 \u0938\u092e\u091d\u0928\u0947 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0939\u0948 \u0915\u093f \u092e\u0949\u0921\u0932 \u0915\u094d\u092f\u093e \u0938\u0939\u0940 \u0915\u0930\u0924\u093e \u0939\u0948, \u0915\u094d\u092f\u093e 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\u0907\u092e\u0947\u091c \u0930\u093f\u0915\u0917\u094d\u0928\u093f\u0936\u0928 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u093e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 \u0924\u093e\u0915\u093f \u0906\u092a\u0915\u094b \u092a\u0924\u093e \u091a\u0932 \u0938\u0915\u0947 \u0915\u093f \u0935\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f \u0924\u0948\u092f\u093e\u0930 \u0939\u0948\u0902 \u092f\u093e \u0928\u0939\u0940\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0938\u092e\u0917\u094d\u0930 \u0938\u091f\u0940\u0915\u0924\u093e \u0905\u0915\u094d\u0938\u0930 \u0938\u091a \u0915\u094d\u092f\u094b\u0902 \u0928\u0939\u0940\u0902 \u092c\u0924\u093e\u0924\u0940?<\/h2>\n\n\n\n<p>\u0938\u092e\u0917\u094d\u0930 \u0938\u091f\u0940\u0915\u0924\u093e \u0938\u092c\u0938\u0947 \u0906\u092e \u092e\u093e\u092a\u0915 \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 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class=\"wp-block-heading\">\u092a\u0930\u093f\u0936\u0941\u0926\u094d\u0927\u0924\u093e: \u0938\u0915\u093e\u0930\u093e\u0924\u094d\u092e\u0915 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u093e\u0901 \u0915\u093f\u0924\u0928\u0940 \u092d\u0930\u094b\u0938\u0947\u092e\u0902\u0926 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902<\/h3>\n\n\n\n<p>\u092a\u0930\u093f\u0936\u0941\u0926\u094d\u0927\u0924\u093e \u092f\u0939 \u0926\u0930\u094d\u0936\u093e\u0924\u0940 \u0939\u0948 \u0915\u093f \u092e\u0949\u0921\u0932 \u0938\u0915\u093e\u0930\u093e\u0924\u094d\u092e\u0915 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f \u0915\u093f\u0924\u0928\u0940 \u092c\u093e\u0930 \u0938\u0939\u0940 \u0939\u094b\u0924\u093e \u0939\u0948\u0964 \u0915\u092e \u092a\u0930\u093f\u0936\u0941\u0926\u094d\u0927\u0924\u093e \u0915\u093e \u0905\u0930\u094d\u0925 \u0939\u0948 \u0915\u093f \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u0908 \u0917\u0932\u0924 \u0938\u0915\u093e\u0930\u093e\u0924\u094d\u092e\u0915 \u092a\u0930\u093f\u0923\u093e\u092e \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092e\u0947\u0902, \u092f\u0939 \u0938\u092e\u0938\u094d\u092f\u093e \u0924\u092c \u0914\u0930 \u092c\u0922\u093c \u091c\u093e\u0924\u0940 \u0939\u0948 \u091c\u092c \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u092a\u0939\u091a\u093e\u0928 \u090f\u0915 \u0905\u0932\u0930\u094d\u091f, \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u092f\u093e \u092e\u093e\u0928\u0935\u0940\u092f \u0938\u092e\u0940\u0915\u094d\u0937\u093e \u0915\u094b \u091f\u094d\u0930\u093f\u0917\u0930 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u0924\u0915\u0928\u0940\u0915\u0940 \u0930\u0942\u092a \u0938\u0947 \u0938\u091f\u0940\u0915 \u092e\u0949\u0921\u0932 \u092d\u0940 \u0905\u0928\u0941\u092a\u092f\u094b\u0917\u0940 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948 \u092f\u0926\u093f \u0935\u0939 \u0932\u0917\u093e\u0924\u093e\u0930 \u0905\u0928\u093e\u0935\u0936\u094d\u092f\u0915 \u0927\u094d\u092f\u093e\u0928 \u092e\u093e\u0902\u0917\u0924\u093e \u0930\u0939\u0947\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092f\u093e\u0926 \u0930\u0916\u0947\u0902: \u092e\u0949\u0921\u0932 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915\u0924\u093e \u0915\u093e \u0915\u093f\u0924\u0928\u093e \u0939\u093f\u0938\u094d\u0938\u093e \u092a\u0915\u0921\u093c \u092a\u093e\u0924\u093e \u0939\u0948<\/h3>\n\n\n\n<p>\u0930\u093f\u0915\u0949\u0932 \u0915\u0935\u0930\u0947\u091c \u0915\u094b \u092e\u093e\u092a\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0926\u0930\u094d\u0936\u093e\u0924\u093e \u0939\u0948 \u0915\u093f \u092e\u0949\u0921\u0932 \u0935\u093e\u0938\u094d\u0924\u0935 \u092e\u0947\u0902 \u092e\u094c\u091c\u0942\u0926 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u092e\u0947\u0902 \u0938\u0947 \u0915\u093f\u0924\u0928\u0940 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u0939\u0948\u0964 \u0915\u092e \u0930\u093f\u0915\u0949\u0932 \u0935\u093e\u0932\u093e \u092e\u0949\u0921\u0932 \u0935\u0948\u0927 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u092e\u0947\u0902 \u0935\u093f\u092b\u0932 \u0930\u0939\u0924\u093e \u0939\u0948, \u092d\u0932\u0947 \u0939\u0940 \u0909\u0938\u0915\u0947 \u0926\u094d\u0935\u093e\u0930\u093e \u0915\u0940 \u0917\u0908 \u092a\u0939\u091a\u093e\u0928 \u0938\u0939\u0940 \u0939\u094b\u0964 \u0928\u093f\u0917\u0930\u093e\u0928\u0940, \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u092f\u093e \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0938\u0902\u092c\u0902\u0927\u0940 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u092e\u0947\u0902, \u0917\u0932\u0924 \u092a\u0939\u091a\u093e\u0928 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u091b\u0942\u091f\u0940 \u0939\u0941\u0908 \u092a\u0939\u091a\u093e\u0928 \u0905\u0915\u094d\u0938\u0930 \u0905\u0927\u093f\u0915 \u091c\u094b\u0916\u093f\u092e \u092a\u0948\u0926\u093e \u0915\u0930\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0939\u0940 \u0938\u0902\u0924\u0941\u0932\u0928 \u091a\u0941\u0928\u0928\u093e<\/h3>\n\n\n\n<p>\u092a\u094d\u0930\u0947\u0938\u093f\u091c\u0928 \u0914\u0930 \u0930\u093f\u0915\u0949\u0932 \u0905\u0932\u0917-\u0905\u0932\u0917 \u0935\u093f\u092b\u0932\u0924\u093e \u092e\u094b\u0921 \u0915\u093e \u0935\u0930\u094d\u0923\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0914\u0930 \u0907\u0928\u092e\u0947\u0902 \u0938\u0947 \u0915\u094b\u0908 \u092d\u0940 \u0938\u0930\u094d\u0935\u092e\u093e\u0928\u094d\u092f \u0930\u0942\u092a \u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092e\u0947\u0902 \u092f\u0939 \u0938\u094d\u092a\u0937\u094d\u091f \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u093e \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948 \u0915\u093f \u0915\u094c\u0928 \u0938\u0940 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u093e\u0901 \u0905\u0927\u093f\u0915 \u0938\u094d\u0935\u0940\u0915\u093e\u0930\u094d\u092f \u0939\u0948\u0902\u0964 \u092f\u0939 \u0928\u093f\u0930\u094d\u0923\u092f \u0925\u094d\u0930\u0947\u0936\u094b\u0932\u094d\u0921 \u091f\u094d\u092f\u0942\u0928\u093f\u0902\u0917, \u092e\u0949\u0921\u0932 \u091a\u092f\u0928 \u0914\u0930 \u0905\u0902\u0924\u0924\u0903 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0947 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u094b \u0928\u093f\u0930\u094d\u0926\u0947\u0936\u093f\u0924 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"590\" height=\"125\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2026\/02\/flypix-logo.avif\" alt=\"\" class=\"wp-image-182258\" style=\"aspect-ratio:4.72059007375922;width:366px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2026\/02\/flypix-logo.avif 590w, https:\/\/flypix.ai\/wp-content\/uploads\/2026\/02\/flypix-logo-300x64.avif 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2026\/02\/flypix-logo-18x4.avif 18w\" sizes=\"(max-width: 590px) 100vw, 590px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">FlyPix AI \u092e\u0947\u0902 \u0907\u092e\u0947\u091c \u0930\u093f\u0915\u0917\u094d\u0928\u093f\u0936\u0928 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u092c\u0928\u093e\u0928\u093e<\/h2>\n\n\n\n<p>\u092a\u0930 <a href=\"https:\/\/flypix.ai\/hi\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908<\/a>, \u0939\u092e \u0907\u092e\u0947\u091c \u0930\u093f\u0915\u0917\u094d\u0928\u093f\u0936\u0928 \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u0915\u093e\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u0939\u093e\u0901 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092a\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u092d\u0940 \u0916\u0930\u093e \u0909\u0924\u0930\u0928\u093e \u0939\u094b\u0924\u093e \u0939\u0948, \u0928 \u0915\u093f \u0915\u0947\u0935\u0932 \u0938\u093e\u092b-\u0938\u0941\u0925\u0930\u0947 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0921\u0947\u091f\u093e \u092a\u0930\u0964 \u0938\u0948\u091f\u0947\u0932\u093e\u0907\u091f, \u0939\u0935\u093e\u0908 \u0914\u0930 \u0921\u094d\u0930\u094b\u0928 \u0938\u0947 \u0932\u0940 \u0917\u0908 \u0924\u0938\u094d\u0935\u0940\u0930\u0947\u0902 \u0938\u094d\u0935\u092d\u093e\u0935 \u0938\u0947 \u0939\u0940 \u091c\u091f\u093f\u0932 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902, \u0907\u0938\u0932\u093f\u090f \u0939\u092e \u0910\u0938\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u091c\u094b \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0935\u093e\u0924\u093e\u0935\u0930\u0923\u094b\u0902, \u092a\u0948\u092e\u093e\u0928\u094b\u0902 \u0914\u0930 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u094b\u0902 \u092e\u0947\u0902 \u092d\u0940 \u092c\u0928\u0940 \u0930\u0939\u0947\u0964.<\/p>\n\n\n\n<p>\u0939\u092e \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u090f\u0915 \u092e\u093e\u0924\u094d\u0930 \u0938\u094d\u0915\u094b\u0930 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0928\u0939\u0940\u0902 \u0926\u0947\u0916\u0924\u0947\u0964 \u0939\u092e\u093e\u0930\u093e \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u0915\u0938\u094d\u091f\u092e \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947, \u0926\u0943\u0936\u094d\u092f \u0930\u0942\u092a \u0938\u0947 \u092a\u0939\u091a\u093e\u0928 \u0915\u094b \u0938\u0924\u094d\u092f\u093e\u092a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0924\u0947\u091c\u0940 \u0938\u0947 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092c\u0928\u093e\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u0921\u094b\u092e\u0947\u0928 \u091c\u094d\u091e\u093e\u0928 \u0915\u094b \u092e\u0949\u0921\u0932 \u0915\u0947 \u0915\u0930\u0940\u092c \u0930\u0916\u0915\u0930 \u0914\u0930 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0914\u0930 \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u092e\u0947\u0902 \u0932\u0917\u0928\u0947 \u0935\u093e\u0932\u0947 \u0938\u092e\u092f \u0915\u094b \u0915\u092e \u0915\u0930\u0915\u0947, \u0939\u092e \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u0910\u0938\u0940 \u091a\u0940\u091c\u093c \u092c\u0928\u093e\u0924\u0947 \u0939\u0948\u0902 \u091c\u093f\u0938 \u092a\u0930 \u091f\u0940\u092e\u0947\u0902 \u0938\u0915\u094d\u0930\u093f\u092f \u0930\u0942\u092a \u0938\u0947 \u0915\u093e\u092e \u0915\u0930 \u0938\u0915\u0947\u0902, \u0928 \u0915\u093f \u0915\u0947\u0935\u0932 \u090f\u0915 \u092c\u093e\u0930 \u092e\u093e\u092a \u0938\u0915\u0947\u0902\u0964.<\/p>\n\n\n\n<p>\u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0947\u0935\u0932 \u092a\u0930\u093f\u0928\u093f\u092f\u094b\u091c\u0928 \u0924\u0915 \u0939\u0940 \u0938\u0940\u092e\u093f\u0924 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964 \u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u091b\u0935\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u092c\u0926\u0932\u093e\u0935 \u0939\u094b\u0928\u0947 \u092a\u0930, \u0939\u092e\u093e\u0930\u0940 \u0915\u093e\u0930\u094d\u092f\u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u093e\u0901 \u0928\u093f\u0930\u0902\u0924\u0930 \u0938\u0924\u094d\u092f\u093e\u092a\u0928 \u0914\u0930 \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902, \u0924\u093e\u0915\u093f \u092e\u0949\u0921\u0932 \u0927\u0940\u0930\u0947-\u0927\u0940\u0930\u0947 \u0905\u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0939\u094b\u0928\u0947 \u0915\u0947 \u092c\u091c\u093e\u092f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0940 \u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902 \u0915\u0947 \u0905\u0928\u0941\u0930\u0942\u092a \u092c\u0928\u0947 \u0930\u0939\u0947\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0938\u091f\u0940\u0915\u0924\u093e \u092e\u0948\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0915\u0940 \u090f\u0915 \u0938\u093e\u0925 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0930\u0928\u093e<\/h2>\n\n\n\n<p>\u090f\u0915 \u092c\u093e\u0930 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0947 \u0906\u0902\u0915\u0921\u093c\u0947 \u0938\u093e\u092e\u0928\u0947 \u0906 \u091c\u093e\u090f\u0902, \u0924\u094b \u0905\u0938\u0932\u0940 \u0915\u093e\u092e \u0936\u0941\u0930\u0942 \u0939\u094b\u0924\u093e \u0939\u0948\u0964 \u0907\u092e\u0947\u091c \u0930\u093f\u0915\u0917\u094d\u0928\u093f\u0936\u0928 \u0938\u093f\u0938\u094d\u091f\u092e \u0936\u093e\u092f\u0926 \u0939\u0940 \u0915\u092d\u0940 \u0915\u093f\u0938\u0940 \u092e\u0947\u091f\u094d\u0930\u093f\u0915 \u0915\u0947 \u0928 \u0939\u094b\u0928\u0947 \u0915\u0947 \u0915\u093e\u0930\u0923 \u0935\u093f\u092b\u0932 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964 \u0935\u0947 \u0907\u0938\u0932\u093f\u090f \u0935\u093f\u092b\u0932 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0915\u094b \u0905\u0932\u0917-\u0905\u0932\u0917 \u092a\u0922\u093c\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092a\u094d\u0930\u0947\u0938\u093f\u091c\u0928, \u0930\u093f\u0915\u0949\u0932, F1 \u0938\u094d\u0915\u094b\u0930, IoU \u0914\u0930 mAP \u0938\u092d\u0940 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u0939\u0932\u0941\u0913\u0902 \u0915\u093e \u0935\u0930\u094d\u0923\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0914\u0930 \u0907\u0928\u092e\u0947\u0902 \u0938\u0947 \u0915\u094b\u0908 \u092d\u0940 \u0905\u092a\u0928\u0947 \u0906\u092a \u092e\u0947\u0902 \u0938\u093e\u0930\u094d\u0925\u0915 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964 \u0932\u0915\u094d\u0937\u094d\u092f \u092f\u0939 \u0938\u092e\u091d\u0928\u093e \u0939\u0948 \u0915\u093f \u0935\u0947 \u0915\u0948\u0938\u0947 \u092a\u0930\u0938\u094d\u092a\u0930 \u0915\u094d\u0930\u093f\u092f\u093e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u091c\u092c \u0909\u0928\u094d\u0939\u0947\u0902 \u090f\u0915 \u0938\u093e\u0925 \u0926\u0947\u0916\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u0924\u094b \u0935\u0947 \u0915\u094d\u092f\u093e \u092a\u094d\u0930\u0915\u091f \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0935\u093f\u0935\u0930\u0923 \u0916\u094b\u090f \u092c\u093f\u0928\u093e F1 \u0938\u094d\u0915\u094b\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u093e<\/h3>\n\n\n\n<p>F1 \u0938\u094d\u0915\u094b\u0930 \u092a\u094d\u0930\u0947\u0938\u093f\u091c\u0928 \u0914\u0930 \u0930\u093f\u0915\u0949\u0932 \u0915\u094b \u090f\u0915 \u0939\u0940 \u0938\u0902\u0916\u094d\u092f\u093e \u092e\u0947\u0902 \u0938\u0902\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0924\u0941\u0932\u0928\u093e \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948, \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0924\u092c \u091c\u092c \u0915\u093f\u0938\u0940 \u092d\u0940 \u092e\u0940\u091f\u094d\u0930\u093f\u0915 \u0915\u094b \u0939\u093e\u0935\u0940 \u0928\u0939\u0940\u0902 \u0939\u094b\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964.<\/p>\n\n\n\n<p>\u0939\u093e\u0932\u093e\u0902\u0915\u093f, F1 \u0938\u094d\u0915\u094b\u0930 \u0915\u094b \u0915\u092d\u0940 \u092d\u0940 \u092a\u094d\u0930\u0947\u0938\u093f\u091c\u0928 \u0914\u0930 \u0930\u093f\u0915\u0949\u0932 \u0915\u0947 \u0938\u0940\u0927\u0947 \u0928\u093f\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u093e \u0935\u093f\u0915\u0932\u094d\u092a \u0928\u0939\u0940\u0902 \u092e\u093e\u0928\u093e \u091c\u093e\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964 \u0938\u092e\u093e\u0928 F1 \u0938\u094d\u0915\u094b\u0930 \u0935\u093e\u0932\u0947 \u0926\u094b \u092e\u0949\u0921\u0932 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u092e\u0947\u0902 \u092c\u0939\u0941\u0924 \u0905\u0932\u0917 \u0924\u0930\u0939 \u0938\u0947 \u0915\u093e\u092e \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u090f\u0915 \u092e\u0949\u0921\u0932 \u0926\u0941\u0930\u094d\u0932\u092d \u092e\u093e\u092e\u0932\u094b\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u0947 \u092e\u0947\u0902 \u0935\u093f\u092b\u0932 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u092c\u0915\u093f \u0926\u0942\u0938\u0930\u093e \u092e\u0949\u0921\u0932 \u0917\u0932\u0924 \u092a\u0939\u091a\u093e\u0928\u094b\u0902 \u0938\u0947 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u094b \u092d\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p>\u090f\u092b1 \u0938\u094d\u0915\u094b\u0930 \u0915\u094b \u0938\u093e\u0930\u093e\u0902\u0936 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0932\u0947\u0902, \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0928\u0939\u0940\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0938\u0947 \u0928\u093f\u092f\u092e \u092c\u0926\u0932 \u091c\u093e\u0924\u0947 \u0939\u0948\u0902<\/h3>\n\n\n\n<p>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0928\u0947 \u092a\u0930 \u0907\u092e\u0947\u091c \u0930\u093f\u0915\u0917\u094d\u0928\u093f\u0936\u0928 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0914\u0930 \u092d\u0940 \u091c\u091f\u093f\u0932 \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948\u0964 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u094b \u092f\u0939 \u092a\u0939\u091a\u093e\u0928\u0928\u093e \u0939\u094b\u0924\u093e \u0939\u0948 \u0915\u093f \u0907\u092e\u0947\u091c \u092e\u0947\u0902 \u0915\u094d\u092f\u093e \u092e\u094c\u091c\u0942\u0926 \u0939\u0948 \u0914\u0930 \u0909\u0938\u0947 \u0938\u0939\u0940 \u0922\u0902\u0917 \u0938\u0947 \u0907\u092e\u0947\u091c \u0915\u0947 \u092d\u0940\u0924\u0930 \u0932\u094b\u0915\u0947\u091f \u0915\u0930\u0928\u093e \u0939\u094b\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p>\u0907\u0902\u091f\u0930\u0938\u0947\u0915\u094d\u0936\u0928 \u0913\u0935\u0930 \u092f\u0942\u0928\u093f\u092f\u0928, \u092f\u093e IoU, \u092f\u0939 \u092e\u093e\u092a\u0924\u093e \u0939\u0948 \u0915\u093f \u0905\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u094d\u0925\u093f\u0924\u093f \u0915\u0947 \u0938\u093e\u0925 \u0915\u093f\u0924\u0928\u0940 \u0905\u091a\u094d\u091b\u0940 \u0924\u0930\u0939 \u0913\u0935\u0930\u0932\u0948\u092a \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u090f\u0915 \u0938\u093e\u0927\u093e\u0930\u0923 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u093e\u0930\u094d\u092f \u0915\u0947 \u092c\u091c\u093e\u092f \u090f\u0915 \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0938\u092e\u0938\u094d\u092f\u093e \u092e\u0947\u0902 \u092c\u0926\u0932 \u0926\u0947\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p>IoU \u0925\u094d\u0930\u0947\u0936\u0939\u094b\u0932\u094d\u0921 \u091a\u0941\u0928\u0928\u093e \u0915\u094b\u0908 \u0924\u0915\u0928\u0940\u0915\u0940 \u092a\u0939\u0932\u0942 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964 \u0922\u0940\u0932\u0947 \u0925\u094d\u0930\u0947\u0936\u0939\u094b\u0932\u094d\u0921 \u0938\u0947 \u0938\u094d\u0925\u093e\u0928 \u0928\u093f\u0930\u094d\u0927\u093e\u0930\u0923 \u0938\u0902\u092c\u0902\u0927\u0940 \u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0902 \u091b\u093f\u092a \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964 \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0938\u0916\u094d\u0924 \u0925\u094d\u0930\u0947\u0936\u0939\u094b\u0932\u094d\u0921 \u0909\u0928 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u094b \u092d\u0940 \u0928\u0941\u0915\u0938\u093e\u0928 \u092a\u0939\u0941\u0902\u091a\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u091c\u094b \u092a\u0930\u093f\u091a\u093e\u0932\u0928 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0930\u0942\u092a \u0938\u0947 \u0905\u091a\u094d\u091b\u0947 \u0939\u0948\u0902\u0964 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092e\u0947\u0902, IoU \u0915\u094b \u0907\u0938 \u092c\u093e\u0924 \u0915\u094b \u092a\u094d\u0930\u0924\u093f\u092c\u093f\u0902\u092c\u093f\u0924 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f \u0915\u093f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u093f\u0924\u0928\u0947 \u0938\u091f\u0940\u0915 \u0939\u094b\u0928\u0947 \u091a\u093e\u0939\u093f\u090f, \u0928 \u0915\u093f \u0930\u093f\u092a\u094b\u0930\u094d\u091f \u092e\u0947\u0902 \u0915\u094d\u092f\u093e \u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e \u0926\u093f\u0916\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0914\u0938\u0924 \u092a\u0930\u093f\u0936\u0941\u0926\u094d\u0927\u0924\u093e \u0914\u0930 \u0907\u0938\u0915\u0940 \u0938\u0940\u092e\u093e\u090f\u0901<\/h3>\n\n\n\n<p>\u092e\u0940\u0928 \u090f\u0935\u0930\u0947\u091c \u092a\u094d\u0930\u0947\u0938\u093f\u091c\u0928 (mAP) \u0915\u093e \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092f\u0939 \u0925\u094d\u0930\u0947\u0936\u0939\u094b\u0932\u094d\u0921 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u0949\u0928\u094d\u092b\u093f\u0921\u0947\u0902\u0938, \u0930\u0948\u0902\u0915\u093f\u0902\u0917 \u0915\u094d\u0935\u093e\u0932\u093f\u091f\u0940 \u0914\u0930 \u0932\u094b\u0915\u0932\u093e\u0907\u091c\u093c\u0947\u0936\u0928 \u090f\u0915\u094d\u092f\u0942\u0930\u0947\u0938\u0940 \u0915\u094b \u0938\u0902\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0938\u092e\u093e\u0928 \u092a\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u092e\u0949\u0921\u0932 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u0915\u0930\u0928\u0947 \u0915\u093e \u090f\u0915 \u0938\u0902\u0930\u091a\u093f\u0924 \u0924\u0930\u0940\u0915\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p>mAP \u090f\u0915 \u0924\u0941\u0932\u0928\u093e\u0924\u094d\u092e\u0915 \u092e\u093e\u092a\u0926\u0902\u0921 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0938\u092c\u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948\u0964 \u092f\u0939 \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u092f\u0939 \u0938\u092e\u091d\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u0915\u094d\u092f\u093e \u090f\u0915 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0926\u0942\u0938\u0930\u0947 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u092a\u0939\u091a\u093e\u0928 \u0915\u0940 \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0902\u0915\u093f, \u092f\u0939 \u092e\u091c\u092c\u0942\u0924\u0940 \u0915\u0940 \u0917\u093e\u0930\u0902\u091f\u0940 \u0928\u0939\u0940\u0902 \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u090f\u0915 \u092e\u0949\u0921\u0932 mAP \u092a\u0930 \u0905\u091a\u094d\u091b\u093e \u0938\u094d\u0915\u094b\u0930 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948 \u0914\u0930 \u092b\u093f\u0930 \u092d\u0940 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u092a\u094d\u0930\u0915\u093e\u0936 \u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902, \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092f\u093e \u0935\u0938\u094d\u0924\u0941 \u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093e \u0915\u0947 \u0924\u0939\u0924 \u0935\u093f\u092b\u0932 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p>\u0907\u0938\u0940 \u0915\u093e\u0930\u0923 \u0938\u0947, mAP \u0915\u094b \u090f\u0915 \u0932\u0947\u0902\u0938 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092e\u093e\u0928\u093e \u091c\u093e\u0928\u093e \u091a\u093e\u0939\u093f\u090f, \u0928 \u0915\u093f \u090f\u0915 \u0928\u093f\u0930\u094d\u0923\u092f \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0939\u092e\u0947\u0936\u093e \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0915\u0915\u094d\u0937\u093e \u0915\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0926\u0947\u0902\u0964<\/h3>\n\n\n\n<p>\u0907\u092e\u0947\u091c \u0930\u093f\u0915\u0917\u094d\u0928\u093f\u0936\u0928 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u0947 \u0935\u093f\u092b\u0932 \u0939\u094b\u0928\u0947 \u0915\u0947 \u0938\u092c\u0938\u0947 \u0906\u092e \u0915\u093e\u0930\u0923\u094b\u0902 \u092e\u0947\u0902 \u0938\u0947 \u090f\u0915 \u0939\u0948 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0935\u0930\u094d\u0917\u094b\u0902 \u0915\u093e \u0905\u0938\u092e\u093e\u0928 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928\u0964 \u090f\u0915\u0924\u094d\u0930\u093f\u0924 \u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0907\u0938 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u094b \u091b\u093f\u092a\u093e \u0926\u0947\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<p>\u0938\u091f\u0940\u0915\u0924\u093e \u0915\u093e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f, \u0939\u092e\u0947\u0936\u093e \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0935\u0930\u094d\u0917 \u0915\u0947 \u0932\u093f\u090f \u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0915\u0940 \u091c\u093e\u0902\u091a \u0915\u0930\u0947\u0902\u0964 \u0907\u0938\u0938\u0947 \u092a\u0924\u093e \u091a\u0932\u0924\u093e \u0939\u0948 \u0915\u093f \u0915\u094d\u092f\u093e \u0915\u0941\u091b \u0935\u0938\u094d\u0924\u0941\u090f\u0902 \u0932\u0917\u093e\u0924\u093e\u0930 \u092a\u0939\u091a\u093e\u0928\u0928\u093e \u0915\u0920\u093f\u0928 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902 \u092f\u093e \u0905\u0928\u094d\u092f \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0947 \u0938\u093e\u0925 \u092d\u094d\u0930\u092e\u093f\u0924 \u0939\u094b\u0928\u0947 \u0915\u0940 \u0905\u0927\u093f\u0915 \u0938\u0902\u092d\u093e\u0935\u0928\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<p>\u0907\u0938 \u091a\u0930\u0923 \u092e\u0947\u0902 \u0905\u0915\u094d\u0938\u0930 \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e\u090f\u0902 \u092c\u0926\u0932 \u091c\u093e\u0924\u0940 \u0939\u0948\u0902\u0964 \u090f\u0915 \u092e\u0949\u0921\u0932 \u091c\u094b \u0938\u092e\u0917\u094d\u0930 \u0930\u0942\u092a \u0938\u0947 \u092e\u091c\u092c\u0942\u0924 \u0926\u093f\u0916\u0924\u093e \u0939\u0948, \u0935\u0939 \u0905\u0938\u094d\u0935\u0940\u0915\u093e\u0930\u094d\u092f \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948 \u092f\u0926\u093f \u0935\u0939 \u0938\u092c\u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0936\u094d\u0930\u0947\u0923\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u092b\u0932 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0915\u0902\u092b\u094d\u092f\u0942\u091c\u0928 \u092e\u0948\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u094b\u0902 \u0915\u094b \u092a\u0948\u091f\u0930\u094d\u0928 \u092e\u0947\u0902 \u092c\u0926\u0932 \u0926\u0947\u0924\u0947 \u0939\u0948\u0902<\/h3>\n\n\n\n<p>\u0907\u092e\u0947\u091c \u0930\u093f\u0915\u0917\u094d\u0928\u093f\u0936\u0928 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u0928\u094d\u092b\u094d\u092f\u0942\u091c\u0928 \u092e\u0948\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0938\u092c\u0938\u0947 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u092e\u0947\u0902 \u0938\u0947 \u090f\u0915 \u0939\u0948\u0964 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u094b\u0902 \u0915\u094b \u090f\u0915 \u0939\u0940 \u0938\u094d\u0915\u094b\u0930 \u092e\u0947\u0902 \u0938\u092e\u0947\u091f\u0928\u0947 \u0915\u0947 \u092c\u091c\u093e\u092f, \u092f\u0947 \u092e\u0948\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0926\u093f\u0916\u093e\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u093e\u0902 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0935\u0930\u094d\u0917\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0915\u0948\u0938\u0947 \u092c\u0926\u0932\u0924\u0940 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0917\u0932\u0924\u093f\u092f\u094b\u0902 \u0915\u0940 \u0938\u0902\u0930\u091a\u0928\u093e \u0915\u093e \u092a\u0924\u093e \u091a\u0932\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0915\u0902\u092b\u094d\u092f\u0942\u091c\u0928 \u092e\u0948\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0915\u094d\u092f\u093e \u092a\u094d\u0930\u0915\u091f \u0915\u0930\u0924\u0947 \u0939\u0948\u0902<\/h4>\n\n\n\n<p>\u0917\u094d\u0930\u093e\u0909\u0902\u0921 \u091f\u094d\u0930\u0941\u0925 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u094b\u0902 \u0915\u094b \u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u0930\u0915\u0947, \u0915\u0928\u094d\u092b\u094d\u092f\u0942\u091c\u0928 \u092e\u0948\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0909\u0928 \u0938\u0935\u093e\u0932\u094b\u0902 \u0915\u0947 \u091c\u0935\u093e\u092c \u0926\u0947\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u091c\u093f\u0928\u0915\u093e \u091c\u0935\u093e\u092c \u0938\u094d\u0915\u0947\u0932\u0930 \u092e\u0948\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0928\u0939\u0940\u0902 \u0926\u0947 \u0938\u0915\u0924\u0947:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0915\u093f\u0928 \u0915\u0915\u094d\u0937\u093e\u0913\u0902 \u0915\u094b \u0905\u0915\u094d\u0938\u0930 \u090f\u0915 \u0926\u0942\u0938\u0930\u0947 \u0915\u0947 \u0938\u093e\u0925 \u092d\u094d\u0930\u092e\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948?<\/li>\n\n\n\n<li>\u0915\u094d\u092f\u093e \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u093e\u0901 \u090f\u0915\u0924\u0930\u092b\u093c\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0902 \u092f\u093e \u092a\u093e\u0930\u0938\u094d\u092a\u0930\u093f\u0915?<\/li>\n\n\n\n<li>\u091a\u093e\u0939\u0947 \u0917\u0932\u0924\u093f\u092f\u093e\u0901 \u0926\u093f\u0916\u0928\u0947 \u092e\u0947\u0902 \u0938\u092e\u093e\u0928 \u092f\u093e \u0905\u0924\u093f\u0935\u094d\u092f\u093e\u092a\u0940 \u0936\u094d\u0930\u0947\u0923\u093f\u092f\u094b\u0902 \u0915\u0947 \u0906\u0938\u092a\u093e\u0938 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u094b\u0902<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u092f\u0939 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0915\u094d\u092f\u094b\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948<\/h4>\n\n\n\n<p>\u092f\u0947 \u092a\u0948\u091f\u0930\u094d\u0928 \u0905\u0915\u094d\u0938\u0930 \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u0915\u0940 \u0913\u0930 \u0938\u0940\u0927\u0947 \u0907\u0936\u093e\u0930\u093e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u0948\u0938\u0947 \u0915\u093f \u0905\u0938\u094d\u092a\u0937\u094d\u091f \u0935\u0930\u094d\u0917 \u092a\u0930\u093f\u092d\u093e\u0937\u093e\u090f\u0901, \u0905\u0938\u0902\u0917\u0924 \u0932\u0947\u092c\u0932\u093f\u0902\u0917, \u092f\u093e \u0905\u0928\u0941\u092a\u0932\u092c\u094d\u0927 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0909\u0926\u093e\u0939\u0930\u0923\u0964 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092d\u094d\u0930\u092e \u092e\u0948\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0935\u0930\u094d\u0917\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u094b \u0909\u091c\u093e\u0917\u0930 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0907\u0938\u0932\u093f\u090f \u0935\u0947 \u092f\u0939 \u0924\u092f \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f \u0905\u0927\u093f\u0915 \u0921\u0947\u091f\u093e \u090f\u0915\u0924\u094d\u0930 \u0915\u093f\u092f\u093e \u091c\u093e\u090f, \u0932\u0947\u092c\u0932 \u0915\u094b \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u090f \u092f\u093e \u0935\u0930\u094d\u0917 \u0938\u0940\u092e\u093e\u0913\u0902 \u0915\u094b \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u090f\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0924\u094d\u092f\u093e\u092a\u0928 \u0915\u0947\u0935\u0932 \u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u0905\u0928\u0926\u0947\u0916\u0947 \u0921\u0947\u091f\u093e \u0915\u0947 \u0938\u093e\u0925 \u0939\u0940 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/h3>\n\n\n\n<p>\u091c\u092c \u0938\u0924\u094d\u092f\u093e\u092a\u0928 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0921\u0947\u091f\u093e \u0915\u0947 \u092c\u0939\u0941\u0924 \u0938\u092e\u093e\u0928 \u0939\u094b\u0924\u093e \u0939\u0948, \u0924\u094b \u0938\u091f\u0940\u0915\u0924\u093e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0935\u093f\u092b\u0932 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0910\u0938\u093e \u091f\u0940\u092e\u094b\u0902 \u0915\u0940 \u0905\u092a\u0947\u0915\u094d\u0937\u093e \u0938\u0947 \u0915\u0939\u0940\u0902 \u0905\u0927\u093f\u0915 \u092c\u093e\u0930 \u0939\u094b\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p>\u092f\u0926\u093f \u090f\u0915 \u0939\u0940 \u091b\u0935\u093f \u0915\u0947 \u0938\u0902\u0935\u0930\u094d\u0927\u093f\u0924 \u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u0908 \u092d\u093e\u0917\u094b\u0902 \u092e\u0947\u0902 \u0926\u093f\u0916\u093e\u0908 \u0926\u0947\u0924\u0947 \u0939\u0948\u0902, \u092f\u093e \u092f\u0926\u093f \u0921\u0947\u091f\u093e \u0938\u092e\u093e\u0928 \u0938\u0940\u092e\u093f\u0924 \u092a\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902 \u0938\u0947 \u0906\u0924\u093e \u0939\u0948, \u0924\u094b \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0943\u0924\u094d\u0930\u093f\u092e \u0930\u0942\u092a \u0938\u0947 \u0905\u0927\u093f\u0915 \u092a\u094d\u0930\u0924\u0940\u0924 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 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\u0939\u0948\u0902<\/h3>\n\n\n\n<p>\u0938\u091f\u0940\u0915\u0924\u093e \u0938\u0902\u092c\u0902\u0927\u0940 \u0915\u0908 \u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0902 \u0924\u092d\u0940 \u0938\u093e\u092e\u0928\u0947 \u0906\u0924\u0940 \u0939\u0948\u0902 \u091c\u092c \u092e\u0949\u0921\u0932 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0940 \u0916\u093e\u092e\u093f\u092f\u094b\u0902 \u0915\u093e \u0938\u093e\u092e\u0928\u093e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u092e\u094b\u0936\u0928 \u092c\u094d\u0932\u0930, \u0936\u094b\u0930, \u0905\u0935\u0930\u094b\u0927, \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u0915\u0932\u093e\u0915\u0943\u0924\u093f\u092f\u093e\u0901 \u0914\u0930 \u0916\u0930\u093e\u092c \u092a\u094d\u0930\u0915\u093e\u0936 \u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093e \u0909\u0928 \u0915\u092e\u091c\u094b\u0930\u093f\u092f\u094b\u0902 \u0915\u094b \u0909\u091c\u093e\u0917\u0930 \u0915\u0930\u0924\u0940 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\u0935\u093e\u0932\u093e \u092e\u0949\u0921\u0932, \u092a\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0925\u094b\u0921\u093c\u093e \u0938\u093e \u092d\u0940 \u092c\u0926\u0932\u093e\u0935 \u0906\u0928\u0947 \u092a\u0930 \u0935\u093f\u092b\u0932 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0924\u0948\u0928\u093e\u0924\u0940 \u0938\u0947 \u092a\u0939\u0932\u0947 \u0907\u0938\u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0938\u0947 \u0938\u092e\u092f, \u0932\u093e\u0917\u0924 \u0914\u0930 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f\u0924\u093e \u0915\u0940 \u092c\u091a\u0924 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<p>\u0907\u0938 \u091a\u0930\u0923 \u092e\u0947\u0902 \u0938\u091f\u0940\u0915 \u0938\u093f\u092e\u0941\u0932\u0947\u0936\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0928\u0939\u0940\u0902 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0907\u0938\u092e\u0947\u0902 \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u0947 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u094d\u0935\u0930\u0942\u092a \u0915\u093e \u0938\u091f\u0940\u0915 \u0928\u092e\u0942\u0928\u093e \u0932\u0947\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u0938\u091f\u0940\u0915\u0924\u093e \u0914\u0930 \u092a\u0942\u0930\u094d\u0935\u093e\u0917\u094d\u0930\u0939 \u0915\u0940 \u092d\u0942\u092e\u093f\u0915\u093e<\/h3>\n\n\n\n<p>\u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0938\u094d\u0925\u093f\u0930 \u0928\u0939\u0940\u0902 \u0939\u094b\u0924\u0940\u0964 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u093e \u0921\u0947\u091f\u093e \u0932\u0917\u093e\u0924\u093e\u0930 \u092c\u0926\u0932\u0924\u093e \u0930\u0939\u0924\u093e \u0939\u0948, \u0914\u0930 \u091c\u093f\u0928 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0928\u0939\u0940\u0902 \u0915\u0940 \u091c\u093e\u0924\u0940, \u0935\u0947 \u0927\u0940\u0930\u0947-\u0927\u0940\u0930\u0947 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915\u0924\u093e \u0938\u0947 \u0905\u0932\u0917 \u0939\u094b \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u092e\u094c\u0938\u092e\u0940 \u092c\u0926\u0932\u093e\u0935, \u0928\u090f \u0939\u093e\u0930\u094d\u0921\u0935\u0947\u092f\u0930, \u092a\u0930\u094d\u092f\u093e\u0935\u0930\u0923\u0940\u092f \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0914\u0930 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u0947 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u092e\u0947\u0902 \u092c\u0926\u0932\u093e\u0935, \u092f\u0947 \u0938\u092d\u0940 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u0947 \u0938\u094d\u0935\u0930\u0942\u092a \u0914\u0930 \u092e\u0949\u0921\u0932\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u0909\u0928\u0915\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u094b \u092a\u094d\u0930\u092d\u093e\u0935\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u091c\u092c \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0940 \u091c\u093e\u0901\u091a \u0915\u0947\u0935\u0932 \u0932\u0949\u0928\u094d\u091a \u0915\u0947 \u0938\u092e\u092f \u0915\u0940 \u091c\u093e\u0924\u0940 \u0939\u0948, \u0924\u094b \u092f\u0939 \u0927\u0940\u092e\u0940 \u0917\u093f\u0930\u093e\u0935\u091f \u0905\u0915\u094d\u0938\u0930 \u0924\u092c \u0924\u0915 unnoticed \u0930\u0939\u0924\u0940 \u0939\u0948 \u091c\u092c \u0924\u0915 \u0915\u093f \u0935\u093f\u092b\u0932\u0924\u093e\u090f\u0901 \u0938\u094d\u092a\u0937\u094d\u091f \u0928 \u0939\u094b \u091c\u093e\u090f\u0901\u0964.<\/p>\n\n\n\n<p>\u0924\u0948\u0928\u093e\u0924\u0940 \u0915\u0947 \u092c\u093e\u0926 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0940 \u091c\u093e\u0901\u091a \u0915\u0930\u0924\u0947 \u0938\u092e\u092f \u0905\u0932\u0917-\u0905\u0932\u0917 \u0906\u0902\u0915\u0921\u093c\u094b\u0902 \u0915\u0947 \u092c\u091c\u093e\u092f \u0930\u0941\u091d\u093e\u0928\u094b\u0902 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964 \u0927\u0940\u0930\u0947-\u0927\u0940\u0930\u0947 \u0939\u094b\u0928\u0947 \u0935\u093e\u0932\u0940 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092e\u0947\u0902 \u0917\u093f\u0930\u093e\u0935\u091f \u0905\u0915\u094d\u0938\u0930 \u0905\u091a\u093e\u0928\u0915 \u0935\u093f\u092b\u0932\u0924\u093e \u0938\u0947 \u0905\u0927\u093f\u0915 \u0916\u0924\u0930\u0928\u093e\u0915 \u0939\u094b\u0924\u0940 \u0939\u0948 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092f\u0939 \u092a\u0930\u093f\u091a\u093f\u0924 \u092e\u093e\u092a\u0926\u0902\u0921\u094b\u0902 \u0915\u0947 \u092a\u0940\u091b\u0947 \u091b\u093f\u092a\u0940 \u0930\u0939\u0924\u0940 \u0939\u0948\u0964 \u0928\u093f\u0930\u0902\u0924\u0930 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0938\u0947 \u0938\u0942\u0915\u094d\u0937\u094d\u092e \u092c\u0926\u0932\u093e\u0935\u094b\u0902 \u0915\u093e \u0936\u0940\u0918\u094d\u0930 \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e \u0914\u0930 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0947 \u0938\u094d\u0935\u0940\u0915\u093e\u0930\u094d\u092f \u0938\u094d\u0924\u0930 \u0938\u0947 \u0928\u0940\u091a\u0947 \u0917\u093f\u0930\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947 \u0939\u0940 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0926\u0947\u0928\u093e \u0938\u0902\u092d\u0935 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p>\u0907\u0938 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srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2026\/02\/task_01kjcdjkwxe35sena3r07jav6q_1772090986_img_0-1024x683.avif 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2026\/02\/task_01kjcdjkwxe35sena3r07jav6q_1772090986_img_0-300x200.avif 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2026\/02\/task_01kjcdjkwxe35sena3r07jav6q_1772090986_img_0-768x512.avif 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2026\/02\/task_01kjcdjkwxe35sena3r07jav6q_1772090986_img_0-18x12.avif 18w, https:\/\/flypix.ai\/wp-content\/uploads\/2026\/02\/task_01kjcdjkwxe35sena3r07jav6q_1772090986_img_0.avif 1536w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0938\u091f\u0940\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u093e<\/h2>\n\n\n\n<p>\u0938\u091f\u0940\u0915\u0924\u093e 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\u091c\u093f\u0938\u092e\u0947\u0902 \u0915\u092e \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f\u0924\u093e \u0935\u093e\u0932\u0947 \u0935\u0930\u094d\u0917 \u092f\u093e \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li>\u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u093f\u0928 \u092a\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u0926\u0930\u094d\u0936\u093e\u0924\u093e \u0939\u0948, \u091c\u0948\u0938\u0947 \u0915\u093f \u0921\u0947\u091f\u093e \u0938\u094d\u0930\u094b\u0924, \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092f\u093e \u0938\u092e\u092f \u0905\u0935\u0927\u093f?<\/li>\n\n\n\n<li>\u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092e\u0947\u0902 \u0915\u093f\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0939\u094b\u0928\u0947 \u0915\u0940 \u0938\u0902\u092d\u093e\u0935\u0928\u093e \u0939\u0948 \u0914\u0930 \u0907\u0938\u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0948\u0938\u0947 \u0915\u0940 \u091c\u093e\u090f\u0917\u0940<\/li>\n<\/ul>\n\n\n\n<p>\u0938\u094d\u092a\u0937\u094d\u091f \u0914\u0930 \u0908\u092e\u093e\u0928\u0926\u093e\u0930 \u0930\u093f\u092a\u094b\u0930\u094d\u091f\u093f\u0902\u0917 \u0938\u0947 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u092c\u0922\u093c\u0924\u093e \u0939\u0948 \u0914\u0930 \u0910\u0938\u0940 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0915\u093e \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0939\u094b\u0924\u093e \u0939\u0948 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u092c\u0928\u093e\u090f \u0930\u0916\u0928\u093e, \u0938\u0941\u0927\u093e\u0930\u0928\u093e \u0914\u0930 \u0909\u0928 \u092a\u0930 \u092d\u0930\u094b\u0938\u093e \u0915\u0930\u0928\u093e \u0906\u0938\u093e\u0928 \u0939\u094b\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u091c\u092c \u0915\u094b\u0908 \u092e\u0949\u0921\u0932 \u0935\u093e\u0938\u094d\u0924\u0935 \u092e\u0947\u0902 \u0924\u0948\u092f\u093e\u0930 \u0939\u094b<\/h2>\n\n\n\n<p>\u0915\u093f\u0938\u0940 \u092e\u0949\u0921\u0932 \u0915\u094b \u0924\u092c \u0924\u0948\u092f\u093e\u0930 \u092e\u093e\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u091c\u092c \u0909\u0938\u0915\u0947 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u094b \u0938\u092e\u091d\u093e \u091c\u093e \u0938\u0915\u0947, \u0928 \u0915\u093f \u0924\u092c \u091c\u092c \u0909\u0938\u0915\u0947 \u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0905\u092a\u0928\u0947 \u0909\u091a\u094d\u091a\u0924\u092e \u0938\u094d\u0924\u0930 \u092a\u0930 \u092a\u0939\u0941\u0901\u091a \u091c\u093e\u090f\u0901\u0964 \u0909\u091a\u094d\u091a \u0938\u094d\u0915\u094b\u0930 \u0915\u092e\u091c\u093c\u094b\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u094b \u091b\u093f\u092a\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0916\u093e\u0938\u0915\u0930 \u092f\u0926\u093f \u0935\u0947 \u0938\u0940\u092e\u093f\u0924 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092f\u093e \u0906\u0926\u0930\u094d\u0936 \u092a\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902 \u0938\u0947 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0939\u094b\u0902\u0964 \u0907\u0938\u0938\u0947 \u091c\u093c\u094d\u092f\u093e\u0926\u093e \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092f\u0939 \u091c\u093e\u0928\u0928\u093e \u0939\u0948 \u0915\u093f \u092e\u0949\u0921\u0932 \u0915\u0939\u093e\u0901 \u0935\u093f\u092b\u0932 \u0939\u094b\u0924\u093e \u0939\u0948, \u0915\u0939\u093e\u0901 \u0935\u093f\u092b\u0932 \u0939\u094b\u0924\u093e \u0939\u0948, \u0914\u0930 \u0915\u094d\u092f\u093e \u092f\u0939 \u0938\u094d\u0935\u0940\u0915\u093e\u0930\u094d\u092f \u091c\u094b\u0916\u093f\u092e \u0915\u0947 \u0905\u0928\u0941\u0930\u0942\u092a \u0939\u0948\u0964 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u094b\u0902 \u0915\u094b \u0925\u094d\u0930\u0947\u0936\u0939\u094b\u0932\u094d\u0921, \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u092f\u093e \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0905\u091c\u094d\u091e\u093e\u0924 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u093e\u0901 \u092c\u093e\u0926 \u092e\u0947\u0902 \u0938\u093e\u092e\u0928\u0947 \u0906\u0924\u0940 \u0939\u0948\u0902, \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0924\u092c \u091c\u092c \u0909\u0928\u094d\u0939\u0947\u0902 \u0920\u0940\u0915 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0932\u093e\u0917\u0924 \u0905\u0927\u093f\u0915 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<p>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0924\u0948\u092f\u093e\u0930\u0940 \u0906\u0936\u093e\u0935\u093e\u0926\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0947 \u092c\u091c\u093e\u092f \u0905\u0928\u0941\u0936\u093e\u0938\u093f\u0924 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0938\u0947 \u0906\u0924\u0940 \u0939\u0948\u0964 \u0907\u0938\u0915\u093e \u0905\u0930\u094d\u0925 \u0939\u0948 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092a\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0930\u0928\u093e, \u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u0905\u0928\u0926\u0947\u0916\u0947 \u0921\u0947\u091f\u093e \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0938\u0924\u094d\u092f\u093e\u092a\u0928 \u0915\u0930\u0928\u093e \u0914\u0930 \u0924\u0948\u0928\u093e\u0924\u0940 \u0915\u0947 \u092c\u093e\u0926 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0930\u0928\u093e\u0964 \u090f\u0915 \u0910\u0938\u093e \u092e\u0949\u0921\u0932 \u091c\u093f\u0938\u0915\u093e \u0932\u0917\u093e\u0924\u093e\u0930 \u0905\u0935\u0932\u094b\u0915\u0928 \u0914\u0930 \u0938\u092e\u093e\u092f\u094b\u091c\u0928 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u0935\u0939 \u0909\u0938 \u092e\u0949\u0921\u0932 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0915\u0939\u0940\u0902 \u0905\u0927\u093f\u0915 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f \u0939\u094b\u0924\u093e \u0939\u0948 \u091c\u094b \u0932\u0949\u0928\u094d\u091a \u0915\u0947 \u0938\u092e\u092f \u0915\u0947\u0935\u0932 \u092e\u091c\u092c\u0942\u0924 \u0926\u093f\u0916\u093e\u0908 \u0926\u0947\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0905\u0902\u0924\u093f\u092e \u0935\u093f\u091a\u093e\u0930<\/h2>\n\n\n\n<p>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092e\u0947\u0902 \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0940 \u091c\u093e\u0901\u091a \u0915\u0930\u0928\u093e \u0909\u091a\u094d\u091a\u0924\u092e \u0938\u094d\u0915\u094b\u0930 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964 \u092f\u0939 \u0938\u092e\u091d\u0928\u0947 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0939\u0948 \u0915\u093f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915\u0924\u093e \u0915\u0947 \u0939\u0938\u094d\u0924\u0915\u094d\u0937\u0947\u092a \u0939\u094b\u0928\u0947 \u092a\u0930 \u0915\u094b\u0908 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u0948\u0938\u0947 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p>\u092e\u093e\u092a\u0926\u0902\u0921 \u0909\u092a\u0915\u0930\u0923 \u0939\u0948\u0902\u0964 \u0907\u0928\u0915\u093e \u0938\u093e\u0935\u0927\u093e\u0928\u0940\u092a\u0942\u0930\u094d\u0935\u0915 \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0938\u0947 \u0916\u0942\u092c\u093f\u092f\u093e\u0902 \u0914\u0930 \u0915\u092e\u093f\u092f\u093e\u0902 \u0909\u091c\u093e\u0917\u0930 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902\u0964 \u0932\u093e\u092a\u0930\u0935\u093e\u0939\u0940 \u0938\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u092a\u0930 \u092f\u0947 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f\u0924\u093e \u0915\u0947 \u092c\u093f\u0928\u093e \u0906\u0924\u094d\u092e\u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u092a\u0948\u0926\u093e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<p>\u090f\u0915 \u0921\u0947\u092e\u094b \u0914\u0930 \u090f\u0915 \u092d\u0930\u094b\u0938\u0947\u092e\u0902\u0926 \u0907\u092e\u0947\u091c \u0930\u093f\u0915\u0917\u094d\u0928\u093f\u0936\u0928 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u0947 \u092c\u0940\u091a \u0915\u093e \u0905\u0902\u0924\u0930 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964 \u0905\u0902\u0924\u0930 \u092f\u0939 \u0939\u0948 \u0915\u093f \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u0915\u093f\u0924\u0928\u0940 \u0908\u092e\u093e\u0928\u0926\u093e\u0930\u0940 \u0938\u0947 \u092e\u093e\u092a\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u092a\u0930\u0916\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u092c\u0928\u093e\u090f \u0930\u0916\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0905\u0915\u094d\u0938\u0930 \u092a\u0942\u091b\u0947 \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1772090752182\"><strong class=\"schema-faq-question\">\u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u092e\u093e\u092a\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e \u092e\u093e\u092a\u0926\u0902\u0921 \u0915\u094d\u092f\u093e \u0939\u0948?<\/strong> <p class=\"schema-faq-answer\">\u0915\u094b\u0908 \u090f\u0915 \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u092e\u093e\u092a\u0926\u0902\u0921 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964 \u0938\u092e\u0917\u094d\u0930 \u0938\u091f\u0940\u0915\u0924\u093e \u090f\u0915 \u0924\u094d\u0935\u0930\u093f\u0924 \u0938\u0902\u0915\u0947\u0924 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u092f\u0939 \u0905\u0915\u0947\u0932\u0947 \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0928\u0939\u0940\u0902 \u0939\u094b\u0924\u0940\u0964 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u092e\u0947\u0902, \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u093e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u092a\u0930\u093f\u0936\u0941\u0926\u094d\u0927\u0924\u093e, \u0930\u093f\u0915\u0949\u0932 \u0914\u0930 \u0915\u093e\u0930\u094d\u092f-\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u092e\u093e\u092a\u0926\u0902\u0921\u094b\u0902 \u091c\u0948\u0938\u0947 \u0915\u093f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f IoU \u092f\u093e mAP \u0915\u0947 \u0938\u0902\u092f\u094b\u091c\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0915\u093f\u092f\u093e \u091c\u093e\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964 \u0938\u0939\u0940 \u0938\u0902\u092f\u094b\u091c\u0928 \u0907\u0938 \u092c\u093e\u0924 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u0906\u092a\u0915\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u092e\u093e\u092e\u0932\u0947 \u092e\u0947\u0902 \u0915\u093f\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0940 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u093e\u0901 \u0938\u092c\u0938\u0947 \u0905\u0927\u093f\u0915 \u092e\u093e\u092f\u0928\u0947 \u0930\u0916\u0924\u0940 \u0939\u0948\u0902\u0964.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1772090760502\"><strong class=\"schema-faq-question\">\u092e\u0947\u0930\u093e \u092e\u0949\u0921\u0932 \u0909\u091a\u094d\u091a \u0938\u091f\u0940\u0915\u0924\u093e \u0926\u093f\u0916\u093e\u0924\u093e \u0939\u0948 \u0932\u0947\u0915\u093f\u0928 \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u092e\u0947\u0902 \u0916\u0930\u093e\u092c \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u094d\u092f\u094b\u0902 \u0915\u0930\u0924\u093e \u0939\u0948?<\/strong> <p class=\"schema-faq-answer\">\u0910\u0938\u093e \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0924\u092c \u0939\u094b\u0924\u093e \u0939\u0948 \u091c\u092c \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0921\u0947\u091f\u093e \u0915\u0947 \u092c\u0939\u0941\u0924 \u0938\u092e\u093e\u0928 \u0939\u094b\u0924\u093e \u0939\u0948 \u092f\u093e \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092a\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u092a\u094d\u0930\u0924\u093f\u092c\u093f\u0902\u092c\u093f\u0924 \u0928\u0939\u0940\u0902 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0938\u093e\u092b\u093c \u091b\u0935\u093f\u092f\u093e\u0902, \u0938\u0940\u092e\u093f\u0924 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092f\u093e \u0935\u093f\u092d\u093e\u091c\u0928 \u0915\u0947 \u092c\u0940\u091a \u0921\u0947\u091f\u093e \u0932\u0940\u0915 \u0939\u094b\u0928\u0947 \u0938\u0947 \u0938\u091f\u0940\u0915\u0924\u093e \u0938\u094d\u0915\u094b\u0930 \u092c\u0922\u093c \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u090f\u0915 \u092c\u093e\u0930 \u091c\u092c \u092e\u0949\u0921\u0932 \u0928\u0908 \u0930\u094b\u0936\u0928\u0940, \u0915\u094b\u0923, \u0936\u094b\u0930 \u092f\u093e \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u0915\u093e \u0938\u093e\u092e\u0928\u093e \u0915\u0930\u0924\u093e \u0939\u0948, \u0924\u094b \u0910\u0938\u0940 \u0915\u092e\u093f\u092f\u093e\u0902 \u0938\u093e\u092e\u0928\u0947 \u0906\u0924\u0940 \u0939\u0948\u0902 \u091c\u093f\u0928\u0915\u093e \u092a\u0939\u0932\u0947 \u0915\u092d\u0940 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0928\u0939\u0940\u0902 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e\u0964.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1772090770073\"><strong class=\"schema-faq-question\">\u092e\u0941\u091d\u0947 \u0915\u0948\u0938\u0947 \u092a\u0924\u093e \u091a\u0932\u0947\u0917\u093e \u0915\u093f \u092e\u0947\u0930\u0947 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0947\u0938\u093f\u091c\u0928 \u092f\u093e \u0930\u093f\u0915\u0949\u0932 \u092e\u0947\u0902 \u0938\u0947 \u0915\u094c\u0928 \u0938\u093e \u091c\u094d\u092f\u093e\u0926\u093e \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948?<\/strong> <p class=\"schema-faq-answer\">\u092f\u0939 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u094b\u0902 \u0915\u0940 \u0932\u093e\u0917\u0924 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0926\u093f \u0917\u0932\u0924 \u092a\u0930\u093f\u0923\u093e\u092e \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0938\u092e\u0940\u0915\u094d\u0937\u093e, \u0905\u0932\u0930\u094d\u091f \u092f\u093e \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u093e\u0930\u094d\u0930\u0935\u093e\u0908 \u0915\u094b \u091f\u094d\u0930\u093f\u0917\u0930 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0924\u094b \u0938\u091f\u0940\u0915\u0924\u093e \u0905\u0927\u093f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948\u0964 \u092f\u0926\u093f \u091b\u0942\u091f\u0940 \u0939\u0941\u0908 \u0935\u0938\u094d\u0924\u0941\u090f\u0902 \u091c\u094b\u0916\u093f\u092e \u092f\u093e \u0915\u092e\u093f\u092f\u093e\u0902 \u092a\u0948\u0926\u093e \u0915\u0930\u0924\u0940 \u0939\u0948\u0902, \u0924\u094b \u0930\u093f\u0915\u0949\u0932 \u0905\u0927\u093f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0905\u0927\u093f\u0915\u093e\u0902\u0936 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0915\u093f\u0938\u0940 \u090f\u0915 \u092e\u0940\u091f\u094d\u0930\u093f\u0915 \u0915\u094b \u0905\u0902\u0927\u093e\u0927\u0941\u0902\u0927 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u092c\u091c\u093e\u092f \u0938\u094b\u091a-\u0938\u092e\u091d\u0915\u0930 \u0938\u0902\u0924\u0941\u0932\u0928 \u092c\u0928\u093e\u0928\u093e \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u094b\u0924\u093e \u0939\u0948\u0964.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1772090780663\"><strong class=\"schema-faq-question\">\u0915\u094d\u092f\u093e \u0915\u093f\u0938\u0940 \u092e\u0949\u0921\u0932 \u0915\u093e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f F1 \u0938\u094d\u0915\u094b\u0930 \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0939\u0948?<\/strong> <p class=\"schema-faq-answer\">\u0928\u0939\u0940\u0902\u0964 F1 \u0938\u094d\u0915\u094b\u0930 \u0924\u0941\u0932\u0928\u093e \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u092f\u0939 \u092a\u094d\u0930\u0947\u0938\u093f\u091c\u0928 \u0914\u0930 \u0930\u093f\u0915\u0949\u0932 \u0915\u0947 \u0938\u0902\u0924\u0941\u0932\u0928 \u0915\u094b \u091b\u093f\u092a\u093e \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u0938\u092e\u093e\u0928 F1 \u0938\u094d\u0915\u094b\u0930 \u0935\u093e\u0932\u0947 \u0926\u094b \u092e\u0949\u0921\u0932 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u092e\u0947\u0902 \u092c\u0939\u0941\u0924 \u0905\u0932\u0917 \u0924\u0930\u0939 \u0938\u0947 \u0915\u093e\u092e \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947 \u0939\u092e\u0947\u0936\u093e \u092a\u094d\u0930\u0947\u0938\u093f\u091c\u0928 \u0914\u0930 \u0930\u093f\u0915\u0949\u0932 \u0915\u094b \u0905\u0932\u0917-\u0905\u0932\u0917 \u0926\u0947\u0916\u0947\u0902\u0964.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1772090796772\"><strong class=\"schema-faq-question\">\u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u093e \u092a\u0941\u0928\u0930\u094d\u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u093f\u0924\u0928\u0940 \u092c\u093e\u0930 \u0915\u093f\u092f\u093e \u091c\u093e\u0928\u093e \u091a\u093e\u0939\u093f\u090f?<\/strong> <p class=\"schema-faq-answer\">\u0924\u0948\u0928\u093e\u0924\u0940 \u0915\u0947 \u092c\u093e\u0926 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0940 \u091c\u093e\u0901\u091a \u0928\u093f\u092f\u092e\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0915\u0940 \u091c\u093e\u0928\u0940 \u091a\u093e\u0939\u093f\u090f, \u0928 \u0915\u093f \u0915\u0947\u0935\u0932 \u090f\u0915 \u092c\u093e\u0930\u0964 \u0909\u091a\u093f\u0924 \u0906\u0935\u0943\u0924\u094d\u0924\u093f \u0907\u0938 \u092c\u093e\u0924 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u0940 \u0939\u0948 \u0915\u093f \u0921\u0947\u091f\u093e \u0915\u093f\u0924\u0928\u0940 \u0924\u0947\u091c\u093c\u0940 \u0938\u0947 \u092c\u0926\u0932\u0924\u093e \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u0928\u090f \u0935\u093e\u0924\u093e\u0935\u0930\u0923, \u092e\u094c\u0938\u092e \u092f\u093e \u0939\u093e\u0930\u094d\u0921\u0935\u0947\u092f\u0930 \u0915\u0947 \u0938\u0902\u092a\u0930\u094d\u0915 \u092e\u0947\u0902 \u0906\u0928\u0947 \u0935\u093e\u0932\u0947 \u0915\u093f\u0938\u0940 \u092d\u0940 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u0940 \u0928\u093f\u0930\u0902\u0924\u0930 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0940 \u091c\u093e\u0928\u0940 \u091a\u093e\u0939\u093f\u090f\u0964 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092e\u0947\u0902 \u0927\u0940\u092e\u0940 \u0917\u093f\u0930\u093e\u0935\u091f \u0906\u092e \u092c\u093e\u0924 \u0939\u0948 \u0914\u0930 \u0930\u0941\u091d\u093e\u0928\u094b\u0902 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0947 \u092c\u093f\u0928\u093e \u0905\u0915\u094d\u0938\u0930 \u0907\u0938 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0928\u0939\u0940\u0902 \u091c\u093e\u0924\u093e\u0964.<\/p> <\/div> <\/div>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Image recognition models rarely fail because the architecture is wrong. They fail because accuracy is misunderstood, measured poorly, or checked in conditions that don\u2019t reflect reality. A model can look impressive during training and still fall apart the moment it meets real data. Checking image recognition accuracy is not about chasing a single score. It\u2019s [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":182592,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-182588","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 v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to Check Image Recognition Accuracy: What Actually Matters<\/title>\n<meta name=\"description\" content=\"Learn how to measure image recognition accuracy using practical metrics, validation methods, and real-world testing that actually reflects model performance.\" \/>\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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Team"},"url":"https:\/\/flypix.ai\/hi\/author\/manager\/"},{"@type":"Question","@id":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090752182","position":1,"url":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090752182","name":"\u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u092e\u093e\u092a\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e \u092e\u093e\u092a\u0926\u0902\u0921 \u0915\u094d\u092f\u093e \u0939\u0948?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"There is no single best metric. Overall accuracy can be useful as a quick signal, but it is rarely enough on its own. In real projects, accuracy should be evaluated using a combination of precision, recall, and task-specific metrics like IoU or mAP for object detection. The right mix depends on what kinds of errors matter most in your use case.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090760502","position":2,"url":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090760502","name":"\u092e\u0947\u0930\u093e \u092e\u0949\u0921\u0932 \u0909\u091a\u094d\u091a \u0938\u091f\u0940\u0915\u0924\u093e \u0926\u093f\u0916\u093e\u0924\u093e \u0939\u0948 \u0932\u0947\u0915\u093f\u0928 \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u092e\u0947\u0902 \u0916\u0930\u093e\u092c \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u094d\u092f\u094b\u0902 \u0915\u0930\u0924\u093e \u0939\u0948?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"This usually happens when evaluation data is too similar to training data or does not reflect real conditions. Clean images, limited environments, or data leakage between splits can inflate accuracy scores. Once the model encounters new lighting, angles, noise, or environments, weaknesses appear that were never tested for.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090770073","position":3,"url":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090770073","name":"\u092e\u0941\u091d\u0947 \u0915\u0948\u0938\u0947 \u092a\u0924\u093e \u091a\u0932\u0947\u0917\u093e \u0915\u093f \u092e\u0947\u0930\u0947 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0947\u0938\u093f\u091c\u0928 \u092f\u093e \u0930\u093f\u0915\u0949\u0932 \u092e\u0947\u0902 \u0938\u0947 \u0915\u094c\u0928 \u0938\u093e \u091c\u094d\u092f\u093e\u0926\u093e \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"It depends on the cost of errors. If false positives trigger manual review, alerts, or automated actions, precision matters more. If missing objects creates risk or blind spots, recall is more important. Most real systems require a conscious trade-off rather than optimizing one metric blindly.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090780663","position":4,"url":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090780663","name":"\u0915\u094d\u092f\u093e \u0915\u093f\u0938\u0940 \u092e\u0949\u0921\u0932 \u0915\u093e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f F1 \u0938\u094d\u0915\u094b\u0930 \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0939\u0948?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"No. The F1 score is useful for comparison, but it hides how precision and recall are balanced. Two models with the same F1 score can behave very differently in practice. Always look at precision and recall separately before making decisions.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090796772","position":5,"url":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090796772","name":"\u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u093e \u092a\u0941\u0928\u0930\u094d\u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u093f\u0924\u0928\u0940 \u092c\u093e\u0930 \u0915\u093f\u092f\u093e \u091c\u093e\u0928\u093e \u091a\u093e\u0939\u093f\u090f?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Accuracy should be checked regularly after deployment, not just once. The right frequency depends on how fast data changes, but any system exposed to new environments, seasons, or hardware should be monitored continuously. Slow performance drift is common and often goes unnoticed without tracking trends.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"}]}},"_links":{"self":[{"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/posts\/182588","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/comments?post=182588"}],"version-history":[{"count":3,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/posts\/182588\/revisions"}],"predecessor-version":[{"id":182594,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/posts\/182588\/revisions\/182594"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/media\/182592"}],"wp:attachment":[{"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/media?parent=182588"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/categories?post=182588"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/tags?post=182588"}],"curies":[{"name":"\u0921\u092c\u094d\u0932\u094d\u092f\u0942\u092a\u0940","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}