{"id":105198,"date":"2025-04-09T01:54:38","date_gmt":"2025-04-08T21:24:38","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/kaarnabcchamnwnsingkhngodyaich-pythonai-5bn7\/"},"modified":"2025-04-09T01:54:38","modified_gmt":"2025-04-08T21:24:38","slug":"kaarnabcchamnwnsingkhngodyaich-pythonai-5bn7","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/kaarnabcchamnwnsingkhngodyaich-pythonai-5bn7\/","title":{"rendered":"\u0634\u0645\u0627\u0631\u0634 \u062a\u0639\u062f\u0627\u062f \u0645\u0648\u0627\u0631\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646\u0627\u06cc"},"content":{"rendered":"<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u062f\u0631 \u0645\u0648\u0631\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 Python \u0648 OpenCV \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f <br \/>\n\u0628\u0627 \u062c\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0627\u0634\u06cc\u0627\u0621 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u060c \u06cc\u06a9\u06cc \u0627\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a. \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0634\u0627\u062e\u0647 \u0647\u0627 \u0645\u0627\u0646\u0646\u062f \u0634\u0645\u0627\u0631\u0634 \u062a\u0639\u062f\u0627\u062f \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u062c\u0631\u0628\u06cc \u0639\u0644\u0645\u06cc \u06cc\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc\u0632\u0627\u0646 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u06a9\u0634\u0627\u0648\u0631\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f <\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0645\u0627 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 OPENCV \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0627\u0634\u06cc\u0627\u0621 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f. \u0648 \u062a\u0639\u062f\u0627\u062f \u0627\u0634\u06cc\u0627\u0621 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0634\u0645\u0627\u0631\u06cc\u062f<\/p>\n<p>\u06a9\u0647 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <br \/>\nOpenCV \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0635\u0644\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0633\u062a.<br \/>\nNIMPY \u062f\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0639\u062f\u0627\u062f<br \/>\n\u0627\u0632 Matplotlib \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0631 Colab \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<br \/>\nGoogle Drive \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u067e\u0631\u0648\u0646\u062f\u0647 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u0632 \u067e\u0648\u0634\u0647 \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/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=\"\u062a\u063a\u06cc\u06cc\u0631 \u0648\u0636\u0639\u06cc\u062a \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628\"><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: #999;color:#999\" 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: #999;color:#999\" 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 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/kaarnabcchamnwnsingkhngodyaich-pythonai-5bn7\/#%D8%A8%D8%A7_%D9%88%D8%A7%D8%B1%D8%AF_%DA%A9%D8%B1%D8%AF%D9%86_%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D8%B4%D8%B1%D9%88%D8%B9_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0628\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/kaarnabcchamnwnsingkhngodyaich-pythonai-5bn7\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_%D8%A8%D8%B9%D8%AF%DB%8C_%D8%AC%D8%AF%D8%A7_%DA%A9%D8%B1%D8%AF%D9%86_%D8%A7%D8%B4%DB%8C%D8%A7%D8%A1_%D8%A7%D8%B2_%D8%AA%D8%B5%D8%A7%D9%88%DB%8C%D8%B1_%D9%85%D8%A7_%D8%A7%D8%B3%D8%AA\" >\u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u062c\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0627\u0634\u06cc\u0627\u0621 \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0627 \u0627\u0633\u062a.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/kaarnabcchamnwnsingkhngodyaich-pythonai-5bn7\/#%D9%85%DB%8C%D8%A7%D9%86_%D9%88%D8%B9%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D8%B4%DA%A9%D9%84%D8%A7%D8%AA%DB%8C\" >\u0645\u06cc\u0627\u0646 \u0648\u0639\u062f\u0647 \u0647\u0627\u06cc \u0634\u06a9\u0644\u0627\u062a\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/kaarnabcchamnwnsingkhngodyaich-pythonai-5bn7\/#%D8%A8%D8%A7_%D9%88%D8%A7%D8%B1%D8%AF_%DA%A9%D8%B1%D8%AF%D9%86_%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D8%B4%D8%B1%D9%88%D8%B9_%DA%A9%D9%86%DB%8C%D8%AF-2\" >\u0628\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/kaarnabcchamnwnsingkhngodyaich-pythonai-5bn7\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_%D8%A8%D8%B9%D8%AF%DB%8C_%D8%AC%D8%AF%D8%A7_%DA%A9%D8%B1%D8%AF%D9%86_%D8%A7%D8%B4%DB%8C%D8%A7%D8%A1_%D8%A7%D8%B2_%D8%AA%D8%B5%D8%A7%D9%88%DB%8C%D8%B1_%D9%85%D8%A7_%D8%A7%D8%B3%D8%AA-2\" >\u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u062c\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0627\u0634\u06cc\u0627\u0621 \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0627 \u0627\u0633\u062a.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/kaarnabcchamnwnsingkhngodyaich-pythonai-5bn7\/#%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%B4%D8%AF%D9%87\" >\u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/kaarnabcchamnwnsingkhngodyaich-pythonai-5bn7\/#%D8%AE%D9%84%D8%A7%D8%B5%D9%87_%DA%A9%D8%B1%D8%AF%D9%86\" >\u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D8%A7_%D9%88%D8%A7%D8%B1%D8%AF_%DA%A9%D8%B1%D8%AF%D9%86_%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D8%B4%D8%B1%D9%88%D8%B9_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  <strong>\u0628\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code># Import libraries\nimport cv2\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom google.colab import drive\ndrive.mount('\/content\/drive')\n\n<\/code><\/pre>\n<\/div>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u060c \u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062a\u0635\u0648\u06cc\u0631 \u0646\u0627\u0645\u06cc\u062f.<br \/>\n\u06a9\u0647 \u0645\u0627 \u0627\u0632 Google Drive \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0627\u06cc\u062f \u0627\u0632 Google Drive \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u0645<br \/>\n\u0645\u0627 \u0628\u0627 \u062c\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0627\u0634\u06cc\u0627\u0621 \u0645\u0627\u0646\u0646\u062f \u0633\u06a9\u0647 \u0634\u0631\u0648\u0639 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>image = cv2.imread('\/content\/drive\/My Drive\/AIData1051\/coinn.jpg')\n<\/code><\/pre>\n<\/div>\n<p>\u0648 \u0628\u0639\u062f \u0627\u0632 \u062f\u0631\u06cc\u0627\u0641\u062a \u062a\u0635\u0648\u06cc\u0631<\/p>\n<p><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%D8%A8%D8%B9%D8%AF%DB%8C_%D8%AC%D8%AF%D8%A7_%DA%A9%D8%B1%D8%AF%D9%86_%D8%A7%D8%B4%DB%8C%D8%A7%D8%A1_%D8%A7%D8%B2_%D8%AA%D8%B5%D8%A7%D9%88%DB%8C%D8%B1_%D9%85%D8%A7_%D8%A7%D8%B3%D8%AA\"><\/span>\n<p>  <strong>\u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u062c\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0627\u0634\u06cc\u0627\u0621 \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0627 \u0627\u0633\u062a.<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>1. \u062a\u0635\u0648\u06cc\u0631 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0627\u0633\u062a \u062a\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0622\u0633\u0627\u0646\u062a\u0631 \u0634\u0648\u062f.<\/strong>\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n\n<\/code><\/pre>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fphknmagoun1m1yf0ph7k.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"390\" height=\"416\" title=\"\"><\/p>\n<p><strong>2. Belle \u0628\u0627 \u062a\u0627\u0631\u06cc \u06af\u0627\u0648\u0633\u06cc \u0628\u0631\u0627\u06cc \u0633\u0631 \u0648 \u0635\u062f\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u062a\u0623\u062b\u06cc\u0631 \u0628\u06af\u0630\u0627\u0631\u062f.<\/strong>\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>blur = cv2.GaussianBlur(gray, (11, 11), 0)\n\n<\/code><\/pre>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fezjtktmss6nvrjcf6ffp.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"379\" height=\"410\" title=\"\"><\/p>\n<p><strong>3. \u0644\u0628\u0647 \u0631\u0627 \u0628\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0644\u0628\u0647 Canny \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc &#8220;\u0645\u0631\u0632&#8221; \u0634\u06cc \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/strong>\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>canny = cv2.Canny(blur, 30, 150, 3)\n\n<\/code><\/pre>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F463b0lfzwzk08pxhv9bt.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"380\" height=\"412\" title=\"\"><\/p>\n<p><strong>4. \u06af\u0633\u062a\u0631\u0634 \u0644\u0628\u0647 \u0628\u0627 \u0627\u062a\u0633\u0627\u0639 \u060c \u0644\u0628\u0647 \u0647\u0627\u06cc \u0634\u06cc\u0621 \u0631\u0627 \u0648\u0627\u0636\u062d \u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u06a9\u0627\u0646\u062a\u0648\u0631 \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc \u06a9\u0646\u062f<\/strong>\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>dilated = cv2.dilate(canny, (1, 1), iterations=0)\n\n<\/code><\/pre>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F463b0lfzwzk08pxhv9bt.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"380\" height=\"412\" title=\"\"><\/p>\n<p><strong>5. \u0628\u0631\u0627\u06cc \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u0627\u0634\u06cc\u0627\u0621 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0646\u062a\u0648\u0631\u0647\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f <code>cv2.findContours<\/code> \u062a\u0645\u0627\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06a9\u0627\u0646\u062a\u0648\u0631 \u0645\u0648\u062c\u0648\u062f \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u062c\u0627\u06cc \u0645\u0631\u0632 \u0634\u06cc\u0621 \u0627\u0633\u062a \u060c \u0628\u0627\u0632 \u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f<\/strong>\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>(cnt, hierarchy) = cv2.findContours(dilated.copy(), cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE)\n\n<\/code><\/pre>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fgpq1wiq5ypjm2x7dl7i8.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"386\" height=\"413\" title=\"\"><\/p>\n<p><strong>6. \u0633\u0631\u0627\u0646\u062c\u0627\u0645 \u060c \u0642\u0627\u0628 \u0647\u0631 \u0634\u06cc \u0631\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f. \u0648 \u0634\u0645\u0627\u0631\u0634 \u0645\u0642\u062f\u0627\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634<\/strong>\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>cv2.drawContours(rgb, cnt, -1, (0, 255, 0), 2)\nprint(\"coins in the image : \", len(cnt))\n\n<\/code><\/pre>\n<\/div>\n<p>\u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3g2c2dbeviolx3m04rha.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"390\" height=\"433\" title=\"\"><\/p>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0634\u06cc\u0627\u0621 \u0631\u0648\u0634\u0646 \u0648 \u0627\u0634\u062a\u0647\u0627 \u0622\u0648\u0631 \u060c \u0686\u06cc\u0632\u0647\u0627\u06cc \u062f\u0644\u067e\u0630\u06cc\u0631 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u0645. <\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%DB%8C%D8%A7%D9%86_%D9%88%D8%B9%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D8%B4%DA%A9%D9%84%D8%A7%D8%AA%DB%8C\"><\/span>\n<p>  <strong>\u0645\u06cc\u0627\u0646 \u0648\u0639\u062f\u0647 \u0647\u0627\u06cc \u0634\u06a9\u0644\u0627\u062a\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u0632 \u062f\u0633\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u062e\u06cc\u0644\u06cc \u062e\u0648\u0628 \u063a\u0630\u0627 \u062e\u0648\u0631\u062f\u0646<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fkjct5y5pfqicfpjrm9t6.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"320\" height=\"243\" title=\"\"><\/p>\n<p>\u0645\u0627 \u0645\u0627\u0646\u0646\u062f \u06af\u0630\u0634\u062a\u0647 \u0634\u0631\u0648\u0639 \u0628\u0647 \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D8%A7_%D9%88%D8%A7%D8%B1%D8%AF_%DA%A9%D8%B1%D8%AF%D9%86_%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D8%B4%D8%B1%D9%88%D8%B9_%DA%A9%D9%86%DB%8C%D8%AF-2\"><\/span>\n<p>  <strong>\u0628\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code># Import libraries\nimport cv2\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom google.colab import drive\ndrive.mount('\/content\/drive')\n\n<\/code><\/pre>\n<\/div>\n<p>\u0648 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0632 Google Drive \u0628\u06cc\u0627\u0648\u0631\u06cc\u062f\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>image = cv2.imread('\/content\/drive\/My Drive\/AIData1051\/candy1.png')\n\n<\/code><\/pre>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fdf70pr95lkols5jh2zis.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"320\" height=\"243\" title=\"\"><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%D8%A8%D8%B9%D8%AF%DB%8C_%D8%AC%D8%AF%D8%A7_%DA%A9%D8%B1%D8%AF%D9%86_%D8%A7%D8%B4%DB%8C%D8%A7%D8%A1_%D8%A7%D8%B2_%D8%AA%D8%B5%D8%A7%D9%88%DB%8C%D8%B1_%D9%85%D8%A7_%D8%A7%D8%B3%D8%AA-2\"><\/span>\n<p>  <strong>\u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u062c\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0627\u0634\u06cc\u0627\u0621 \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0627 \u0627\u0633\u062a.<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>1. \u062a\u0635\u0648\u06cc\u0631 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0627\u0633\u062a \u062a\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0622\u0633\u0627\u0646\u062a\u0631 \u0634\u0648\u062f.<\/strong>\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n\n<\/code><\/pre>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fbjvsu2aasvztd2gij9ud.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"543\" height=\"405\" title=\"\"><\/p>\n<p><strong>2. Belle \u0628\u0627 \u062a\u0627\u0631\u06cc \u06af\u0627\u0648\u0633\u06cc \u0628\u0631\u0627\u06cc \u0633\u0631 \u0648 \u0635\u062f\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u062a\u0623\u062b\u06cc\u0631 \u0628\u06af\u0630\u0627\u0631\u062f.<\/strong>\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>blur = cv2.GaussianBlur(gray, (11, 11), 0)\n\n<\/code><\/pre>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2n9l8mqq00447denjetr.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"534\" height=\"409\" title=\"\"><\/p>\n<p><strong>3. \u0644\u0628\u0647 \u0631\u0627 \u0628\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0644\u0628\u0647 Canny \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc &#8220;\u0645\u0631\u0632&#8221; \u0634\u06cc \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/strong>\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>canny = cv2.Canny(blur, 30, 150, 3)\n\n<\/code><\/pre>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fu5xnwwal4uoys3tm6ljm.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"537\" height=\"409\" title=\"\"><\/p>\n<p><strong>4. \u06af\u0633\u062a\u0631\u0634 \u0644\u0628\u0647 \u0628\u0627 \u0627\u062a\u0633\u0627\u0639 \u060c \u0644\u0628\u0647 \u0647\u0627\u06cc \u0634\u06cc\u0621 \u0631\u0627 \u0648\u0627\u0636\u062d \u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u06a9\u0627\u0646\u062a\u0648\u0631 \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc \u06a9\u0646\u062f<\/strong>\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>dilated = cv2.dilate(canny, (1, 1), iterations=0)\n\n<\/code><\/pre>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2h5dib2jjbmg7xkleriq.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"537\" height=\"409\" title=\"\"><\/p>\n<p><strong>5. \u0628\u0631\u0627\u06cc \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u0627\u0634\u06cc\u0627\u0621 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0646\u062a\u0648\u0631\u0647\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f <code>cv2.findContours<\/code> \u062a\u0645\u0627\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06a9\u0627\u0646\u062a\u0648\u0631 \u0645\u0648\u062c\u0648\u062f \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u062c\u0627\u06cc \u0645\u0631\u0632 \u0634\u06cc\u0621 \u0627\u0633\u062a \u060c \u0628\u0627\u0632 \u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f<\/strong>\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>(cnt, hierarchy) = cv2.findContours(dilated.copy(), cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE)\n\n<\/code><\/pre>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fk7gddo82cmzaui2xy9wu.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"539\" height=\"409\" title=\"\"><\/p>\n<p><strong>6. \u0633\u0631\u0627\u0646\u062c\u0627\u0645 \u060c \u0642\u0627\u0628 \u0647\u0631 \u0634\u06cc \u0631\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f. \u0648 \u0634\u0645\u0627\u0631\u0634 \u0645\u0642\u062f\u0627\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634<\/strong>\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>cv2.drawContours(rgb, cnt, -1, (0, 255, 0), 2)\nprint(\"coins in the image : \", len(cnt))\n\n<\/code><\/pre>\n<\/div>\n<p>\u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fpz3taiueo170u4qe8uyd.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"561\" height=\"439\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u0646\u0628\u0627\u06cc\u062f \u0631\u0648\u0634\u0646 \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u062f. \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u0645 \u06a9\u0645\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0645\u0631\u0632 \u0627\u0636\u0627\u0641\u0647 \u0634\u0648\u062f\n<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code># \u0e41\u0e1b\u0e25\u0e07\u0e20\u0e32\u0e1e\u0e40\u0e1b\u0e47\u0e19 RGB \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e43\u0e0a\u0e49\u0e01\u0e31\u0e1a matplotlib\nrgb = cv2.cvtColor(image.copy(), cv2.COLOR_BGR2RGB)\n\n# \u0e27\u0e32\u0e14\u0e41\u0e15\u0e48\u0e25\u0e30 contour \u0e14\u0e49\u0e27\u0e22\u0e2a\u0e35\u0e2a\u0e38\u0e48\u0e21\nfor c in cnt:\n    color = (random.randint(0, 255), random.randint(0, 255), random.randint(0, 255))\n    cv2.drawContours(rgb, [c], -1, color, 2)\n\nprint(\"Objects in the image:\", len(cnt))\nplt.imshow(rgb)\nplt.title(\"Detected Objects with Random Colors\")\nplt.show()\n\n<\/code><\/pre>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F6w5smjznuuezoclmp1cr.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" width=\"559\" height=\"456\" title=\"\"><\/p>\n<p>\u0632\u06cc\u0628\u0627 \u062a\u0631<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%B4%D8%AF%D9%87\"><\/span>\n<p>  \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u0646 \u06a9\u062f \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u062f\u06cc\u06af\u0631 \u0627\u0634\u06cc\u0627\u0621 \u0645\u0627\u0646\u0646\u062f \u062f\u0627\u0646\u0647 \u060c \u0642\u0631\u0635 \u060c \u0642\u0631\u0635 \u06cc\u0627 \u062d\u062a\u06cc \u0642\u0637\u0639\u0627\u062a \u06a9\u0648\u0686\u06a9 \u062f\u0631 \u062e\u0637 \u062a\u0648\u0644\u06cc\u062f \u062c\u062f\u0627 \u06a9\u0631\u062f.<br \/>\n\u0641\u0642\u0637 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u062a\u0627\u0631\u06cc \u060c \u062a\u0634\u062e\u06cc\u0635 \u0644\u0628\u0647 \u06cc\u0627 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0627\u0646\u062a\u0648\u0631 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AE%D9%84%D8%A7%D8%B5%D9%87_%DA%A9%D8%B1%D8%AF%D9%86\"><\/span>\n<p>  \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0627\u0634\u06cc\u0627\u0621 \u0627\u0632 OPENCV \u0627\u0628\u0632\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0633\u0627\u0633\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0633\u062a. \u06a9\u062f \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0642\u0637\u0647 \u0634\u0631\u0648\u0639 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u062f\u0631 \u0645\u0648\u0631\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 Python \u0648 OpenCV \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u0628\u0627 \u062c\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0627\u0634\u06cc\u0627\u0621 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u060c \u06cc\u06a9\u06cc \u0627\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a. \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0634\u0627\u062e\u0647 \u0647\u0627 \u0645\u0627\u0646\u0646\u062f \u0634\u0645\u0627\u0631\u0634 \u062a\u0639\u062f\u0627\u062f \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u062c\u0631\u0628\u06cc \u0639\u0644\u0645\u06cc \u06cc\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc\u0632\u0627\u0646 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u06a9\u0634\u0627\u0648\u0631\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":105199,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-105198","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/105198","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=105198"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/105198\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/105199"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=105198"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=105198"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=105198"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}