{"id":13675,"date":"2022-01-11T22:24:00","date_gmt":"2022-01-11T18:54:00","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=13675"},"modified":"2024-11-29T18:36:32","modified_gmt":"2024-11-29T15:06:32","slug":"image-processing-in-matlab-deblurring-hough-transform","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/image-processing-in-matlab-deblurring-hough-transform\/","title":{"rendered":"\u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 MATLAB \u2013 \u0642\u0633\u0645\u062a \u0686\u0647\u0627\u0631\u0645 : \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0648 \u062a\u0628\u062f\u06cc\u0644 \u0647\u0627\u0641"},"content":{"rendered":"<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0633\u0631\u06cc \u0627\u0632 <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/image-processing-using-matlab-part-1\/\" target=\"_blank\" rel=\"noopener\">\u0622\u0645\u0648\u0632\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 MATLAB<\/a> \u060c \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631 ( Image Deblurring ) \u0648 \u062a\u0628\u062f\u06cc\u0644 \u0647\u0627\u0641 ( Hough Transform ) \u060c \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u062e\u0627\u0635 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0647\u062f\u0641 \u0627\u0632 \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 \u0646\u0642\u0637\u0647 \u06af\u0633\u062a\u0631 (PSF) \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f\u060c \u062d\u0630\u0641 \u0627\u0639\u0648\u062c\u0627\u062c \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0631\u0641\u0639 \u0645\u0627\u062a\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0634\u0627\u0645\u0644 \u062f\u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0641\u06cc\u0644\u062a\u0631 \u0648\u06cc\u0646\u0631 ( Wiener )\u060c \u0648 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0646\u0638\u0645 ( regularised ) \u060c \u062f\u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u06a9\u0648\u0631 ( blind )\u060c \u0644\u0648\u0633\u06cc-\u0631\u06cc\u0686\u0627\u0631\u062f\u0633\u0648\u0646 ( Lucy-Richardson ) \u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0628\u06cc\u0646 PSF \u0648 OTF \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u062f\u0631 \u0631\u0641\u0639 \u0645\u0627\u062a\u06cc \u0646\u0627\u0634\u06cc \u0627\u0632 \u0627\u067e\u062a\u06cc\u06a9 \u062e\u0627\u0631\u062c \u0627\u0632 \u0641\u0648\u06a9\u0648\u0633\u060c \u062d\u0631\u06a9\u062a \u062f\u0648\u0631\u0628\u06cc\u0646 \u06cc\u0627 \u0633\u0648\u0698\u0647 \u062f\u0631 \u062d\u06cc\u0646 \u062b\u0628\u062a \u062a\u0635\u0648\u06cc\u0631\u060c \u0634\u0631\u0627\u06cc\u0637 \u062c\u0648\u06cc \u0646\u0627\u0645\u0646\u0627\u0633\u0628\u060c \u0632\u0645\u0627\u0646 \u0646\u0648\u0631\u062f\u0647\u06cc \u0645\u062d\u062f\u0648\u062f \u0648 \u0639\u0648\u0627\u0645\u0644 \u062f\u06cc\u06af\u0631 \u0645\u0624\u062b\u0631 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062a\u0627\u0628\u0639 deconvwnr \u060c \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u06cc\u0644\u062a\u0631 Wiener \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062a\u0627\u0628\u0639 deconvreg \u060c \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0646\u0638\u0645 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f. \u062a\u0627\u0628\u0639 deconvlucy \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0644\u0648\u0633\u06cc-\u0631\u06cc\u0686\u0627\u0631\u062f\u0633\u0648\u0646 \u062a\u0633\u0631\u06cc\u0639 \u0634\u062f\u0647 \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062a\u0627\u0628\u0639 deconvblind \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062f\u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u06a9\u0648\u0631 \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u062f\u0648\u0646 \u0627\u0637\u0644\u0627\u0639 \u0627\u0632 PSF\u060c \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f. \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u0645\u0648\u0631\u062f \u0686\u06af\u0648\u0646\u06af\u06cc \u0631\u0641\u0639 \u0645\u0627\u062a \u0634\u062f\u06af\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u06cc\u0644\u062a\u0631 \u0647\u0627\u06cc \u0648\u06cc\u0646\u0631 \u0648 \u0645\u0646\u0638\u0645 \u0635\u062d\u0628\u062a \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<div class=\"wp-block-rank-math-toc-block\"><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter-rtl ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062e\u0648\u0627\u0646\u062f :<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0044bf;color:#0044bf\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #0044bf;color:#0044bf\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/image-processing-in-matlab-deblurring-hough-transform\/#%D9%81%D9%87%D8%B1%D8%B3%D8%AA_%D9%85%D8%B7%D8%A7%D9%84%D8%A8\" >\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/image-processing-in-matlab-deblurring-hough-transform\/#%D9%85%D8%A7%D8%AA_%D8%B2%D8%AF%D8%A7%DB%8C%DB%8C_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D9%81%DB%8C%D9%84%D8%AA%D8%B1_Wiener\" >\u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u06cc\u0644\u062a\u0631 Wiener<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/image-processing-in-matlab-deblurring-hough-transform\/#%D9%85%D8%A7%D8%AA_%D8%B2%D8%AF%D8%A7%DB%8C%DB%8C_%D8%A8%D8%A7_%D9%81%DB%8C%D9%84%D8%AA%D8%B1_%D9%85%D9%86%D8%B8%D9%85\" >\u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0628\u0627 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0646\u0638\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/image-processing-in-matlab-deblurring-hough-transform\/#%D8%AA%D8%A8%D8%AF%DB%8C%D9%84_%D9%87%D8%A7%D9%81_Hough_transform\" >\u062a\u0628\u062f\u06cc\u0644 \u0647\u0627\u0641 (Hough transform)<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%81%D9%87%D8%B1%D8%B3%D8%AA_%D9%85%D8%B7%D8%A7%D9%84%D8%A8\"><\/span>\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<span class=\"ez-toc-section-end\"><\/span><\/h2><nav><ul><li><a href=\"#h-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u0641\u06cc\u0644\u062a\u0631-wiener\" >\u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u06cc\u0644\u062a\u0631 Wiener<\/a><\/li><li><a href=\"#h-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0641\u06cc\u0644\u062a\u0631-\u0645\u0646\u0638\u0645\" >\u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0628\u0627 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0646\u0638\u0645<\/a><\/li><li><a href=\"#h-\u062a\u0628\u062f\u06cc\u0644-\u0647\u0627\u0641-hough-transform\" >\u062a\u0628\u062f\u06cc\u0644 \u0647\u0627\u0641 (Hough transform)<\/a><\/li><\/nav><\/ul><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u0641\u06cc\u0644\u062a\u0631-wiener\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%A7%D8%AA_%D8%B2%D8%AF%D8%A7%DB%8C%DB%8C_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D9%81%DB%8C%D9%84%D8%AA%D8%B1_Wiener\"><\/span><strong>\u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u06cc\u0644\u062a\u0631 Wiener<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0641\u0631\u06a9\u0627\u0646\u0633\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0646\u0648\u06cc\u0632 \u062c\u0645\u0639 \u0634\u0648\u0646\u062f\u0647 \u062a\u0627 \u062d\u062f\u0648\u062f\u06cc \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0648 \u0645\u0639\u0644\u0648\u0645 \u0628\u0627\u0634\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631\u06cc \u0627\u0632 \u062f\u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0648\u06cc\u0646\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u062f\u0631 \u0635\u0648\u0631\u062a \u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u0646\u0648\u06cc\u0632\u060c \u0641\u06cc\u0644\u062a\u0631 \u0648\u06cc\u0646\u0631 \u0628\u0647 \u06cc\u06a9 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0639\u06a9\u0648\u0633 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06cc\u0627\u0628\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062a\u0627\u0628\u0639 deconvwnr \u062a\u0635\u0648\u06cc\u0631 I \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0641\u06cc\u0644\u062a\u0631 \u0648\u06cc\u0646\u0631 \u062f\u06a9\u0627\u0646\u0648\u0627\u0644\u0648 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062a\u0635\u0648\u06cc\u0631 J \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">J = deconvwnr(I,PSF,NSR)<\/pre>\n<p style=\"text-align: justify;\">\u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062a\u0635\u0648\u06cc\u0631 I \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 N \u0628\u0639\u062f\u06cc \u0628\u0627\u0634\u062f \u0648 PSF \u062a\u0627\u0628\u0639 \u0646\u0642\u0637\u0647 \u06af\u0633\u062a\u0631 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 I \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0646\u0648\u0627\u0644\u0648 \u0634\u062f\u0647\u060c \u0648 NSR \u0646\u0633\u0628\u062a \u062a\u0648\u0627\u0646 \u0646\u0648\u06cc\u0632 \u0628\u0647 \u0633\u06cc\u06af\u0646\u0627\u0644 \u0628\u0631\u0627\u06cc \u0646\u0648\u06cc\u0632 \u062c\u0645\u0639 \u0634\u0648\u0646\u062f\u0647 \u0627\u0633\u062a. NSR \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 \u0627\u0633\u06a9\u0627\u0644\u0631 \u06cc\u0627 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 \u062f\u0627\u0645\u0646\u0647 \u0637\u06cc\u0641\u06cc ( spectral-domain ) \u0647\u0645 \u0627\u0646\u062f\u0627\u0632\u0647 \u0628\u0627 \u062a\u0635\u0648\u06cc\u0631 I \u0628\u0627\u0634\u062f. NSR=0 \u0645\u0639\u0627\u062f\u0644 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0639\u06a9\u0648\u0633 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0627\u0633\u062a. \u062a\u0635\u0648\u06cc\u0631 I \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u06a9\u0644\u0627\u0633 uint8\u060c uint16\u060c int16\u060c single \u06cc\u0627 double \u0628\u0627\u0634\u062f. \u0633\u0627\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627 \u0628\u0627\u06cc\u062f \u0627\u0632 \u06a9\u0644\u0627\u0633 double \u0628\u0627\u0634\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 J \u062f\u0627\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633 \u0645\u0634\u0627\u0628\u0647 \u0628\u0627 \u062a\u0635\u0648\u06cc\u0631 I \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0631\u0627\u062d\u0644 \u0632\u06cc\u0631 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc Image_2.tif&#8221;&#8221;\u060c \u0645\u0627\u062a \u06a9\u0631\u062f\u0646 \u0622\u0646 \u060c \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0646\u0648\u06cc\u0632 \u0628\u0647 \u0622\u0646 \u0648 \u0633\u067e\u0633 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u06cc\u0644\u062a\u0631 \u0648\u06cc\u0646\u0631 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/p>\n<ol style=\"text-align: justify;\">\n<li>\u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u062a\u0635\u0648\u06cc\u0631(Image_2.tif) \u0648 \u0646\u0645\u0627\u06cc\u0634 \u0622\u0646 \u062f\u0631 \u0645\u062d\u06cc\u0637 MATLAB \u0627\u0632 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt; I=im2double(imread(\u2018Image_2.tif\u2019));\n&gt;&gt;imshow(I)<\/pre>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"377\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc-\u0634\u062f\u0647-\u062f\u0631-\u0645\u062a\u0644\u0628.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0634\u062f\u0647 \u062f\u0631 \u0645\u062a\u0644\u0628\" class=\"wp-image-13749\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc-\u0634\u062f\u0647-\u062f\u0631-\u0645\u062a\u0644\u0628.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc-\u0634\u062f\u0647-\u062f\u0631-\u0645\u062a\u0644\u0628-300x226.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f1: \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0645\u062d\u06cc\u0637 MATLAB<\/figcaption><\/figure><\/div>\n\n\n<ol start=\"2\">\n<li style=\"text-align: justify;\">\u062f\u0633\u062a\u0648\u0631 h=fspecial(&#8216;motion&#8217;, len, theta) \u060c \u0641\u06cc\u0644\u062a\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0642\u0631\u06cc\u0628 \u062d\u0631\u06a9\u062a \u062e\u0637\u06cc \u062f\u0648\u0631\u0628\u06cc\u0646 \u0628\u0647 \u062a\u0639\u062f\u0627\u062f len \u067e\u06cc\u06a9\u0633\u0644 \u0648 \u0628\u0627 \u0632\u0627\u0648\u06cc\u0647 theta \u062f\u0631\u062c\u0647 \u062f\u0631 \u062e\u0644\u0627\u0641 \u062c\u0647\u062a \u0639\u0642\u0631\u0628\u0647 \u0647\u0627\u06cc \u0633\u0627\u0639\u062a \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f. \u0641\u06cc\u0644\u062a\u0631 \u0628\u0631\u0627\u06cc \u062d\u0631\u06a9\u0627\u062a \u0627\u0641\u0642\u06cc \u0648 \u0639\u0645\u0648\u062f\u06cc \u0628\u0647 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f. \u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 len \u0628\u0631\u0627\u0628\u0631 \u06f9 \u0648 \u0645\u0642\u062f\u0627\u0631 theta \u0628\u0631\u0627\u0628\u0631 \u0635\u0641\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0628\u06cc\u0627\u0646\u06af\u0631 \u062d\u0631\u06a9\u062a \u0627\u0641\u0642\u06cc \u0628\u0627 \u06f9 \u067e\u06cc\u06a9\u0633\u0644 \u0627\u0633\u062a. B=imfilter(A,h) \u0622\u0631\u0627\u06cc\u0647 \u0686\u0646\u062f \u0628\u0639\u062f\u06cc A \u0631\u0627 \u0628\u0627 \u0641\u06cc\u0644\u062a\u0631 \u0686\u0646\u062f \u0628\u0639\u062f\u06cc h \u0641\u06cc\u0644\u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0622\u0631\u0627\u06cc\u0647 A \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0622\u0631\u0627\u06cc\u0647 \u0639\u062f\u062f\u06cc \u0627\u0632 \u0647\u0631 \u06a9\u0644\u0627\u0633 \u0648 \u0628\u0639\u062f\u06cc \u0628\u0627\u0634\u062f. \u062e\u0631\u0648\u062c\u06cc B \u0627\u0646\u062f\u0627\u0632\u0647 \u0648 \u06a9\u0644\u0627\u0633 \u0645\u0634\u0627\u0628\u0647 A \u062f\u0627\u0631\u062f. \u0645\u0637\u0627\u0628\u0642 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631 :<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt; LEN=21;\n&gt;&gt; THETA=11;\n&gt;&gt; PSF=fspecial(\u2018motion\u2019,LEN,THETA);\n&gt;&gt; blurred=imfilter(I,PSF,\u2019conv\u2019,\u2019circular\u2019);\n&gt;&gt;figure,imshow(blurred)<\/pre>\n<p>\u00a0<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"375\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062e\u0631\u0648\u062c\u06cc-\u0641\u06cc\u0644\u062a\u0631-\u0686\u0646\u062f-\u0628\u0639\u062f\u06cc.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u062e\u0631\u0648\u062c\u06cc \u0641\u06cc\u0644\u062a\u0631 \u0686\u0646\u062f \u0628\u0639\u062f\u06cc\" class=\"wp-image-13750\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062e\u0631\u0648\u062c\u06cc-\u0641\u06cc\u0644\u062a\u0631-\u0686\u0646\u062f-\u0628\u0639\u062f\u06cc.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062e\u0631\u0648\u062c\u06cc-\u0641\u06cc\u0644\u062a\u0631-\u0686\u0646\u062f-\u0628\u0639\u062f\u06cc-300x225.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f2: \u062a\u0635\u0648\u06cc\u0631 \u067e\u0633 \u0627\u0632 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0628\u0627 \u0641\u06cc\u0644\u062a\u0631 \u0686\u0646\u062f \u0628\u0639\u062f\u06cc<\/figcaption><\/figure><\/div>\n\n\n<ol start=\"3\">\n<li>\u062f\u0633\u062a\u0648\u0631 J=imnoise (I,&#8217;gaussian&#8217;,M,V) \u0646\u0648\u06cc\u0632 \u0633\u0641\u06cc\u062f \u06af\u0627\u0648\u0633\u06cc \u0628\u0627 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 M \u0648 \u0648\u0627\u0631\u06cc\u0627\u0646\u0633 V \u0631\u0627 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 I \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u062f:<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt;noise_mean=0;\n&gt;&gt;noise_var=0.002;\n&gt;&gt;blurred_noise=imnoise(blurred,\u2019gaussian\u2019,\nnoise_mean,noise_var);\n&gt;&gt;figure, imshow(blurred_noise)<\/pre>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"399\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0639\u06a9\u0633-\u0628\u0627-\u0646\u0648\u06cc\u0632-\u0633\u0641\u06cc\u062f-\u06af\u0627\u0648\u0633\u06cc.jpg\" alt=\"\u0639\u06a9\u0633 \u0628\u0627 \u0646\u0648\u06cc\u0632 \u0633\u0641\u06cc\u062f \u06af\u0627\u0648\u0633\u06cc\" class=\"wp-image-13752\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0639\u06a9\u0633-\u0628\u0627-\u0646\u0648\u06cc\u0632-\u0633\u0641\u06cc\u062f-\u06af\u0627\u0648\u0633\u06cc.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0639\u06a9\u0633-\u0628\u0627-\u0646\u0648\u06cc\u0632-\u0633\u0641\u06cc\u062f-\u06af\u0627\u0648\u0633\u06cc-300x239.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f3: \u062a\u0635\u0648\u06cc\u0631 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u067e\u0633 \u0627\u0632 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0646\u0648\u06cc\u0632 \u0633\u0641\u06cc\u062f \u06af\u0627\u0648\u0633\u06cc<\/figcaption><\/figure><\/div>\n\n\n<ol start=\"4\">\n<li>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0634\u0627\u0631\u0647 \u0634\u062f\u060c J=deconvwnr (I,PSF,NSR) \u062a\u0635\u0648\u06cc\u0631 I \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0641\u06cc\u0644\u062a\u0631 \u0648\u06cc\u0646\u0631 \u0628\u0627\u0632\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f \u0648 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0634\u062f\u0647 J \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f. \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 NSR \u0635\u0641\u0631 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0628\u062f\u0648\u0646 \u0645\u0627\u062a\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u0646\u062f:<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt;estimated_nsr=0;\n&gt;&gt; wnr2=deconvwnr(blurred_noise,PSF,estimated_nsr);\n&gt;&gt;figure,imshow(wnr2)<\/pre>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"383\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0634\u062f\u0647-\u0628\u0627-NSR.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0628\u0627 NSR\" class=\"wp-image-13754\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0634\u062f\u0647-\u0628\u0627-NSR.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0634\u062f\u0647-\u0628\u0627-NSR-300x230.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f4: \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 NSR \u0635\u0641\u0631<\/figcaption><\/figure><\/div>\n\n\n<ol start=\"5\">\n<li>\u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 NSR \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u062f\u0647 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631\u060c \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u0646\u062f:<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt;estimated_nsr=noise_var\/var(I(:));\n&gt;&gt; wnr3=deconvwnr(blurred_noise,PSF,estimated_nsr);\n&gt;&gt;figure,imshow(wnr3)<\/pre>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"375\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0634\u062f\u0647-\u0627\u0632-\u062a\u0635\u0648\u06cc\u0631-\u0645\u0627\u062a-\u0648-\u0646\u0648\u06cc\u0632\u06cc.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0648 \u0646\u0648\u06cc\u0632\u06cc\" class=\"wp-image-13755\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0634\u062f\u0647-\u0627\u0632-\u062a\u0635\u0648\u06cc\u0631-\u0645\u0627\u062a-\u0648-\u0646\u0648\u06cc\u0632\u06cc.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0634\u062f\u0647-\u0627\u0632-\u062a\u0635\u0648\u06cc\u0631-\u0645\u0627\u062a-\u0648-\u0646\u0648\u06cc\u0632\u06cc-300x225.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f5: \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0648 \u0646\u0648\u06cc\u0632\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 NSR \u062a\u062e\u0645\u06cc\u0646 \u0632\u062f\u0647 \u0634\u062f\u0647 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631<\/figcaption><\/figure><\/div>\n\n\n<p>\u0634\u06a9\u0644 \u06f5 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0648 \u0646\u0648\u06cc\u0632\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 NSR \u062a\u062e\u0645\u06cc\u0646 \u0632\u062f\u0647 \u0634\u062f\u0647 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0641\u06cc\u0644\u062a\u0631-\u0645\u0646\u0638\u0645\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%A7%D8%AA_%D8%B2%D8%AF%D8%A7%DB%8C%DB%8C_%D8%A8%D8%A7_%D9%81%DB%8C%D9%84%D8%AA%D8%B1_%D9%85%D9%86%D8%B8%D9%85\"><\/span><strong>\u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0628\u0627 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0646\u0638\u0645<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u062d\u062f\u0648\u062f\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u0648\u06cc\u0632 \u062c\u0645\u0639 \u0634\u0648\u0646\u062f\u0647 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0628\u0627\u0634\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u06cc\u06a9 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0646\u0638\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0633\u062a\u0648\u0631 J=deconvreg(I, PSF) \u062a\u0635\u0648\u06cc\u0631 I \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0646\u0638\u0645 \u062f\u06a9\u0627\u0646\u0648\u0627\u0644\u0648 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0634\u062f\u0647 J \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f. \u0641\u0631\u0636 \u0628\u0631 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 I \u0628\u0627 \u062f\u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062d\u0642\u06cc\u0642\u06cc \u0628\u0627 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0646\u0642\u0637\u0647 \u06af\u0633\u062a\u0631 \u0648 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0628\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0646\u0648\u06cc\u0632 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u0642\u06cc\u062f \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u062d\u062f\u0627\u0642\u0644 \u0645\u0631\u0628\u0639\u0627\u062a \u062e\u0637\u0627 \u0628\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062a\u062e\u0645\u06cc\u0646 \u0632\u062f\u0647 \u0634\u062f\u0647 \u0648 \u062a\u0635\u0648\u06cc\u0631 \u062d\u0642\u06cc\u0642\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062d\u0641\u0638 \u0648\u0636\u0648\u062d \u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u0631\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 I \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 N \u0628\u0639\u062f\u06cc \u0628\u0627\u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062a\u0627\u0628\u0639 deconverg \u062f\u0631 \u0632\u06cc\u0631 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">J = deconvreg(I, PSF, NOISEPOWER)<\/pre>\n<p>\u06a9\u0647 \u062f\u0631 \u0622\u0646 NOISEPOWER \u062a\u0648\u0627\u0646 \u0646\u0648\u06cc\u0632 \u062c\u0645\u0639 \u0634\u0648\u0646\u062f\u0647 \u0627\u0633\u062a \u0648 \u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0622\u0646 \u06f0 \u0627\u0633\u062a.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">J = deconvreg(I, PSF, NOISEPOWER, LRANGE)<\/pre>\n<p style=\"text-align: justify;\">\u06a9\u0647 \u062f\u0631 \u0622\u0646 LRANGE \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062d\u062f\u0648\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062c\u0633\u062a\u062c\u0648 \u0628\u0631\u0627\u06cc \u0631\u0627\u0647 \u062d\u0644 \u0628\u0647\u06cc\u0646\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u060c \u06cc\u06a9 \u0636\u0631\u06cc\u0628 \u0644\u0627\u06af\u0631\u0627\u0646\u0698 \u0628\u0647\u06cc\u0646\u0647 LAGRA \u0631\u0627 \u062f\u0631 \u0645\u062d\u062f\u0648\u062f\u0647 LRANGE \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06af\u0631 LRANGE \u06cc\u06a9 \u0627\u0633\u06a9\u0627\u0644\u0631 \u0628\u0627\u0634\u062f\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0641\u0631\u0636 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 LAGRA \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0648 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 LRANGE \u0627\u0633\u062a. \u0633\u067e\u0633 \u0645\u0642\u062f\u0627\u0631 NP \u0646\u0627\u062f\u06cc\u062f\u0647 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0645\u062d\u062f\u0648\u062f\u0647 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0622\u0646 \u0628\u06cc\u0646 [\u06f1e-9 and 1e9] \u00a0\u0627\u0633\u062a.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">J = deconvreg(I, PSF, NOISEPOWER, LRANGE, REGOP)<\/pre>\n<p style=\"text-align: justify;\">\u06a9\u0647 \u062f\u0631 \u0622\u0646 REGOP \u0639\u0645\u0644\u06af\u0631 \u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u062f\u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0627\u0633\u062a. \u0639\u0645\u0644\u06af\u0631 \u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0639\u0645\u0644\u06af\u0631 \u0644\u0627\u067e\u0644\u0627\u0633\u06cc\u0646 \u0627\u0633\u062a \u062a\u0627 \u0648\u0636\u0648\u062d \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062d\u0641\u0638 \u06a9\u0646\u062f. \u0627\u0628\u0639\u0627\u062f \u0622\u0631\u0627\u06cc\u0647 REGOP \u0646\u0628\u0627\u06cc\u062f \u0627\u0632 \u0627\u0628\u0639\u0627\u062f \u062a\u0635\u0648\u06cc\u0631 \u0628\u06cc\u0634\u062a\u0631 \u0628\u0627\u0634\u062f. \u0647\u0631 \u0627\u0628\u0639\u0627\u062f \u063a\u06cc\u0631 \u062a\u06a9 \u0639\u0636\u0648\u06cc \u0628\u0627\u06cc\u062f \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u063a\u06cc\u0631 \u062a\u06a9 \u0639\u0636\u0648 PSF \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">[J, LAGRA] = deconvreg(I, PSF,\u2026) \u0645\u0642\u062f\u0627\u0631 \u0636\u0631\u06cc\u0628 \u0644\u0627\u06af\u0631\u0627\u0646\u0698 LAGRA \u0631\u0627 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u062a\u0635\u0648\u06cc\u0631 J \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647 \u060c \u062a\u0627\u0628\u0639 deconverg \u0627\u0632 \u0686\u0646\u062f \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06af\u0646\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0642\u062f\u0627\u0631 \u062a\u0648\u0627\u0646 \u0646\u0648\u06cc\u0632\u060c \u0645\u062d\u062f\u0648\u062f\u0647 \u0627\u06cc \u0631\u0627 \u06a9\u0647 deconverg \u0628\u0627\u06cc\u062f \u062f\u0631 \u0622\u0646 \u062a\u06a9\u0631\u0627\u0631 \u0634\u0648\u062f\u060c \u0648 \u0639\u0645\u0644\u06af\u0631 \u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0642\u06cc\u062f \u06a9\u0631\u062f\u0646 \u062f\u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062a\u0635\u0648\u06cc\u0631 I \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u06a9\u0644\u0627\u0633 uint8\u060c uint16\u060c int16\u060c single \u06cc\u0627 double \u0628\u0627\u0634\u062f. \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0627\u06cc\u062f \u0627\u0632 \u06a9\u0644\u0627\u0633 double \u0628\u0627\u0634\u0646\u062f. \u062a\u0635\u0648\u06cc\u0631 J \u0648 \u062a\u0635\u0648\u06cc\u0631 I \u0627\u0632 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0645\u0634\u0627\u0628\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0634\u062f\u0647 \u0631\u0627 \u0628\u0627 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u06cc\u06a9 \u0641\u06cc\u0644\u062a\u0631 \u06af\u0627\u0648\u0633\u06cc PSF \u0628\u0627 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 (\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 imfilter) \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ol>\n<li style=\"text-align: justify;\">\u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0645\u062a\u0644\u0628:<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt; I=imread(\u2018image_2.tif\u2019);\n&gt;&gt;figure,imshow(I)<\/pre>\n<p>\u00a0<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"390\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0648\u0631\u0648\u062f\u06cc-\u062f\u0631-\u0645\u062a\u0644\u0628.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u062f\u0631 \u0645\u062a\u0644\u0628\" class=\"wp-image-13756\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0648\u0631\u0648\u062f\u06cc-\u062f\u0631-\u0645\u062a\u0644\u0628.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0648\u0631\u0648\u062f\u06cc-\u062f\u0631-\u0645\u062a\u0644\u0628-300x234.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f6: \u062a\u0635\u0648\u06cc\u0631 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0634\u062f\u0647 \u062f\u0631 \u0645\u062a\u0644\u0628<\/figcaption><\/figure><\/div>\n\n\n<ol start=\"2\">\n<li>\u0633\u0627\u062e\u062a PSF \u0648 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0648 \u0633\u067e\u0633 \u0627\u0641\u0632\u0648\u062f\u0646 \u0646\u0648\u06cc\u0632 \u0628\u0647 \u0622\u0646:<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt; PSF = fspecial(\u2018gaussian\u2019,\u06f1\u06f1,\u06f5);\n&gt;&gt; Blurred = imfilter(I,PSF,\u2019conv\u2019);\n&gt;&gt; V=0.03;\n&gt;&gt;Blurred_Noise=imnoise(Blurred,\u2019gaussian\u2019,\u06f0,V);\n&gt;&gt;figure,imshow(Blurred_Noise)<\/pre>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"387\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0645\u062d\u0648-\u0634\u062f\u0647-\u0648-\u0646\u0648\u06cc\u0632\u06cc.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0645\u062d\u0648 \u0634\u062f\u0647 \u0648 \u0646\u0648\u06cc\u0632\u06cc\" class=\"wp-image-13757\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0645\u062d\u0648-\u0634\u062f\u0647-\u0648-\u0646\u0648\u06cc\u0632\u06cc.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0645\u062d\u0648-\u0634\u062f\u0647-\u0648-\u0646\u0648\u06cc\u0632\u06cc-300x232.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f7: \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0648 \u0646\u0648\u06cc\u0632\u06cc<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0646\u0648\u06cc\u0632 \u062c\u0645\u0639 \u0634\u0648\u0646\u062f\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0641\u0632\u0648\u062f\u0646 \u0646\u0648\u06cc\u0632 \u06af\u0627\u0648\u0633\u06cc \u0628\u0627 \u0648\u0627\u0631\u06cc\u0627\u0646\u0633 V \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0634\u062f\u0647 (\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 imnoise) \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0645\u06cc \u0634\u0648\u062f. \u0634\u06a9\u0644 \u06f7 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0648 \u0646\u0648\u06cc\u0632\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<ol start=\"3\">\n<li style=\"text-align: justify;\">\u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 deconverg \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0645\u06cc \u0634\u0648\u062f \u0648 PSF \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062a\u0627\u0631\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0648\u0627\u0646 \u0646\u0648\u06cc\u0632(NP) \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f:<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt; NP=V*prod(size(I));\n&gt;&gt; [reg1 LAGRA] = deconvreg(Blurred_Noise,PSF,NP);\n&gt;&gt;figure, imshow(reg1)<\/pre>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"374\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0634\u062f\u0647.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647\" class=\"wp-image-13758\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0634\u062f\u0647.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0634\u062f\u0647-300x224.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f8: \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0634\u06a9\u0644 \u06f8 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u062a\u0628\u062f\u06cc\u0644-\u0647\u0627\u0641-hough-transform\"><span class=\"ez-toc-section\" id=\"%D8%AA%D8%A8%D8%AF%DB%8C%D9%84_%D9%87%D8%A7%D9%81_Hough_transform\"><\/span><strong>\u062a\u0628\u062f\u06cc\u0644 \u0647\u0627\u0641 (Hough transform)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/Hough_transform\" target=\"_blank\" rel=\"noopener\">\u062a\u0628\u062f\u06cc\u0644 \u0647\u0627\u0641<\/a> \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062e\u0637\u0648\u0637 \u0648 \u0645\u0646\u062d\u0646\u06cc \u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0628\u062f\u06cc\u0644 \u0647\u0627\u0641\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u067e\u0627\u0631\u0647 \u062e\u0637 \u0647\u0627 \u0648 \u0646\u0642\u0627\u0637 \u0627\u0646\u062a\u0647\u0627\u06cc\u06cc \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f\u060c \u0632\u0627\u0648\u06cc\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f\u060c \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631 \u062d\u0633\u0628 \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f\u060c \u0648 \u0627\u062c\u0633\u0627\u0645 \u06af\u0631\u062f \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u0645\u062b\u0627\u0644 \u062a\u0628\u062f\u06cc\u0644 \u0647\u0627\u0641 \u0632\u06cc\u0631\u060c \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627 \u06cc\u0627 \u0627\u0634\u06cc\u0627\u0621 \u06af\u0631\u062f \u0648 \u062f\u0627\u06cc\u0631\u0647 \u0634\u06a9\u0644 \u0631\u0627 \u0628\u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0648 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0631\u0633\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<ol>\n<li>\u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0646\u0645\u0627\u06cc\u0634 \u0622\u0646: \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0628\u0627 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0631\u0646\u06af\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f:<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt; I=imread(\u2018Image_3.png\u2019);\n&gt;&gt;figure, imshow(I)<\/pre>\n<p><\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"284\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0646\u0645\u0627\u06cc\u0634-\u062f\u0627\u062f\u0647-\u0634\u062f\u0647-\u0627\u0632-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0632 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\" class=\"wp-image-13759\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0646\u0645\u0627\u06cc\u0634-\u062f\u0627\u062f\u0647-\u0634\u062f\u0647-\u0627\u0632-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u0646\u0645\u0627\u06cc\u0634-\u062f\u0627\u062f\u0647-\u0634\u062f\u0647-\u0627\u0632-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627-300x170.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f9: \u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0631\u0646\u06af \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0634\u062f\u0647 \u0648 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/figcaption><\/figure><\/div>\n\n\n<ol start=\"2\">\n<li>\u062a\u0639\u06cc\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u0647 \u0634\u0639\u0627\u0639 \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627: \u06cc\u06a9 \u0631\u0627\u0647 \u0633\u0631\u06cc\u0639 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0645\u062d\u062f\u0648\u062f\u0647 \u0634\u0639\u0627\u0639 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631 \u062a\u0639\u0627\u0645\u0644\u06cc imdistline \u0627\u0633\u062a \u06a9\u0647 \u062a\u062e\u0645\u06cc\u0646\u06cc \u0627\u0632 \u0634\u0639\u0627\u0639 \u0627\u062c\u0633\u0627\u0645 \u0645\u062e\u062a\u0644\u0641 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ol>\n<p>h = imdistline \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 Distance \u062f\u0631 \u0645\u062d\u0648\u0631 \u0641\u0639\u0644\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0627\u0628\u0632\u0627\u0631 Distance \u06cc\u0627 \u0641\u0627\u0635\u0644\u0647 \u06cc\u06a9 \u062e\u0637 \u0642\u0627\u0628\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u062d\u0648\u0631 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0648 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u062f\u0648 \u0646\u0642\u0637\u0647 \u0627\u0646\u062a\u0647\u0627\u06cc\u06cc \u062e\u0637 \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0627\u06cc\u0646 \u0641\u0627\u0635\u0644\u0647 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0628\u0631\u0686\u0633\u0628 \u0645\u062a\u0646\u06cc \u06a9\u0647 \u0631\u0648\u06cc \u062e\u0637 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0641\u0627\u0635\u0644\u0647 \u0631\u0627 \u062f\u0631 \u0648\u0627\u062d\u062f\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u062a\u0639\u06cc\u06cc\u0646 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc XData \u0648 YData \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0628\u0631 \u062d\u0633\u0628 \u067e\u06cc\u06a9\u0633\u0644 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"281\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u0627\u0628\u0632\u0627\u0631-\u062a\u0639\u0627\u0645\u0644\u06cc-imdistline-\u062f\u0631-\u0645\u062a\u0644\u0628.jpg\" alt=\"\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631 \u062a\u0639\u0627\u0645\u0644\u06cc imdistline \u062f\u0631 \u0645\u062a\u0644\u0628\" class=\"wp-image-13760\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u0627\u0628\u0632\u0627\u0631-\u062a\u0639\u0627\u0645\u0644\u06cc-imdistline-\u062f\u0631-\u0645\u062a\u0644\u0628.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u0627\u0628\u0632\u0627\u0631-\u062a\u0639\u0627\u0645\u0644\u06cc-imdistline-\u062f\u0631-\u0645\u062a\u0644\u0628-300x169.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f1\u06f0: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0628\u0632\u0627\u0631 \u062a\u0639\u0627\u0645\u0644\u06cc imdistline \u062f\u0631 \u0645\u062a\u0644\u0628<\/figcaption><\/figure><\/div>\n\n\n<p>\u0627\u06af\u0631 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u062f\u060c \u0634\u06a9\u0644 \u06f9 \u0628\u0647 \u0634\u06a9\u0644 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0634\u06a9\u0644 \u06f1\u06f0 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u06a9\u0631\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt;d = imdistline<\/pre>\n<p>\u062e\u0637 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0633\u0645 \u06a9\u0631\u062f.<\/p>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647\u060c \u062f\u0633\u062a\u0648\u0631 imdistline \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0642\u0627\u0628\u0644 \u062a\u0631\u0633\u06cc\u0645 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062d\u0631\u06a9\u062a \u06a9\u0646\u062f \u062a\u0627 \u0631\u0648\u06cc \u06cc\u06a9 \u062f\u0627\u06cc\u0631\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f \u0648 \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u062e\u0631\u0648\u062c\u06cc \u0622\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u062e\u0645\u06cc\u0646 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0634\u0639\u0627\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062d\u0630\u0641 \u0627\u0628\u0632\u0627\u0631 imdistline\u060c \u0627\u0632 \u062a\u0627\u0628\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0632\u06cc\u0631 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt;delete(d);<\/pre>\n<p>\u00a0<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"636\" height=\"363\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062a\u0639\u062f\u0627\u062f\u06cc-\u062f\u0627\u06cc\u0631\u0647-\u0631\u0646\u06af\u06cc.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u062a\u0639\u062f\u0627\u062f\u06cc \u062f\u0627\u06cc\u0631\u0647 \u0631\u0646\u06af\u06cc\" class=\"wp-image-13761\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062a\u0639\u062f\u0627\u062f\u06cc-\u062f\u0627\u06cc\u0631\u0647-\u0631\u0646\u06af\u06cc.jpg 636w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062a\u0639\u062f\u0627\u062f\u06cc-\u062f\u0627\u06cc\u0631\u0647-\u0631\u0646\u06af\u06cc-300x171.jpg 300w\" sizes=\"(max-width: 636px) 100vw, 636px\" \/><figcaption>\u0634\u06a9\u0644 \u06f1\u06f1: \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f\u06cc \u062f\u0627\u06cc\u0631\u0647<\/figcaption><\/figure><\/div>\n\n\n<ol start=\"3\">\n<li>\u062a\u0635\u0648\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0634\u06a9\u0644 \u06f1\u06f1 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f. \u0647\u062f\u0641 \u06cc\u0627\u0641\u062a\u0646 \u062a\u0639\u062f\u0627\u062f \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627 \u062f\u0631 \u0634\u06a9\u0644 \u0627\u0633\u062a.<\/li>\n<\/ol>\n<p>\u06a9\u0627\u0645\u0644\u0627\u064b \u0628\u062f\u06cc\u0647\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0628\u0627 \u0631\u0646\u06af \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0627 \u06a9\u0646\u062a\u0631\u0627\u0633\u062a \u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0646\u0633\u0628\u062a \u0628\u0647 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0622\u0628\u06cc \u0648 \u0642\u0631\u0645\u0632 \u0646\u0633\u0628\u062a \u0628\u0647 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u06a9\u0646\u062a\u0631\u0627\u0633\u062a \u0642\u0648\u06cc \u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0633\u0641\u06cc\u062f \u0648 \u0632\u0631\u062f \u0636\u0639\u06cc\u0641 \u062a\u0631\u06cc\u0646 \u06a9\u0646\u062a\u0631\u0627\u0633\u062a \u0631\u0627 \u0646\u0633\u0628\u062a \u0628\u0647 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<ol start=\"4\">\n<li>\u06cc\u0627\u0641\u062a\u0646 \u0627\u062c\u0633\u0627\u0645\u06cc \u0631\u0627 \u06a9\u0647 \u0631\u0648\u0634\u0646 \u062a\u0631 \u0648 \u062a\u06cc\u0631\u0647 \u062a\u0631 \u0627\u0632 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0633\u062a\u0646\u062f: \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 RGB \u0631\u0627 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u0645:<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt; RGB=imread(\u2018Image_4.png\u2019);\n&gt;&gt;gray_image=rgb2gray(RGB);\n&gt;&gt;figure, imshow(gray_image)<\/pre>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"292\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062e\u0627\u06a9\u0633\u062a\u0631\u06cc-\u0634\u062f\u0647-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627\u06cc-\u0631\u0646\u06af\u06cc.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0634\u062f\u0647 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0631\u0646\u06af\u06cc\" class=\"wp-image-13762\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062e\u0627\u06a9\u0633\u062a\u0631\u06cc-\u0634\u062f\u0647-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627\u06cc-\u0631\u0646\u06af\u06cc.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062e\u0627\u06a9\u0633\u062a\u0631\u06cc-\u0634\u062f\u0647-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627\u06cc-\u0631\u0646\u06af\u06cc-300x175.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f1\u06f2: \u062a\u0635\u0648\u06cc\u0631 RGB \u062f\u0631 \u0634\u06a9\u0644 \u06f1\u06f1 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0634\u06a9\u0644 \u06f1\u06f2 \u062a\u0635\u0648\u06cc\u0631 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f<\/p>\n<ol style=\"text-align: justify;\" start=\"5\">\n<li>\u062a\u0627\u0628\u0639 centers=imfindcircles (A,radius) \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 A \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0634\u0639\u0627\u0639 \u0622\u0646 \u0647\u0627 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u0634\u0639\u0627\u0639 radius \u0627\u0633\u062a. \u062e\u0631\u0648\u062c\u06cc \u0622\u0646\u060c \u06cc\u06a9 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0648 \u0633\u062a\u0648\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0645\u062e\u062a\u0635\u0627\u062a(x,y) \u0645\u0631\u0627\u06a9\u0632 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a.<\/li>\n<\/ol>\n<p style=\"text-align: justify;\">\u062f\u0633\u062a\u0648\u0631 [centers,radii] = imfindcircles (A,radiusRange) \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0634\u0639\u0627\u0639 \u062f\u0631 \u0645\u062d\u062f\u0648\u062f\u0647 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 radiusRange \u0631\u0627 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f. \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc radii \u060c \u0634\u0627\u0645\u0644 \u0634\u0639\u0627\u0639 \u0647\u0627\u06cc \u062a\u062e\u0645\u06cc\u0646\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u0631\u06a9\u0632 \u0647\u0631 \u062f\u0627\u06cc\u0631\u0647 \u062f\u0631 centers \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636\u060c imfindcircles \u0627\u0634\u06cc\u0627\u0621 \u062f\u0627\u06cc\u0631\u0647 \u0627\u06cc \u0631\u0627 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0631\u0648\u0634\u0646 \u062a\u0631 \u0627\u0632 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0633\u062a\u0646\u062f. \u062f\u0631 \u0645\u062b\u0627\u0644 \u0645\u0627\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u062a\u0627\u0631\u06cc\u06a9\u060c \u067e\u0627\u0631\u0627\u0645\u062a\u0631 ObjectPolarity \u0631\u0627 \u0631\u0648\u06cc Dark \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt; [centers,radii]=imfindcircles(RGB,[40 60],\u2019ObjectPolarity\u2019,\u2019Dark\u2019)<\/pre>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0628\u0627\u0644\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">centers = 384.2814 204.1827\nradii = 50.1646<\/pre>\n<p style=\"text-align: justify;\">\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0644\u0627\u062d\u0638\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0641\u0642\u0637 \u06cc\u06a9 \u062f\u0627\u06cc\u0631\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc \u0634\u0648\u062f. \u0632\u06cc\u0631\u0627 imfindcircles \u06cc\u06a9 \u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632 \u062f\u0627\u06cc\u0631\u0647 \u0627\u0633\u062a \u0648 \u0645\u0634\u0627\u0628\u0647 \u0627\u06a9\u062b\u0631 \u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632\u0647\u0627\u060c imfindcircles \u06cc\u06a9 \u0622\u0633\u062a\u0627\u0646\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062e\u0644\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u062d\u0633\u0627\u0633\u06cc\u062a \u0622\u0646 \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f. imfindcircles \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 &#8220;\u062d\u0633\u0627\u0633\u06cc\u062a&#8221; \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u0627\u06cc\u0646 \u0622\u0633\u062a\u0627\u0646\u0647 \u062f\u0627\u062e\u0644\u06cc \u0648 \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u062d\u0633\u0627\u0633\u06cc\u062a \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u0645\u0642\u062f\u0627\u0631 \u062d\u0633\u0627\u0633\u06cc\u062a \u0628\u0627\u0644\u0627\u062a\u0631 \u0622\u0633\u062a\u0627\u0646\u0647 \u060c \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0645\u062a\u0631\u06cc \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u06a9\u0646\u062a\u0631\u0644 \u062d\u0633\u0627\u0633\u06cc\u062a \u062f\u0631 \u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u062a \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u0645\u0646\u0627\u0632\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u00a0<\/p>\n<ol start=\"6\">\n<li style=\"text-align: justify;\">\u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u062d\u0633\u0627\u0633\u06cc\u062a \u06a9\u0647 \u0639\u062f\u062f\u06cc \u0628\u06cc\u0646 \u06f0 \u0648 \u06f1 \u0627\u0633\u062a \u0631\u0648\u06cc \u06f0\u066b\u06f8\u06f5 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062d\u0633\u0627\u0633\u06cc\u062a \u0628\u0647 \u06f0\u066b\u06f9 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631:<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt; [centers,radii]=imfindcircles(RGB,[40 60],\u2019ObjectPolarity\u2019,\u2019Dark\u2019,\u2019Sensitivity\u2019,\u06f0\u066b\u06f9)<\/pre>\n<p>\u0646\u062a\u0627\u06cc\u062c \u0632\u06cc\u0631 \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">centers\u00a0=\n\u06f3\u06f8\u06f4\u066b\u06f2\u06f0\u06f0\u06f2 \u06f2\u06f0\u06f4\u066b\u06f0\u06f1\u06f3\u06f8\n\u06f2\u06f4\u06f8\u066b\u06f6\u06f1\u06f2\u06f7 \u06f2\u06f0\u06f1\u066b\u06f3\u06f4\u06f1\u06f6\n\u06f1\u06f9\u06f8\u066b\u06f2\u06f8\u06f2\u06f5 \u06f7\u06f3\u066b\u06f5\u06f6\u06f1\u06f8\n\u06f4\u06f4\u06f2\u066b\u06f8\u06f0\u06f9\u06f1 \u06f7\u06f7\u066b\u06f9\u06f0\u06f6\u06f0\nradii =\n\u06f5\u06f0\u066b\u06f1\u06f6\u06f4\u06f6\n\u06f5\u06f0\u066b\u06f2\u06f5\u06f7\u06f2\n\u06f5\u06f0\u066b\u06f2\u06f9\u06f5\u06f1\n\u06f4\u06f9\u066b\u06f7\u06f8\u06f2\u06f7<\/pre>\n<p>\u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062d\u0633\u0627\u0633\u06cc\u062a \u0628\u0647 \u06f0\u066b\u06f9\u060c \u062a\u0627\u0628\u0639 imfindcircles \u0686\u0647\u0627\u0631 \u062f\u0627\u06cc\u0631\u0647 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f. &#8216;centers&#8217; \u0634\u0627\u0645\u0644 \u0645\u06a9\u0627\u0646 \u0647\u0627\u06cc \u0645\u0631\u06a9\u0632\u06cc \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627 \u0648 &#8216;radii&#8217; \u0634\u0627\u0645\u0644 \u0634\u0639\u0627\u0639 \u062a\u062e\u0645\u06cc\u0646\u06cc \u0627\u06cc\u0646 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627 \u0627\u0633\u062a.<\/p>\n<p>\u06f7\u066b \u0627\u0632 \u062a\u0627\u0628\u0639 viscircles \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u0645 \u062f\u0627\u06cc\u0631\u0647 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u0627\u0632 \u0645\u062a\u063a\u06cc\u0631 \u0647\u0627\u06cc \u062e\u0631\u0648\u062c\u06cc &#8216;centers&#8217; \u0648 &#8216;radii&#8217; \u062a\u0627\u0628\u0639 imfindcircles \u0645\u06cc \u062a\u0648\u0627\u0646 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u062f\u0631 \u062a\u0627\u0628\u0639 viscircles \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt;imshow(RGB)\n&gt;&gt; h=viscircles(centers,radii)<\/pre>\n<p>\u00a0<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"285\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0631\u0633\u06cc\u0645-\u0627\u0634\u06a9\u0627\u0644-\u0628\u0627-\u062a\u0627\u0628\u0639-viscircles.jpg\" alt=\"\u062a\u0631\u0633\u06cc\u0645 \u0627\u0634\u06a9\u0627\u0644 \u0628\u0627 \u062a\u0627\u0628\u0639 viscircles\" class=\"wp-image-13763\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0631\u0633\u06cc\u0645-\u0627\u0634\u06a9\u0627\u0644-\u0628\u0627-\u062a\u0627\u0628\u0639-viscircles.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0631\u0633\u06cc\u0645-\u0627\u0634\u06a9\u0627\u0644-\u0628\u0627-\u062a\u0627\u0628\u0639-viscircles-300x171.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f1\u06f3: \u062a\u0631\u0633\u06cc\u0645 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 viscircles<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 \u06f1\u06f3 \u0645\u0644\u0627\u062d\u0638\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u06a9\u0647 \u0645\u0631\u0627\u06a9\u0632 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0646\u062f \u0648 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u0634\u0639\u0627\u0639 \u0645\u062a\u0646\u0627\u0638\u0631 \u0622\u0646 \u0647\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0627 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627 \u067e\u06cc\u062f\u0627 \u0646\u0634\u062f\u0646\u062f. \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f &#8220;\u062d\u0633\u0627\u0633\u06cc\u062a&#8221; \u0631\u0627 \u0628\u0647 \u06f0\u066b\u06f9\u06f2\u06f8 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt; [centers,radii]=imfindcircles(RGB,\n[\u06f4\u06f0 \u06f6\u06f0],\u2019ObjectPolarity\u2019,\u2019Dark\u2019,\u2019Sensitivity\u2019,\u06f0\u066b\u06f9\u06f8)\n\ncenters =\n\u06f3\u06f8\u06f4\u066b\u06f2\u06f1\u06f9\u06f3 \u06f2\u06f0\u06f4\u066b\u06f4\u06f7\u06f7\u06f6\n\u06f2\u06f4\u06f8\u066b\u06f8\u06f4\u06f4\u06f6 \u06f2\u06f0\u06f1\u066b\u06f4\u06f9\u06f3\u06f0\n\u06f1\u06f9\u06f7\u066b\u06f7\u06f0\u06f2\u06f7 \u06f7\u06f3\u066b\u06f5\u06f1\u06f4\u06f9\n\u06f4\u06f4\u06f2\u066b\u06f9\u06f9\u06f9\u06f8 \u06f7\u06f8\u066b\u06f3\u06f6\u06f7\u06f4\n\u06f7\u06f6\u066b\u06f7\u06f2\u06f1\u06f8 \u06f7\u06f6\u066b\u06f5\u06f1\u06f6\u06f2\nradii =\n\u06f5\u06f0\u066b\u06f1\u06f6\u06f4\u06f6\n\u06f5\u06f0\u066b\u06f2\u06f5\u06f7\u06f2\n\u06f5\u06f0\u066b\u06f2\u06f9\u06f5\u06f1\n\u06f4\u06f9\u066b\u06f7\u06f8\u06f2\u06f7\n\u06f5\u06f0\u066b\u06f4\u06f0\u06f3\u06f9<\/pre>\n<p class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u067e\u0646\u062c \u062f\u0627\u06cc\u0631\u0647 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u060c \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u0642\u062f\u0627\u0631 \u062d\u0633\u0627\u0633\u06cc\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u062f. \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u06cc\u0646 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627 \u0631\u0627 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0631\u0633\u0645 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt;delete(h); % Delete previously drawn circles\n&gt;&gt;h = viscircles(centers,radii);<\/pre>\n<p>\u00a0<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"284\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0631\u0633\u06cc\u0645-\u0645\u062c\u062f\u062f-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627.jpg\" alt=\"\u062a\u0631\u0633\u06cc\u0645 \u0645\u062c\u062f\u062f \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\" class=\"wp-image-13765\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0631\u0633\u06cc\u0645-\u0645\u062c\u062f\u062f-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0631\u0633\u06cc\u0645-\u0645\u062c\u062f\u062f-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627-300x170.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f1\u06f4: \u062a\u0631\u0633\u06cc\u0645 \u0645\u062c\u062f\u062f \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc<\/figcaption><\/figure><\/div>\n\n\n<ol start=\"8\">\n<li style=\"text-align: justify;\">\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u062a\u0627\u0628\u0639 imfindcircles \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0632\u0631\u062f \u0648 \u0633\u0641\u06cc\u062f \u0631\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u067e\u06cc\u062f\u0627 \u0646\u0645\u06cc \u06a9\u0646\u062f. \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0632\u0631\u062f \u0648 \u0633\u0641\u06cc\u062f \u0631\u0648\u0634\u0646 \u062a\u0631 \u0627\u0632 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0633\u062a\u0646\u062f. \u062f\u0631 \u0648\u0627\u0642\u0639\u060c \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0647\u0627 \u0634\u062f\u062a \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0634\u0627\u0628\u0647\u06cc \u0628\u0627 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0627\u0631\u0646\u062f. \u0628\u0631\u0627\u06cc \u062a\u0623\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0646\u0633\u062e\u0647 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0631\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0628\u0628\u06cc\u0646\u06cc\u0645. \u0634\u06a9\u0644 \u06f1\u06f5 \u062a\u0635\u0648\u06cc\u0631 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt;figure, imshow(gray_image)<\/pre>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"289\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062e\u0627\u06a9\u0633\u062a\u0631\u06cc-\u0634\u062f\u0647-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0634\u062f\u0647 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\" class=\"wp-image-13766\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062e\u0627\u06a9\u0633\u062a\u0631\u06cc-\u0634\u062f\u0647-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062e\u0627\u06a9\u0633\u062a\u0631\u06cc-\u0634\u062f\u0647-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627-300x173.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f1\u06f4: \u0646\u0633\u062e\u0647 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0634\u06a9\u0644 \u06f1\u06f4<\/figcaption><\/figure><\/div>\n\n\n<ol start=\"9\">\n<li>\u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0631\u0648\u0634\u0646 \u062a\u0631 \u0627\u0632 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647\u060c ObjectPolarity \u0631\u0627 \u0628\u0647 Bright \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f:<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&gt;&gt; [centers,radii]=imfindcircles(RGB,[40 60],\u2019ObjectPolarity\u2019,\u2019Bright\u2019,\u2019Sensitivity\u2019,\u06f0\u066b\u06f9\u06f8)\n\ncenters =\n\u06f3\u06f2\u06f3\u066b\u06f2\u06f8\u06f0\u06f6 \u06f7\u06f5\u066b\u06f9\u06f6\u06f4\u06f4\n\u06f1\u06f2\u06f2\u066b\u06f3\u06f4\u06f2\u06f1 \u06f2\u06f0\u06f5\u066b\u06f1\u06f5\u06f0\u06f4\nradii =\n\u06f4\u06f9\u066b\u06f7\u06f6\u06f5\u06f4\n\u06f5\u06f0\u066b\u06f1\u06f5\u06f7\u06f4<\/pre>\n<p class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">\u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 &#8216;Color&#8217; \u062f\u0631 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u060c \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0631\u0648\u0634\u0646 \u0631\u0627 \u0628\u0627 \u0631\u0646\u06af\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0631\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">&gt;&gt;imshow(RGB)\n&gt;&gt;hBright=viscircles(centers,radii,\u2019Color\u2019,\u2019b\u2019);<\/pre>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"284\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062a\u0631\u0633\u06cc\u0645-\u0634\u062f\u0647-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u062a\u0631\u0633\u06cc\u0645 \u0634\u062f\u0647 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\" class=\"wp-image-13767\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062a\u0631\u0633\u06cc\u0645-\u0634\u062f\u0647-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0648\u06cc\u0631-\u062a\u0631\u0633\u06cc\u0645-\u0634\u062f\u0647-\u062f\u0627\u06cc\u0631\u0647-\u0647\u0627-300x170.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f1\u06f6: \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0631\u0648\u0634\u0646 \u0628\u0627 \u0631\u0646\u06af\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u062a\u0631\u0633\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0646\u062f<\/figcaption><\/figure><\/div>\n\n\n<ol style=\"text-align: justify;\" start=\"11\">\n<li>\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062f\u06cc\u06af\u0631\u06cc \u062f\u0631 \u062a\u0627\u0628\u0639 imfindcircles \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u06cc\u0639\u0646\u06cc EdgeThreshold\u060c \u06a9\u0647 \u0645\u0642\u062f\u0627\u0631 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u062f\u0631 \u06cc\u06a9 \u067e\u06cc\u06a9\u0633\u0644 \u0631\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u06cc\u06a9 \u067e\u06cc\u06a9\u0633\u0644 \u0644\u0628\u0647 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f \u0648 \u062f\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0644\u062d\u0627\u0638 \u0634\u0648\u062f \u060c \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u0632\u06cc\u0627\u062f (\u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u06f1) \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0641\u0642\u0637 \u0644\u0628\u0647 \u0647\u0627\u06cc \u0642\u0648\u06cc (\u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0628\u0627\u0644\u0627\u062a\u0631) \u0631\u0627 \u0644\u062d\u0627\u0638 \u06af\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0642\u062f\u0627\u0631 \u067e\u0627\u06cc\u06cc\u0646 (\u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u06f0) \u0644\u0628\u0647 \u0647\u0627\u06cc \u0636\u0639\u06cc\u0641 \u062a\u0631 (\u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u067e\u0627\u06cc\u06cc\u0646) \u0631\u0627 \u062f\u0631 \u0628\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u0627 \u06a9\u0627\u0647\u0634 \u0645\u0642\u062f\u0627\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 EdgeThreshold\u060c \u0634\u0627\u0646\u0633 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u062d\u062a\u0645\u0627\u0644 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0630\u0628 \u0646\u06cc\u0632 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f. \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u060c \u0628\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f (\u0646\u0631\u062e \u062a\u0634\u062e\u06cc\u0635) \u0648 \u062a\u0639\u062f\u0627\u062f \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0646\u0627\u062f\u0631\u0633\u062a\u06cc \u06a9\u0647 \u0628\u0627 \u0622\u0646 \u0647\u0627 \u06cc\u0627\u0641\u062a \u0645\u06cc\u200c\u0634\u0648\u0646\u062f (\u0646\u0631\u062e \u0647\u0634\u062f\u0627\u0631 \u0646\u0627\u062f\u0631\u0633\u062a) \u06cc\u06a9 \u0645\u0635\u0627\u0644\u062d\u0647 \u06cc\u0627 \u062a\u0639\u0627\u062f\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/li>\n<\/ol>\n<p style=\"text-align: justify;\">\u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631 \u0647\u0645 \u0627\u062c\u0633\u0627\u0645 \u0631\u0648\u0634\u0646 \u0648 \u0647\u0645 \u062a\u0627\u0631\u06cc\u06a9 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0648\u0631 \u0622\u0646 \u0647\u0627 \u062f\u0627\u06cc\u0631\u0647 \u0631\u0633\u0645 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">&gt;&gt;[centersBright,radiiBright,metricBright]=imfindcircles(RGB,[4060], \u2018ObjectPolarity\u2019,\u2019bright\u2019,\u2019Sensitivity\u2019,\u06f0\u066b\u06f9,\u2019EdgeThreshold\u2019,\u06f0\u066b\u06f2);\n&gt;&gt;imshow(RGB);\n&gt;&gt; h=viscircles(centers,radii);\n&gt;&gt;hBright=viscircles(centersBright,radiiBright,\u2019Color\u2019,\u2019b\u2019);<\/pre>\n<p>\u00a0<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"284\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0627\u0648\u06cc\u0631-\u062a\u06cc\u0631\u0647-\u0648-\u0631\u0648\u0634\u0646-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u0634\u062f\u0647.jpg\" alt=\"\u062a\u0635\u0627\u0648\u06cc\u0631 \u062a\u06cc\u0631\u0647 \u0648 \u0631\u0648\u0634\u0646 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647\" class=\"wp-image-13768\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0627\u0648\u06cc\u0631-\u062a\u06cc\u0631\u0647-\u0648-\u0631\u0648\u0634\u0646-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u0634\u062f\u0647.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0635\u0627\u0648\u06cc\u0631-\u062a\u06cc\u0631\u0647-\u0648-\u0631\u0648\u0634\u0646-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u0634\u062f\u0647-300x170.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption>\u0634\u06a9\u0644 \u06f1\u06f7: \u0647\u0631 \u062f\u0648 \u0627\u0634\u06cc\u0627\u0621 \u0631\u0648\u0634\u0646 \u0648 \u062a\u0627\u0631\u06cc\u06a9 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0645\u062d\u0627\u0635\u0631\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0634\u06a9\u0644 \u06f1\u06f7 \u062a\u0635\u0648\u06cc\u0631 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/p>\n\n\n<div class=\"wp-block-columns has-vivid-green-cyan-color has-text-color is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<ul class=\"wp-block-yoast-seo-related-links\"><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-generative-adversarial-networks-image-deblurring\/\">\u06a9\u0627\u0631\u0628\u0631\u062f \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc ( GAN ) \u0628\u0627 Keras \u062f\u0631 \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/spatial-filtering-image-processing-in-matlab\/\">\u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 MATLAB \u2013 \u0642\u0633\u0645\u062a \u0633\u0648\u0645 : \u0641\u06cc\u0644\u062a\u0631 \u0647\u0627\u06cc \u0641\u0636\u0627\u06cc\u06cc<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/\">\u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc ( CNN ) \u062f\u0631 Keras<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/image-segmentation-part-one\/\">\u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 &#8211; \u0642\u0633\u0645\u062a \u0627\u0648\u0644<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/tech\/how-snapchats-filters-recognize-your-face\/\">\u0641\u06cc\u0644\u062a\u0631 \u0647\u0627\u06cc \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 Snapchat \u0686\u06af\u0648\u0646\u0647 \u0686\u0647\u0631\u0647 \u06cc \u0634\u0645\u0627 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u0646\u062f\u061f<\/a><\/li><\/ul>\n<\/div>\n<\/div>\n\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/www.electronicsforu.com\/electronics-projects\/software-projects-ideas\/matlab-image-deblurring-hough-transform\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Electronics Foru<\/a>\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;13675&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 \u062f\u0647\u06cc\u062f!&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;\u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 MATLAB \u2013 \u0642\u0633\u0645\u062a \u0686\u0647\u0627\u0631\u0645 : \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0648 \u062a\u0628\u062f\u06cc\u0644 \u0647\u0627\u0641&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} \u0627\u0645\u062a\u06cc\u0627\u0632)&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: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/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: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0627\u06cc\u0646 \u0633\u0631\u06cc \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 MATLAB \u060c \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631 ( Image Deblurring ) \u0648 \u062a\u0628\u062f\u06cc\u0644 \u0647\u0627\u0641 ( Hough Transform ) \u060c \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u062e\u0627\u0635 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645. \u0647\u062f\u0641 \u0627\u0632 \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 &hellip;<\/p>\n","protected":false},"author":17,"featured_media":13770,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"categories":[22,18],"tags":[84,100,98],"class_list":["post-13675","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-machine-vision","category-edu","tag-84","tag-100","tag-98"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/13675","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=13675"}],"version-history":[{"count":20,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/13675\/revisions"}],"predecessor-version":[{"id":16164,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/13675\/revisions\/16164"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/13770"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=13675"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=13675"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=13675"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}