{"id":9447,"date":"2023-12-26T08:55:33","date_gmt":"2023-12-26T05:25:33","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d9%85%d8%af%d9%84-segment-anything-sam-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%85%d8%a7%d8%b3\/"},"modified":"2023-12-26T08:55:33","modified_gmt":"2023-12-26T05:25:33","slug":"%d9%86%d8%ad%d9%88%d9%87-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d9%85%d8%af%d9%84-segment-anything-sam-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%85%d8%a7%d8%b3","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d9%85%d8%af%d9%84-segment-anything-sam-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%85%d8%a7%d8%b3\/","title":{"rendered":"\u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 Segment Anything (SAM) \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u0627\u0633\u06a9"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d9%85%d8%af%d9%84-segment-anything-sam-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%85%d8%a7%d8%b3\/#%d8%aa%d9%82%d8%b3%db%8c%d9%85_%d8%a8%d9%86%d8%af%db%8c_%d8%aa%d8%b5%d9%88%db%8c%d8%b1_%da%86%db%8c%d8%b3%d8%aa%d8%9f\" >\u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0686\u06cc\u0633\u062a\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d9%85%d8%af%d9%84-segment-anything-sam-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%85%d8%a7%d8%b3\/#%d9%be%db%8c%d8%b4_%d9%86%db%8c%d8%a7%d8%b2%d9%87%d8%a7\" >\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d9%85%d8%af%d9%84-segment-anything-sam-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%85%d8%a7%d8%b3\/#%d9%85%d8%af%d9%84_segment_anything_%da%86%db%8c%d8%b3%d8%aa%d8%9f\" >\u0645\u062f\u0644 Segment Anything \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d9%85%d8%af%d9%84-segment-anything-sam-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%85%d8%a7%d8%b3\/#sam_%da%86%da%af%d9%88%d9%86%d9%87_%da%a9%d8%a7%d8%b1_%d9%85%db%8c_%da%a9%d9%86%d8%af%d8%9f\" >SAM \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d9%85%d8%af%d9%84-segment-anything-sam-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%85%d8%a7%d8%b3\/#%da%86%d8%b1%d8%a7_%d8%a7%d8%b2_sam_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%da%a9%d9%86%db%8c%d9%85%d8%9f\" >\u0686\u0631\u0627 \u0627\u0632 SAM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d9%85%d8%af%d9%84-segment-anything-sam-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%85%d8%a7%d8%b3\/#%d9%86%d8%ad%d9%88%d9%87_%d9%86%d8%b5%d8%a8_%d9%88_%d8%b1%d8%a7%d9%87_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c_sam\" >\u0646\u062d\u0648\u0647 \u0646\u0635\u0628 \u0648 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc SAM<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d9%85%d8%af%d9%84-segment-anything-sam-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%85%d8%a7%d8%b3\/#%da%86%da%af%d9%88%d9%86%d9%87_sam_%d9%85%db%8c_%d8%aa%d9%88%d8%a7%d9%86%d8%af_%d9%85%d8%a7%d8%b3%da%a9_%d9%87%d8%a7_%d8%b1%d8%a7_%d8%a8%d9%87_%d8%b5%d9%88%d8%b1%d8%aa_%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1_%d8%aa%d9%88%d9%84%db%8c%d8%af_%da%a9%d9%86%d8%af\" >\u0686\u06af\u0648\u0646\u0647 SAM \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0627\u0633\u06a9 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d9%85%d8%af%d9%84-segment-anything-sam-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%85%d8%a7%d8%b3\/#%d9%86%d8%ad%d9%88%d9%87_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_sam_%d8%a8%d8%a7_%d8%af%d8%b3%d8%aa%d9%88%d8%b1%d8%a7%d8%aa_bounding_box\" >\u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SAM \u0628\u0627 \u062f\u0633\u062a\u0648\u0631\u0627\u062a Bounding Box<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d9%85%d8%af%d9%84-segment-anything-sam-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%85%d8%a7%d8%b3\/#%d9%86%d8%ad%d9%88%d9%87_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_sam_%d8%a8%d8%a7_%d9%86%d9%82%d8%a7%d8%b7_%d8%a8%d9%87_%d8%b9%d9%86%d9%88%d8%a7%d9%86_%d8%af%d8%b1%d8%ae%d9%88%d8%a7%d8%b3%d8%aa\" >\u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SAM \u0628\u0627 \u0646\u0642\u0627\u0637 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062f\u0631\u062e\u0648\u0627\u0633\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d9%85%d8%af%d9%84-segment-anything-sam-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%85%d8%a7%d8%b3\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 7<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<section class=\"post-content \" data-test-label=\"post-content\">\n<p>\u0633\u0644\u0627\u0645!  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0622\u06cc\u0627 \u0645\u06cc\u200c\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0647\u0645\u0647\u0645\u0647\u200c\u0627\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0622\u06cc\u0646\u062f\u0647\u200c\u0646\u06af\u0631 \u0648 \u0628\u062f\u0648\u0646 \u0631\u0627\u0646\u0646\u062f\u0647 \u0628\u0648\u062f\u0646 \u062e\u0644\u0628\u0627\u0646 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u0633\u0644\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u061f  \u062a\u0627 \u0628\u0647 \u062d\u0627\u0644 \u0628\u0647 \u0627\u06cc\u0646 \u0641\u06a9\u0631 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f \u06a9\u0647 \u0648\u0627\u0642\u0639\u0627\u064b \u0686\u06af\u0648\u0646\u0647 \u062c\u0627\u062f\u0648\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f\u061f  \u062e\u0648\u0628\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0628\u0647 \u0634\u0645\u0627 \u0628\u06af\u0648\u06cc\u0645 &#8211; \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0627\u0633\u062a. <\/p>\n<h2 id=\"what-is-image-segmentation\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%82%d8%b3%db%8c%d9%85_%d8%a8%d9%86%d8%af%db%8c_%d8%aa%d8%b5%d9%88%db%8c%d8%b1_%da%86%db%8c%d8%b3%d8%aa%d8%9f\"><\/span>\u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0686\u06cc\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631\u060c \u06a9\u0647 \u0627\u0633\u0627\u0633\u0627\u064b \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u0648\u0627\u0631\u062f \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f.  \u0645\u062d\u0644 \u0642\u0631\u0627\u0631\u06af\u06cc\u0631\u06cc \u0627\u0646\u0633\u0627\u0646 \u0647\u0627\u060c \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0648 \u0645\u0648\u0627\u0646\u0639 \u062f\u0631 \u062c\u0627\u062f\u0647 \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0637\u0645\u0626\u0646 \u0645\u06cc\u200c\u0634\u0648\u062f \u0622\u0646 \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627\u06cc \u062e\u0648\u062f\u0631\u0627\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u062e\u06cc\u0627\u0644 \u0631\u0627\u062d\u062a \u062a\u0631\u062f\u062f \u06a9\u0646\u0646\u062f.  \u0628\u0627\u062d\u0627\u0644\u060c \u062f\u0631\u0633\u062a\u0647\u061f  \ud83d\ude97<\/p>\n<p>\u062f\u0631 \u0637\u0648\u0644 \u062f\u0647\u0647 \u06af\u0630\u0634\u062a\u0647\u060c Computer Vision \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0634\u062a\u0647 \u0627\u0633\u062a\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0633\u0627\u062e\u062a \u0631\u0648\u0634 \u0647\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0633\u06cc\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647. <\/p>\n<p>\u0627\u06cc\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u062a\u0648\u0645\u0648\u0631\u0647\u0627 \u0648 \u0628\u06cc\u0645\u0627\u0631\u06cc\u200c\u0647\u0627 \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0632\u0634\u06a9\u06cc\u060c \u0645\u0631\u0627\u0642\u0628\u062a \u0627\u0632 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u06a9\u0634\u0627\u0648\u0631\u0632\u06cc \u0648 \u062d\u062a\u06cc \u0647\u062f\u0627\u06cc\u062a \u0631\u0648\u0628\u0627\u062a\u200c\u0647\u0627 \u062f\u0631 \u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc.  \u0627\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u0648\u0627\u0642\u0639\u0627\u064b \u062f\u0631 \u062d\u0627\u0644 \u06af\u0633\u062a\u0631\u0634 \u0627\u0633\u062a \u0648 \u062a\u0623\u062b\u06cc\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0627\u0631\u062f. <\/p>\n<p>\u0686\u0627\u0644\u0634 \u0627\u0635\u0644\u06cc \u062f\u0631 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0648 \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0646\u0647\u0641\u062a\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u062d\u0627\u0634\u06cc\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0627\u0646\u0628\u0648\u0647\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0627\u0633\u062a\u060c \u06a9\u0647 \u06a9\u0627\u0631 \u0628\u0632\u0631\u06af\u06cc \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0627\u062f\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f. <\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0627\u0632\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u06a9\u0631\u062f <strong>\u0645\u062f\u0644 \u0647\u0631 \u0686\u06cc\u0632\u06cc (SAM) <\/strong>\u0648\u0627\u0631\u062f \u0635\u062d\u0646\u0647 \u0634\u062f  SAM \u0627\u0646\u0642\u0644\u0627\u0628\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f \u0648 \u0647\u0631 \u06a9\u0633\u06cc \u0631\u0627 \u0642\u0627\u062f\u0631 \u0633\u0627\u062e\u062a \u062a\u0627 \u0628\u062f\u0648\u0646 \u062a\u06a9\u06cc\u0647 \u0628\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647\u060c \u0645\u0627\u0633\u06a9\u200c\u0647\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0645\u0646 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062f\u0631\u06a9 SAM\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0648 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u0627\u0633\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u0627 \u0641\u0646\u062c\u0627\u0646 \u0642\u0647\u0648\u0647 \u062e\u0648\u062f \u0622\u0645\u0627\u062f\u0647 \u0634\u0648\u06cc\u062f \u0632\u06cc\u0631\u0627 \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0634\u06cc\u0631\u062c\u0647 \u0647\u0633\u062a\u06cc\u0645!  \u2615<\/p>\n<h3 id=\"prerequisites-\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%b4_%d9%86%db%8c%d8%a7%d8%b2%d9%87%d8%a7\"><\/span>\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0634\u0627\u0645\u0644 \u062f\u0631\u06a9 \u0627\u0648\u0644\u06cc\u0647 \u0627\u0632 <strong>\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 <\/strong>\u0648 \u062f\u0627\u0646\u0634 \u0627\u0633\u0627\u0633\u06cc \u0627\u0632 <strong>\u0641\u0631\u0627\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/strong>. <\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631\u060c \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u062d\u0627\u0634\u06cc\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0646\u06cc\u0632 \u0645\u0641\u06cc\u062f \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<h2 id=\"what-is-the-segment-anything-model\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%af%d9%84_segment_anything_%da%86%db%8c%d8%b3%d8%aa%d8%9f\"><\/span>\u0645\u062f\u0644 Segment Anything \u0686\u06cc\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>SAM \u06cc\u06a9 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 \u062a\u06cc\u0645 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0641\u06cc\u0633 \u0628\u0648\u06a9 (Meta AI) \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0639\u0638\u06cc\u0645 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f <strong>1.1 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f \u0645\u0627\u0633\u06a9 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc<\/strong>\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 SA-1B.  \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u06cc\u062f\u0647 \u0646\u0634\u062f\u0647 \u062a\u0639\u0645\u06cc\u0645 \u062f\u0647\u062f \u0632\u06cc\u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0645\u062a\u0646\u0648\u0639 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0648 \u0648\u0627\u0631\u06cc\u0627\u0646\u0633 \u067e\u0627\u06cc\u06cc\u0646\u06cc \u062f\u0627\u0631\u062f. <\/p>\n<p>SAM \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0628\u062e\u0634 \u0628\u0646\u062f\u06cc \u0647\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0627\u06cc\u062c\u0627\u062f \u0645\u0627\u0633\u06a9 \u0628\u062f\u0648\u0646 \u0647\u06cc\u0686 \u06af\u0648\u0646\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u0686\u0633\u0628 \u062f\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.  \u0627\u06cc\u0646 \u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u0632\u0631\u06af \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0642\u0628\u0644 \u0627\u0632 SAM \u0647\u06cc\u0686 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u062e\u0648\u062f\u06a9\u0627\u0631\u06cc \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0646\u0628\u0648\u062f.<\/p>\n<p>\u0686\u0647 \u0686\u06cc\u0632\u06cc SAM \u0631\u0627 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f\u061f  \u0627\u06cc\u0646 \u0627\u0648\u0644\u06cc\u0646 \u062f\u0631 \u0646\u0648\u0639 \u062e\u0648\u062f \u0627\u0633\u062a\u060c <strong>\u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0633\u0631\u06cc\u0639 <\/strong>\u0645\u062f\u0644.  \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0628\u0647 \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u0646\u062f \u06a9\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0645\u062a\u0646 \u0648 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u062a\u0639\u0627\u0645\u0644\u06cc\u060c \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u062e\u0631\u0648\u062c\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062e\u0648\u062f \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u062f.  \u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0647 SAM \u062f\u0633\u062a\u0648\u0631 \u062f\u0647\u06cc\u062f: \u0646\u0642\u0627\u0637\u060c \u062c\u0639\u0628\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u0632\u06cc\u060c \u0645\u062a\u0646\u200c\u0647\u0627 \u0648 \u062d\u062a\u06cc \u0645\u0627\u0633\u06a9\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647.<\/p>\n<h2 id=\"how-does-sam-work\"><span class=\"ez-toc-section\" id=\"sam_%da%86%da%af%d9%88%d9%86%d9%87_%da%a9%d8%a7%d8%b1_%d9%85%db%8c_%da%a9%d9%86%d8%af%d8%9f\"><\/span>SAM \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>SAM \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0645\u0627\u0646\u0646\u062f \u0627\u06a9\u062b\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u062c\u0632\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 SAM \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645. <\/p>\n<p><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062a\u0635\u0648\u06cc\u0631:<\/strong> \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0647 SAM \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u06cc\u062f\u060c \u0627\u0628\u062a\u062f\u0627 \u0628\u0647 Image Encoder \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f.  \u0645\u0637\u0627\u0628\u0642 \u0628\u0627 \u0646\u0627\u0645 \u062e\u0648\u062f\u060c \u0627\u06cc\u0646 \u0645\u0624\u0644\u0641\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0633\u0637\u062d \u067e\u0627\u06cc\u06cc\u0646 (\u0644\u0628\u0647\u200c\u0647\u0627\u060c \u062e\u0637\u0648\u0637 \u06a9\u0644\u06cc) \u0648 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0645\u0627\u0646\u0646\u062f \u0627\u0634\u06a9\u0627\u0644 \u0634\u06cc \u0648 \u0628\u0627\u0641\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c\u200c\u0634\u062f\u0647 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f.  \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0627\u0633\u062a <strong>Vision Transformer (ViT)<\/strong> \u06a9\u0647 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 CNN \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<p><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u0627\u0639\u0644\u0627\u0646:<\/strong> \u0648\u0631\u0648\u062f\u06cc \u0633\u0631\u06cc\u0639\u06cc \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0645\u06cc \u062f\u0647\u062f \u062a\u0648\u0633\u0637 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u0633\u0631\u06cc\u0639 \u0628\u0647 \u062c\u0627\u0633\u0627\u0632\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f.  SAM \u0627\u0632 \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u0642\u0639\u06cc\u062a\u06cc \u0628\u0631\u0627\u06cc \u0646\u0642\u0627\u0637\u060c \u0627\u0639\u0644\u0627\u0646\u200c\u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0645\u0631\u0632\u06cc \u0648 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u0645\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p><strong>\u0631\u0633\u06cc\u0648\u0631 \u0645\u0627\u0633\u06a9:<\/strong> \u0633\u067e\u0633\u060c SAM \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u062e\u0631\u0627\u062c\u200c\u0634\u062f\u0647 \u0631\u0627 \u0646\u0642\u0634\u0647\u200c\u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0641\u0648\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u0627\u0633\u06a9\u060c \u06a9\u0647 \u062e\u0631\u0648\u062c\u06cc \u0645\u0627 \u0627\u0633\u062a\u060c \u062a\u0647\u06cc\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.  SAM 3 \u0645\u0627\u0633\u06a9 \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0648\u0631\u0648\u062f\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0646\u062a\u062e\u0627\u0628\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f. <\/p>\n<h2 id=\"why-use-sam\"><span class=\"ez-toc-section\" id=\"%da%86%d8%b1%d8%a7_%d8%a7%d8%b2_sam_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%da%a9%d9%86%db%8c%d9%85%d8%9f\"><\/span>\u0686\u0631\u0627 \u0627\u0632 SAM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627 SAM\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u06af\u0631\u0627\u0646\u200c\u0642\u06cc\u0645\u062a\u06cc \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a \u0635\u0631\u0641\u0646\u0638\u0631 \u06a9\u0646\u06cc\u062f \u0648 \u0647\u0645\u0686\u0646\u0627\u0646 \u0646\u062a\u0627\u06cc\u062c \u0633\u0631\u06cc\u0639\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f.  \u0628\u0627 \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0632\u0634\u06a9\u06cc \u06cc\u0627 \u0645\u0627\u0647\u0648\u0627\u0631\u0647\u200c\u0627\u06cc\u060c \u0628\u0647 \u062e\u0648\u0628\u06cc \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062f\u0642\u06cc\u0642\u0627\u064b \u062f\u0631 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u06cc \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0633\u0631\u06cc\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f. <\/p>\n<p>\u0634\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u063a\u0644 \u062e\u0627\u0635\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0648 \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u0622\u0646 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a\u060c \u0686\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0622\u0645\u0648\u0632\u0634 \u0622\u0646 \u0628\u0627\u0634\u06cc\u062f \u0648 \u0686\u0647 \u0627\u0632 \u0622\u0646 \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u062f.  \u0628\u0647\u200c\u0639\u0644\u0627\u0648\u0647\u060c \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0642\u062f\u06cc\u0645\u06cc\u200c\u062a\u0631 \u0645\u0627\u0646\u0646\u062f CNN \u0627\u0633\u062a \u0648 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0634\u0645\u0627 \u0635\u0631\u0641\u0647\u200c\u062c\u0648\u06cc\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/tcDOfehN4GLt4bZkN_0uhOPYsZ9B8cBeQaCxf9F6OS6iUN1WESAAWNUb9_vCpTj66TvzeVocZi3i6xKkrMB2cSbj0-UBrjlR3jjB.png\" class=\"kg-image\" alt=\"tcDOfehN4GLt4bZkN_0uhOPYsZ9B8cBeQaCxf9F6OS6iUN1WESAAWNUb9_vCpTj66TvzeVocZi3i6xKkrMB2cSbj0-UBrjlR3jjBXJfRo1WAYQYiP 7kxXETWDY\" width=\"1600\" height=\"898\" loading=\"lazy\" title=\"\"><figcaption>\u0686\u0631\u0627 \u0627\u0632 SAM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u061f<\/figcaption><\/figure>\n<h2 id=\"how-to-install-and-set-up-sam\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%ad%d9%88%d9%87_%d9%86%d8%b5%d8%a8_%d9%88_%d8%b1%d8%a7%d9%87_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c_sam\"><\/span>\u0646\u062d\u0648\u0647 \u0646\u0635\u0628 \u0648 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc SAM<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0645\u06cc \u062f\u0627\u0646\u06cc\u062f SAM \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0646\u062d\u0648\u0647 \u0646\u0635\u0628 \u0648 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u0645.  \u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0628\u0633\u062a\u0647 \u0631\u0627 \u062f\u0631 \u0646\u0648\u062a \u0628\u0648\u06a9 Jupyter \u06cc\u0627 Google Colab \u062e\u0648\u062f \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"language-python\">pip install 'git+https:\/\/github.com\/facebookresearch\/segment-anything.git'\n<\/code><\/pre>\n<pre><code class=\"language-python\">\/content Collecting git+https:\/\/github.com\/facebookresearch\/segment-anything.git Cloning https:\/\/github.com\/facebookresearch\/segment-anything.git to \/tmp\/pip-req-build-xzlt_n7r Running command git clone --filter=blob:none --quiet https:\/\/github.com\/facebookresearch\/segment-anything.git \/tmp\/pip-req-build-xzlt_n7r Resolved https:\/\/github.com\/facebookresearch\/segment-anything.git to commit 6fdee8f2727f4506cfbbe553e23b895e27956588 Preparing metadata (setup.py) ... done<\/code><\/pre>\n<p>\u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u0648\u0632\u0646\u0647 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0645\u062f\u0644 SAM \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. <\/p>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0628\u06cc\u0646 \u0633\u0647 \u06af\u0632\u06cc\u0646\u0647 \u0648\u0632\u0646 \u0627\u06cc\u0633\u062a \u0628\u0627\u0632\u0631\u0633\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f: ViT-B (91M)\u060c ViT-L (308M) \u0648 ViT-H (\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc 636M). <\/p>\n<p>\u0686\u06af\u0648\u0646\u0647 \u0645\u0646\u0627\u0633\u0628 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u061f  \u0647\u0631 \u0686\u0647 \u062a\u0639\u062f\u0627\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0628\u0627\u0634\u062f\u060c \u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c\u060c \u06cc\u0639\u0646\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u0627\u0633\u06a9 \u0628\u06cc\u0634\u062a\u0631 \u0645\u06cc \u0634\u0648\u062f.  \u0627\u06af\u0631 \u0645\u0646\u0627\u0628\u0639 GPU \u06a9\u0645 \u0648 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0633\u0631\u06cc\u0639 \u062f\u0627\u0631\u06cc\u062f\u060c \u0628\u0647 \u0633\u0631\u0627\u063a ViT-B \u0628\u0631\u0648\u06cc\u062f.  \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a\u060c ViT-H \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f. <\/p>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u0633\u06cc\u0631 \u0686\u06a9 \u067e\u0648\u06cc\u0646\u062a \u0645\u062f\u0644 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"language-python\">!wget -q https:\/\/dl.fbaipublicfiles.com\/segment_anything\/sam_vit_h_4b8939.pth\nCHECKPOINT_PATH='\/content\/weights\/sam_vit_h_4b8939.pth'\n\n\nimport torch\nDEVICE = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\nMODEL_TYPE = \"vit_h\"<\/code><\/pre>\n<p>\u0648\u0632\u0646\u0647 \u0647\u0627\u06cc \u0645\u062f\u0644 \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a!  \u0627\u06a9\u0646\u0648\u0646\u060c \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0645 \u06a9\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0622\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647\u060c \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0648 \u0645\u0627\u0633\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.  \ud83d\ude80<\/p>\n<h2 id=\"how-sam-can-generate-masks-automatically\"><span class=\"ez-toc-section\" id=\"%da%86%da%af%d9%88%d9%86%d9%87_sam_%d9%85%db%8c_%d8%aa%d9%88%d8%a7%d9%86%d8%af_%d9%85%d8%a7%d8%b3%da%a9_%d9%87%d8%a7_%d8%b1%d8%a7_%d8%a8%d9%87_%d8%b5%d9%88%d8%b1%d8%aa_%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1_%d8%aa%d9%88%d9%84%db%8c%d8%af_%da%a9%d9%86%d8%af\"><\/span>\u0686\u06af\u0648\u0646\u0647 SAM \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0627\u0633\u06a9 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f <span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>SAM \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0645\u062c\u0632\u0627 \u0648 \u0628\u062f\u0648\u0646 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u062e\u0627\u0635\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u062f.  \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 <code>SamAutomaticMaskGenerator<\/code> \u0633\u0648\u062f\u0645\u0646\u062f\u06cc <\/p>\n<p>\u0628\u0631\u0627\u06cc \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0648 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0622\u0646 \u0628\u0627 \u0646\u0648\u0639 \u0645\u062f\u0644 \u0648 \u0645\u0633\u06cc\u0631 \u0686\u06a9 \u067e\u0648\u06cc\u0646\u062a\u060c \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f. <\/p>\n<pre><code class=\"language-python\">from segment_anything import sam_model_registry, SamAutomaticMaskGenerator, SamPredictor\n\n\nsam = sam_model_registry[MODEL_TYPE](checkpoint=CHECKPOINT_PATH).to(device=DEVICE)\n\n\nmask_generator = SamAutomaticMaskGenerator(sam)<\/code><\/pre>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u0646 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u0632 \u0633\u06af \u0647\u0627 \u0631\u0627 \u062f\u0631 \u062f\u0641\u062a\u0631\u0686\u0647 \u062e\u0648\u062f \u0622\u067e\u0644\u0648\u062f \u06a9\u0631\u062f\u0647 \u0627\u0645.  \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0645\u0627 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0641\u0631\u0645\u062a \u067e\u06cc\u06a9\u0633\u0644\u06cc RGB (\u0642\u0631\u0645\u0632-\u0633\u0628\u0632-\u0622\u0628\u06cc) \u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\u062f \u062a\u0627 \u0648\u0631\u0648\u062f\u06cc \u0645\u062f\u0644 \u0628\u0627\u0634\u062f. <\/p>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0633\u062a\u0647 OpenCV Python \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u0648 \u0633\u067e\u0633 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>generate()<\/code> \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0645\u0627\u0633\u06a9\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"language-python\"># Import opencv package\nimport cv2\n\n\n# Give the path of your image\nIMAGE_PATH= '\/content\/dog.png'\n# Read the image from the path\nimage= cv2.imread(IMAGE_PATH)\n# Convert to RGB format\nimage_rgb = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n\n\n# Generate segmentation mask\noutput_mask = mask_generator.generate(image_rgb)\nprint(output_mask)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ul>\n<li><code>Segmentation:<\/code>  \u0622\u0631\u0627\u06cc\u0647 \u0627\u06cc \u06a9\u0647 \u0634\u06a9\u0644 \u0645\u0627\u0633\u06a9 \u062f\u0627\u0631\u062f<\/li>\n<li><code>area:<\/code>   \u06cc\u06a9 \u0639\u062f\u062f \u0635\u062d\u06cc\u062d \u06a9\u0647 \u0645\u0633\u0627\u062d\u062a \u0645\u0627\u0633\u06a9 \u0631\u0627 \u0628\u0631 \u062d\u0633\u0628 \u067e\u06cc\u06a9\u0633\u0644 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<li><code>bbox:<\/code>  \u0645\u062e\u062a\u0635\u0627\u062a \u062c\u0639\u0628\u0647 \u0645\u0631\u0632\u06cc [xywh]<\/li>\n<li><code>Predicted_iou:<\/code>  IOU \u06cc\u06a9 \u0627\u0645\u062a\u06cc\u0627\u0632 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0628\u0631\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a<\/li>\n<\/ul>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/zvUNSrvPrv8-Z1idbMLHXKv8iXzWlInik9R2fdJ24HQc5EBxdAgqaiEFTeE4UalWdUvA0R0L9dQuqDDZVucoBWwTMBld9aCJ8NKR.png\" class=\"kg-image\" alt=\"zvUNSrvPrv8-Z1idbMLHXKv8iXzWlInik9R2fdJ24HQc5EBxdAgqaiEFTeE4UalWdUvA0R0L9dQuqDDZVucoBWwTMBld9aCJ8NKRTp2v1xE-FRF0FNF8FNF8FKFNF8FNF8FNF8FNF8FNF8FNF8FNF8FNF0FY kuNT6Wss1iMX6c\" width=\"1600\" height=\"534\" loading=\"lazy\" title=\"\"><figcaption>\u062e\u0631\u0648\u062c\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a<\/figcaption><\/figure>\n<p>\u067e\u0633 \u0686\u06af\u0648\u0646\u0647 \u0645\u0627\u0633\u06a9 \u062e\u0631\u0648\u062c\u06cc \u062e\u0648\u062f \u0631\u0627 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645\u061f<\/p>\n<p>\u062e\u0648\u0628\u060c \u0627\u06cc\u0646 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0633\u0627\u062f\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 SAM \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0645\u0627\u0633\u06a9 \u0647\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0631\u0627 \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0648 \u0645\u062e\u062a\u0635\u0627\u062a \u0634\u06a9\u0644 \u0645\u0627\u0633\u06a9 \u0631\u0633\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<pre><code class=\"language-python\"># Function that inputs the output and plots image and mask\ndef show_output(result_dict,axes=None):\n     if axes:\n        ax = axes\n     else:\n        ax = plt.gca()\n        ax.set_autoscale_on(False)\n     sorted_result = sorted(result_dict, key=(lambda x: x['area']),      reverse=True)\n     # Plot for each segment area\n     for val in sorted_result:\n        mask = val['segmentation']\n        img = np.ones((mask.shape[0], mask.shape[1], 3))\n        color_mask = np.random.random((1, 3)).tolist()[0]\n        for i in range(3):\n            img[:,:,i] = color_mask[i]\n            ax.imshow(np.dstack((img, mask*0.5)))<\/code><\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u062e\u0627\u0645 \u0648 \u0645\u0627\u0633\u06a9 \u0642\u0637\u0639\u0647\u200c\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"language-python\">_,axes = plt.subplots(1,2, figsize=(16,16))\naxes[0].imshow(image_rgb)\nshow_output(sam_result, axes[1])\n<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/m7RxR_KOL-nSBtptL-dEbsV_EN7w21sqQMiCnfvrr83hwxAhe7jgXWLUhMgjoGzpO4QHgSbnoCOtN5SB__kokKC_OykSCxEo7ntX.png\" class=\"kg-image\" alt=\"m7RxR_KOL-nSBtptL-dEbsV_EN7w21sqQMiCnfvrr83hwxAhe7jgXWLUhMgjoGzpO4QHgSbnoCOtN5SB__kokKC_OykSCxEo7ntXYd1LihwL35BBl0 jShEmCg9w9w\" width=\"1600\" height=\"421\" loading=\"lazy\" title=\"\"><figcaption>\u0645\u062f\u0644 \u0647\u0631 \u0634\u06cc \u0631\u0627 \u0628\u062e\u0634 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a<\/figcaption><\/figure>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f\u060c \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634 \u0635\u0641\u0631 \u0634\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u062d\u0631\u06a9\u062a \u062a\u06a9 \u062a\u06a9 \u0627\u0634\u06cc\u0627\u0621 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0642\u0637\u0639\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a!  \ud83c\udf1f<\/p>\n<h2 id=\"how-to-use-sam-with-bounding-box-prompts\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%ad%d9%88%d9%87_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_sam_%d8%a8%d8%a7_%d8%af%d8%b3%d8%aa%d9%88%d8%b1%d8%a7%d8%aa_bounding_box\"><\/span>\u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SAM \u0628\u0627 \u062f\u0633\u062a\u0648\u0631\u0627\u062a Bounding Box<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u0646\u0647\u0627 \u0628\u062e\u0634 \u062e\u0627\u0635\u06cc \u0627\u0632 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u062e\u0634 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u0645.  \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0647\u062f\u0641\u060c \u062c\u0639\u0628\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u0632\u0628\u0646\u062f\u06cc \u0646\u0627\u0647\u0645\u0648\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u06cc \u062f\u0631 \u0646\u0627\u062d\u06cc\u0647 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f \u0648 SAM \u0622\u0646 \u0631\u0627 \u0628\u0631 \u0627\u06cc\u0646 \u0627\u0633\u0627\u0633 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. <\/p>\n<p>\u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u06cc\u0646\u060c \u0648\u0627\u0631\u062f \u0648 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u06a9\u0646\u06cc\u062f <code>SamPredictor<\/code> \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>set_image()<\/code> \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0631\u0633\u0627\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc  \u0628\u0639\u062f\u060c \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>predict<\/code> \u062a\u0627\u0628\u0639\u060c \u0627\u0631\u0627\u0626\u0647 \u0645\u062e\u062a\u0635\u0627\u062a \u062c\u0639\u0628\u0647 \u0645\u0631\u0632\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0631\u0627\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631 <code>box<\/code> \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0642\u0637\u0639\u0647 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0627\u0639\u0644\u0627\u0646 \u062c\u0639\u0628\u0647 \u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u0646\u062f\u0647 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0642\u0633\u0645\u062a \u0628\u0627\u0634\u062f [X-min, Y-min, X-max, Y-max] \u0642\u0627\u0644\u0628<\/p>\n<pre><code class=\"language-python\"># Set up the SAM model with the encoded image\nmask_predictor = SamPredictor(sam)\nmask_predictor.set_image(image_rgb)\n\n\n# Predict mask with bounding box prompt\nmasks, scores, logits = mask_predictor.predict(\nbox=bbox_prompt,\nmultimask_output=False\n)\n\n\n# Plot the bounding box prompt and predicted mask\nplt.imshow(image_rgb)\nshow_mask(masks[0], plt.gca())\nshow_box(bbox_prompt, plt.gca())\nplt.show()\n<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/DoiDVGgozu4ZDeBMyJWbSlCt3CGFnxd7SFlfWFuvuUu_ByZuHc2pA75C2dbaygBwIQqmHcPCBoEsVFaqs_dxpAskPVZxXOoejgu2.png\" class=\"kg-image\" alt=\"DoiDVGgozu4ZDeBMyJWbSlCt3CGFnxd7SFlfWFuvuUu_ByZuHc2pA75C2dbaygBwIQqmHcPCBoEsVFaqs_dxpAskPVZxXOoejgu2j0JIrkwUUUu_ByZuHc2pA75C2dbaygBwIQqmHcPCBoEsVFaqs_dxpAskPVZxXOoejgu2j0JIrkwEBKa7 ZrDzvmQLA\" width=\"1162\" height=\"638\" loading=\"lazy\" title=\"\"><figcaption>\u06a9\u0627\u062f\u0631 \u0633\u0628\u0632 \u0631\u0646\u06af \u0627\u0639\u0644\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u062e\u0631\u0648\u062c\u06cc \u0628\u0648\u062f \u0648 \u0622\u0628\u06cc \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u0645\u0627\u0633\u06a9 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u0645\u0627 \u0627\u0633\u062a.<\/figcaption><\/figure>\n<h2 id=\"how-to-use-sam-with-points-as-prompts\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%ad%d9%88%d9%87_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_sam_%d8%a8%d8%a7_%d9%86%d9%82%d8%a7%d8%b7_%d8%a8%d9%87_%d8%b9%d9%86%d9%88%d8%a7%d9%86_%d8%af%d8%b1%d8%ae%d9%88%d8%a7%d8%b3%d8%aa\"><\/span>\u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SAM \u0628\u0627 \u0646\u0642\u0627\u0637 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062f\u0631\u062e\u0648\u0627\u0633\u062a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06af\u0631 \u0628\u0631\u0627\u06cc \u0646\u0642\u0637\u0647 \u062e\u0627\u0635\u06cc \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0645\u0627\u0633\u06a9 \u0634\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u0686\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u061f  \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062e\u062a\u0635\u0627\u062a \u0646\u0642\u0637\u0647 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0627\u0639\u0644\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 SAM \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u062f.  \u0633\u067e\u0633 \u0645\u062f\u0644 \u0633\u0647 \u0645\u0627\u0633\u06a9 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u062f\u0631 \u0635\u0648\u0631\u062a \u0648\u062c\u0648\u062f \u0647\u0631\u06af\u0648\u0646\u0647 \u0627\u0628\u0647\u0627\u0645 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0648\u0636\u0648\u0639 \u0627\u0635\u0644\u06cc \u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f. <\/p>\n<p>\u0645\u0631\u0627\u062d\u0644 \u0627\u0648\u0644 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0622\u0646\u0686\u0647 \u062f\u0631 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u06cc\u0645 \u0627\u0633\u062a.  \u0645\u0627\u0698\u0648\u0644 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u0627 \u0628\u0627 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u06a9\u0646\u06cc\u062f.  \u0633\u067e\u0633\u060c \u0627\u0639\u0644\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u062f [X,Y] \u0645\u062e\u062a\u0635\u0627\u062a \u0628\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 <code>point_coords<\/code>.<\/p>\n<pre><code class=\"language-python\"># Initialize the model with the input image\nfrom segment_anything import sam_model_registry, SamPredictor\nsam = sam_model_registry[MODEL_TYPE](checkpoint=CHECKPOINT_PATH).to(device=DEVICE)\nmask_predictor = SamPredictor(sam)\nmask_predictor.set_image(image_rgb)\n# Provide points as input prompt [X,Y]-coordinates\ninput_point = np.array([[250, 200]])\ninput_label = np.array([1])\n\n\n# Predict the segmentation mask at that point\nmasks, scores, logits = mask_predictor.predict(\npoint_coords=input_point,\npoint_labels=input_label,\nmultimask_output=True,\n)\n<\/code><\/pre>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 <code>multimask_output<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 True\u060c \u0633\u0647 \u0645\u0627\u0633\u06a9 \u062e\u0631\u0648\u062c\u06cc \u0648\u062c\u0648\u062f \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u062a\u0631\u0633\u06cc\u0645 \u0645\u0627\u0633\u06a9 \u0647\u0627 \u0648 \u062f\u0633\u062a\u0648\u0631 \u0648\u0631\u0648\u062f\u06cc \u0622\u0646\u0647\u0627\u060c \u0622\u0646 \u0631\u0627 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645.<\/p>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/etMcljU5T2wlLBfbJdV46L4n1I2KUZe2nswYJVFs0Hh-xRFFs-nArO9i5rEr1xU3Er77T7TTn7uenU9Tu1_H4SuSwjGyAtOYe-Jt.png\" class=\"kg-image\" alt=\"etMcljU5T2wlLBfbJdV46L4n1I2KUZe2nswYJVFs0Hh-xRFFs-nArO9i5rEr1xU3Er77T7TTn7uenU9Tu1_H4SuSwjGyAtOYe-Jt7_5RvYe-Jt7_5Rv3 BiKSf0RMfWhwVUaQ\" width=\"1600\" height=\"1036\" loading=\"lazy\" title=\"\"><figcaption>\u062f\u0631 \u0634\u06a9\u0644 \u0628\u0627\u0644\u0627\u060c \u0633\u062a\u0627\u0631\u0647 \u0633\u0628\u0632 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0646\u0642\u0637\u0647 \u0627\u0639\u0644\u0627\u0646 \u0627\u0633\u062a \u0648 \u0622\u0628\u06cc \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0645\u0627\u0633\u06a9 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.  \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0627\u0633\u06a9 1 \u067e\u0648\u0634\u0634 \u0636\u0639\u06cc\u0641\u06cc \u062f\u0627\u0631\u062f\u060c \u0645\u0627\u0633\u06a9 2 \u0648 3 \u062f\u0642\u062a \u062e\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0645\u0646 \u062f\u0627\u0631\u0646\u062f. <\/figcaption><\/figure>\n<p>\u0645\u0646 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0646\u0645\u0631\u0627\u062a IOU \u062e\u0648\u062f\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u0627\u0633\u06a9 \u0686\u0627\u067e \u06a9\u0631\u062f\u0647 \u0627\u0645.  IOU \u0645\u062e\u0641\u0641 Intersection Over Union \u0627\u0633\u062a \u0648 \u0627\u0646\u062d\u0631\u0627\u0641 \u0628\u06cc\u0646 \u0637\u0631\u062d \u06a9\u0644\u06cc \u0634\u06cc \u0648 \u0645\u0627\u0633\u06a9 \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u062e\u0627\u0645 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631 SAM \u0628\u0631\u0627\u06cc \u062d\u0627\u0634\u06cc\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc\u060c \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062d\u0648\u0632\u0647 \u062e\u0648\u062f \u0628\u0633\u0627\u0632\u06cc\u062f.  \u0627\u06cc\u0646 \u0645\u062f\u0644 \u062d\u062a\u06cc \u062f\u0631 \u0634\u0631\u0627\u06cc\u0637 \u062f\u0634\u0648\u0627\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u0646\u0648\u06cc\u0632 \u06cc\u0627 \u0627\u0646\u0633\u062f\u0627\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u062b\u0627\u0628\u062a\u06cc \u0627\u0632 \u062e\u0648\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a. <\/p>\n<p>\u062f\u0631 \u0646\u0633\u062e\u0647 \u0622\u06cc\u0646\u062f\u0647\u060c \u0622\u0646\u0647\u0627 \u0628\u0627 \u0647\u062f\u0641 \u0627\u0641\u0632\u0627\u06cc\u0634 \u06a9\u0627\u0631\u0628\u0631\u067e\u0633\u0646\u062f\u06cc\u060c \u0627\u0639\u0644\u0627\u0646 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0631\u0627 \u0633\u0627\u0632\u06af\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f. <\/p>\n<p>\u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06cc\u0645 \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f!<\/p>\n<p>\u0628\u0627 \u062a\u0634\u06a9\u0631 \u0627\u0632 \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646!  \u0645\u0646 \u062c\u0633 \u0647\u0633\u062a\u0645 \u0648 \u062f\u0631 Hyperskill \u0645\u062a\u062e\u0635\u0635 \u0647\u0633\u062a\u0645.  \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f <strong>\u062f\u0648\u0631\u0647 \u0647\u0627\u06cc ML<\/strong> \u0628\u0631 \u0631\u0648\u06cc \u067e\u0644\u062a \u0641\u0631\u0645. <\/p>\n<\/section>\n<p><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1402-12-26 08:55:04<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;9447&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 Segment Anything (SAM) \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u0627\u0633\u06a9&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 7<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0633\u0644\u0627\u0645! \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0622\u06cc\u0627 \u0645\u06cc\u200c\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0647\u0645\u0647\u0645\u0647\u200c\u0627\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0622\u06cc\u0646\u062f\u0647\u200c\u0646\u06af\u0631 \u0648 \u0628\u062f\u0648\u0646 \u0631\u0627\u0646\u0646\u062f\u0647 \u0628\u0648\u062f\u0646 \u062e\u0644\u0628\u0627\u0646 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u0633\u0644\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u061f \u062a\u0627 \u0628\u0647 \u062d\u0627\u0644 \u0628\u0647 \u0627\u06cc\u0646 \u0641\u06a9\u0631 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f \u06a9\u0647 \u0648\u0627\u0642\u0639\u0627\u064b \u0686\u06af\u0648\u0646\u0647 \u062c\u0627\u062f\u0648\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f\u061f \u062e\u0648\u0628\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0628\u0647 \u0634\u0645\u0627 \u0628\u06af\u0648\u06cc\u0645 &#8211; \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0627\u0633\u062a. \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":9448,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,1686],"tags":[2217,1747,2219,2218,1958,1776,1786,1936,1814,2001,2220,2101,2098,1745],"class_list":["post-9447","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-ai","tag-2217","tag-python-vps","tag-sam","tag-segment","tag-1958","tag-1776","tag-1786","tag-1936","tag-1814","tag---python","tag-2220","tag-2101","tag-2098","tag-1745"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/9447","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=9447"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/9447\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/9448"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=9447"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=9447"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=9447"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}