{"id":100658,"date":"2025-03-08T19:29:40","date_gmt":"2025-03-08T15:59:40","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/read-license-plate-with-ocr-59hj\/"},"modified":"2025-03-08T19:29:40","modified_gmt":"2025-03-08T15:59:40","slug":"read-license-plate-with-ocr-59hj","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/read-license-plate-with-ocr-59hj\/","title":{"rendered":"\u067e\u0644\u0627\u06a9 \u0631\u0627 \u0628\u0627 OCR \u0628\u062e\u0648\u0627\u0646\u06cc\u062f"},"content":{"rendered":"<div data-article-id=\"2318860\" id=\"article-body\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 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=\"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: #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\/read-license-plate-with-ocr-59hj\/#%DA%86%DA%A9%DB%8C%D8%AF%D9%87\" >\u0686\u06a9\u06cc\u062f\u0647<\/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\/read-license-plate-with-ocr-59hj\/#TOC_%DA%AF%D8%A7%D9%85_%D8%A8%D9%87_%DA%AF%D8%A7%D9%85\" >TOC (\u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645)<\/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\/read-license-plate-with-ocr-59hj\/#%D8%AF%D8%B3%D8%AA%D9%88%D8%B1_%D8%A7%D9%84%D8%B9%D9%85%D9%84\" >\u062f\u0633\u062a\u0648\u0631 \u0627\u0644\u0639\u0645\u0644<\/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\/read-license-plate-with-ocr-59hj\/#%D9%BE%DB%8C%D9%88%D8%B3%D8%AA_%D9%85%D9%86%D8%A7%D8%A8%D8%B9\" >\u067e\u06cc\u0648\u0633\u062a: \u0645\u0646\u0627\u0628\u0639<\/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\/read-license-plate-with-ocr-59hj\/#%D9%BE%DB%8C%D9%88%D8%B3%D8%AA_%D9%86%DA%A9%D8%A7%D8%AA_%D8%AC%D8%A7%D9%84%D8%A8\" >\u067e\u06cc\u0648\u0633\u062a: \u0646\u06a9\u0627\u062a \u062c\u0627\u0644\u0628<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%DA%A9%DB%8C%D8%AF%D9%87\"><\/span>\n<p>  \u0686\u06a9\u06cc\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062e\u06cc\u0644\u06cc \u0646\u0632\u062f\u06cc\u06a9! \u0627\u06a9\u0646\u0648\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062e\u0631\u062f \u0634\u062f\u0647 \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u0647\u0627\u06cc \u067e\u0644\u0627\u06a9 \u0641\u0642\u0637 \u062f\u0627\u0631\u06cc\u0645. \u0627\u06cc\u0646 \u0627\u0632 \u0646\u0645\u0627\u06cc \u0628\u0632\u0631\u06af\u0631\u0627\u0647 \u060c \u067e\u0627\u06cc\u06cc\u0646 \u062a\u0627 \u0646\u0645\u0627\u06cc \u0627\u062a\u0648\u0645\u0628\u06cc\u0644 \u060c \u0628\u0647 \u067e\u0644\u0627\u06a9 \u0645\u062c\u0648\u0632 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u060c \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f OCR \u0627\u0632 \u0642\u0628\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0634\u062e\u0635\u06cc\u062a \u0647\u0627 \u0631\u0627 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc \u062e\u0648\u0627\u0646\u06cc\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"TOC_%DA%AF%D8%A7%D9%85_%D8%A8%D9%87_%DA%AF%D8%A7%D9%85\"><\/span>\n<p>  TOC (\u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B3%D8%AA%D9%88%D8%B1_%D8%A7%D9%84%D8%B9%D9%85%D9%84\"><\/span>\n<p>  \u062f\u0633\u062a\u0648\u0631 \u0627\u0644\u0639\u0645\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0631\u0627\u062d\u0644 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u06cc\u0631 \u0628\u0647 \u062a\u0645\u0631\u06a9\u0632 OCR \u0641\u0642\u0637 \u0628\u0631 \u0631\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0647\u0645 \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u0631\u0646\u06af RBG \u060c \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0647\u0627 \u060c \u06a9\u0627\u0646\u062a\u0648\u0631\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9). \u0628\u0631\u0627\u06cc \u0648\u0636\u0648\u062d \u0627\u06cc\u0646 \u062a\u0648\u0627\u0644\u06cc \u0642\u0628\u0644 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u0642\u0628\u0644 \u0627\u0632 OCR \u0627\u0644\u06af\u0648\u06cc \u0646\u0633\u0628\u062a\u0627\u064b \u0645\u0639\u0645\u0648\u0644\u06cc \u0642\u0628\u0644 \u0627\u0632 OCR \u062f\u0631 \u062f\u06cc\u062f \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u0633\u062a. \u0645\u0646 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u06cc\u0632 \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u0627\u062e\u062a\u0631\u0627\u0639 \u06cc\u0627 \u06a9\u0634\u0641 \u0646\u0645\u06cc \u06a9\u0646\u0645. \u062f\u0631 \u067e\u0627\u06cc\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c OCR \u0631\u0627 \u0628\u062f\u0648\u0646 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u062a\u0641\u0627\u0648\u062a \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u0645. <\/p>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 &#8211; \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u06cc\u062f\u0647 \u0634\u062f\u0647 \u0627\u0632 \u067e\u0644\u0627\u06a9 \u0627\u0632 \u0645\u0631\u0627\u062d\u0644 \u0642\u0628\u0644\u06cc:<\/p>\n<p><img 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%2Fmlniw55jcdkygnkvih3t.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u062e\u0631\u062f \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc OCR\" loading=\"lazy\" width=\"195\" height=\"90\" title=\"\"><\/p>\n<ol>\n<li>\n<p>\u0645\u0631\u062d\u0644\u0647 \u0642\u0628\u0644 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634: \u0631\u0646\u06af\u0647\u0627\u06cc desaturate. \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0628\u0631\u0648<\/p>\n<p><img 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%2F8xn83mc1ydjjzmehplpb.jpg\" alt=\"\u0648\u0631\u0648\u062f\u06cc \u0627\u0634\u0628\u0627\u0639 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc OCR\" loading=\"lazy\" width=\"195\" height=\"90\" title=\"\"><\/p>\n<p>\u0631\u0646\u06af RGB \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u0627\u06cc OCR \u0645\u0641\u06cc\u062f \u0646\u06cc\u0633\u062a. \u0645\u0647\u0645 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627\u0631\u0647 \u0647\u0627\u06cc \u067e\u0644\u0627\u06a9 Magenta \u06cc\u0627 Cyan \u0628\u0627\u0634\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0646\u06af \u0631\u0627 \u062f\u0648\u0631 \u0628\u0631\u06cc\u0632\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0645\u0631\u062d\u0644\u0647 \u0642\u0628\u0644 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634: \u062a\u0627\u0631 \u06af\u0627\u0648\u0633\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0627\u0646\u062f\u06a9\u06cc \u0633\u0631 \u0648 \u0635\u062f\u0627 \/ \u0645\u0635\u0646\u0648\u0639\u0627\u062a.<\/p>\n<p><img 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%2F7yw3k5zxq735wepvjfzr.jpg\" alt=\"\u0648\u0631\u0648\u062f\u06cc \u062a\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc OCR\" loading=\"lazy\" width=\"195\" height=\"90\" title=\"\"><\/p>\n<p>\u0642\u0633\u0645\u062a &#8220;\u06af\u0627\u0648\u0633\u06cc&#8221; \u0631\u0627 \u0647\u0631\u06af\u0632 \u0646\u0628\u0631\u06cc\u062f. \u0627\u06cc\u0646 \u0641\u0642\u0637 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0641\u06cc\u0644\u062a\u0631 \u062a\u0627\u0631\u06cc \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0641\u06cc\u0644\u062a\u0631 \u062a\u0627\u0631 \u062a\u0641\u0627\u0648\u062a \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0631\u0627 \u0646\u0631\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0648 \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u06a9\u0648\u0686\u06a9 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u067e\u0644\u0627\u06a9 Dirty-ish) \u060c \u062a\u0641\u0627\u0648\u062a \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0622\u0633\u0627\u0646\u062a\u0631 \u0627\u0633\u062a (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 Dark-Nbsers \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0633\u0641\u06cc\u062f).<\/p>\n<\/li>\n<li>\n<p>\u0645\u0631\u062d\u0644\u0647 \u0642\u0628\u0644 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634: \u0622\u0633\u062a\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0628\u0631\u062c\u0633\u062a\u0647 \u06a9\u0631\u062f\u0646 \u0634\u062e\u0635\u06cc\u062a \u0647\u0627\u06cc \u067e\u0644\u0627\u06a9<\/p>\n<p><img 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%2Fjsw7vwwzdpsuser5p6b6.jpg\" alt=\"\u0648\u0631\u0648\u062f\u06cc \u0622\u0633\u062a\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc OCR\" loading=\"lazy\" width=\"195\" height=\"90\" title=\"\"><\/p>\n<p>\u0622\u0633\u062a\u0627\u0646\u0647 \u0628\u0631\u062c\u0633\u062a\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627 \u062a\u0641\u0627\u0648\u062a \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u06cc \u0627\u0632 \u0642\u0628\u06cc\u0644 \u0634\u0645\u0627\u0631\u0647 \u0647\u0627\u06cc \u062a\u06cc\u0631\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0633\u0641\u06cc\u062f \u0631\u0627 \u062f\u0627\u0631\u06cc\u0645. <\/p>\n<\/li>\n<li>\n<p>\u067e\u0644\u0627\u06a9 OCR<\/p>\n<p><img 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%2Fzhimmsmfia64ohv9a64s.jpg\" alt=\"OCR \u0628\u062f\u0648\u0646 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634\" loading=\"lazy\" width=\"800\" height=\"184\" title=\"\"><\/p>\n<p>\u0645\u0646 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0627 \u06cc\u06a9 \u062f\u0633\u062a\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc OCR \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0631\u062f\u0645. \u0645\u0646 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062d\u0627\u0644\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0645 \u06a9\u0647 Paddleocr \u060c \u0628\u0647\u062a\u0631 \u0627\u0632 Tesseract \u0648 \u0628\u0631\u062e\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0648\u062f. Paddleocr \u0631\u0627 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0622\u0633\u062a\u0627\u0646\u0647 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0645\u062a\u0646 \u0631\u0634\u062a\u0647 \u0627\u06cc \u060c \u0634\u0645\u0627\u0631\u0647 \u067e\u0644\u0627\u06a9 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f \u060c \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u06af\u0631\u062f\u06cc\u062f!<\/p>\n<\/li>\n<li>\n<p>\u0633\u0648\u062f!<\/p>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight c\"><code><span class=\"n\">import<\/span> <span class=\"n\">cv2<\/span>\n<span class=\"n\">from<\/span> <span class=\"n\">paddleocr<\/span> <span class=\"n\">import<\/span> <span class=\"n\">PaddleOCR<\/span><span class=\"p\">,<\/span> <span class=\"n\">draw_ocr<\/span>\n<span class=\"n\">from<\/span> <span class=\"n\">ppocr<\/span><span class=\"p\">.<\/span><span class=\"n\">utils<\/span><span class=\"p\">.<\/span><span class=\"n\">logging<\/span> <span class=\"n\">import<\/span> <span class=\"n\">get_logger<\/span>\n<span class=\"n\">import<\/span> <span class=\"n\">logging<\/span>\n\n<span class=\"cp\"># Initialize PaddleOCR\n<\/span><span class=\"n\">ocr<\/span> <span class=\"o\">=<\/span> <span class=\"n\">PaddleOCR<\/span><span class=\"p\">(<\/span><span class=\"n\">use_angle_cls<\/span><span class=\"o\">=<\/span><span class=\"n\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">lang<\/span><span class=\"o\">=<\/span><span class=\"err\">'<\/span><span class=\"n\">en<\/span><span class=\"err\">'<\/span><span class=\"p\">,<\/span> <span class=\"n\">use_space_char<\/span><span class=\"o\">=<\/span><span class=\"n\">True<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">logger<\/span> <span class=\"o\">=<\/span> <span class=\"n\">get_logger<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">logger<\/span><span class=\"p\">.<\/span><span class=\"n\">setLevel<\/span><span class=\"p\">(<\/span><span class=\"n\">logging<\/span><span class=\"p\">.<\/span><span class=\"n\">ERROR<\/span><span class=\"p\">)<\/span> <span class=\"err\">#<\/span> <span class=\"n\">avoid<\/span> <span class=\"n\">debug<\/span> <span class=\"n\">statements<\/span> <span class=\"n\">in<\/span> <span class=\"n\">OCR<\/span> <span class=\"n\">results<\/span>\n\n<span class=\"cp\">#baseDir=\"\/Users\/japollock\/Projects\/TrainHighwayCarDetector\/\"\n<\/span><span class=\"n\">baseDir<\/span> <span class=\"o\">=<\/span> <span class=\"err\">'<\/span><span class=\"o\">\/<\/span><span class=\"n\">home<\/span><span class=\"o\">\/<\/span><span class=\"n\">pi<\/span><span class=\"o\">\/<\/span><span class=\"n\">Projects<\/span><span class=\"o\">\/<\/span><span class=\"n\">TrainHighwayCarDetector<\/span><span class=\"o\">\/<\/span><span class=\"err\">'<\/span>\n<span class=\"n\">img_path<\/span> <span class=\"o\">=<\/span> <span class=\"n\">baseDir<\/span> <span class=\"o\">+<\/span> <span class=\"err\">'<\/span><span class=\"n\">photos<\/span><span class=\"o\">\/<\/span><span class=\"n\">yolo_licensePlates<\/span><span class=\"o\">\/<\/span><span class=\"n\">croppedPlates<\/span><span class=\"o\">\/<\/span><span class=\"n\">IMG_4554_0002<\/span><span class=\"p\">.<\/span><span class=\"n\">jpg<\/span><span class=\"err\">'<\/span>\n\n<span class=\"n\">print<\/span><span class=\"p\">(<\/span><span class=\"s\">\"Human readable is CEZ2594\"<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">img<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"n\">imread<\/span><span class=\"p\">(<\/span><span class=\"n\">img_path<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">gray<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"n\">cvtColor<\/span><span class=\"p\">(<\/span><span class=\"n\">img<\/span><span class=\"p\">,<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"n\">COLOR_RGB2GRAY<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">blur<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"n\">GaussianBlur<\/span><span class=\"p\">(<\/span><span class=\"n\">gray<\/span><span class=\"p\">,<\/span> <span class=\"p\">(<\/span><span class=\"mi\">5<\/span><span class=\"p\">,<\/span><span class=\"mi\">5<\/span><span class=\"p\">),<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">ret<\/span><span class=\"p\">,<\/span> <span class=\"n\">thresh<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"n\">threshold<\/span><span class=\"p\">(<\/span><span class=\"n\">blur<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">255<\/span><span class=\"p\">,<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"n\">THRESH_OTSU<\/span> <span class=\"o\">|<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"n\">THRESH_BINARY_INV<\/span><span class=\"p\">)<\/span>\n\n<span class=\"cp\"># Perform OCR\n<\/span><span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ocr<\/span><span class=\"p\">.<\/span><span class=\"n\">ocr<\/span><span class=\"p\">(<\/span><span class=\"n\">thresh<\/span><span class=\"p\">,<\/span> <span class=\"n\">cls<\/span><span class=\"o\">=<\/span><span class=\"n\">True<\/span><span class=\"p\">)<\/span>\n\n<span class=\"k\">for<\/span> <span class=\"n\">line<\/span> <span class=\"n\">in<\/span> <span class=\"n\">result<\/span><span class=\"o\">:<\/span>\n    <span class=\"n\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">line<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0686\u0627\u067e \u062e\u0631\u0648\u062c\u06cc \u0628\u06cc\u0627\u0646\u06cc\u0647<\/p>\n<p><code>[[[[14.0, 29.0], [181.0, 22.0], [184.0, 76.0], [17.0, 83.0]], ('CEZ2594', 0.9654235243797302)]]<\/code><\/p>\n<p>\u067e\u0644\u0627\u06a9 \u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0646\u06cc\u0645! \u062a\u0639\u062f\u0627\u062f \u062f\u0631 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0631\u0634\u062a\u0647 \u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0647 \u0646\u0641\u0633 \u06cc\u0639\u0646\u06cc 96.5 \u066a ~ \u0628\u0627 \u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0647 \u0646\u0641\u0633 \u0635\u062d\u06cc\u062d \u0627\u0633\u062a. \u0648 \u0634\u0645\u0627\u0631\u0647 \u0647\u0627\u06cc \u0633\u0645\u062a \u0686\u067e \u0645\u062e\u062a\u0635\u0627\u062a \u062c\u0639\u0628\u0647 \u0645\u062d\u062f\u0648\u062f \u0627\u0633\u062a. \ud83e\udd73<\/p>\n<p>\u0644\u06cc\u0646\u06a9 \u0628\u0639\u062f\u06cc: \u0647\u0645\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u0628\u0628\u0646\u062f\u06cc\u062f: \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u067e\u0627\u06cc\u0627\u0646 \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D9%88%D8%B3%D8%AA_%D9%85%D9%86%D8%A7%D8%A8%D8%B9\"><\/span>\n<p>  \u067e\u06cc\u0648\u0633\u062a: \u0645\u0646\u0627\u0628\u0639<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D9%88%D8%B3%D8%AA_%D9%86%DA%A9%D8%A7%D8%AA_%D8%AC%D8%A7%D9%84%D8%A8\"><\/span>\n<p>  \u067e\u06cc\u0648\u0633\u062a: \u0646\u06a9\u0627\u062a \u062c\u0627\u0644\u0628<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0631\u062f\u0645\u06cc \u062a\u0639\u062c\u0628 \u06a9\u0646\u0646\u062f: \u0686\u0631\u0627 \u0641\u0642\u0637 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0646\u0645\u06cc \u062f\u0647\u06cc\u0645\u061f \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0645\u0627 \u0627\u06cc\u0646 \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<p><img 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%2Flk0fgsraffeu9bbzmae2.jpg\" alt=\"OCR \u0628\u062f\u0648\u0646 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634\" loading=\"lazy\" width=\"800\" height=\"184\" title=\"\"><\/p>\n<p>\u0628\u0647 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u0646\u0647 \u062c\u0639\u0628\u0647 \u0645\u062d\u062f\u0648\u062f\u0647 \u0642\u0631\u0645\u0632. \u0627\u0648\u0644\u0627 \u060c \u0633\u0647 \u0627\u0632 \u0647\u0641\u062a \u0634\u062e\u0635\u06cc\u062a \u0627\u0634\u062a\u0628\u0627\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0647\u0645\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0641\u0642\u0637 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u06cc\u0645 \u060c \u06cc\u06a9 \u0635\u0641\u062d\u0647 \u0645\u062c\u0648\u0632 \u0647\u0645\u0627\u0646 \u062a\u0635\u0648\u06cc\u0631 \u060c \u0641\u0642\u0637 \u0628\u062f\u0648\u0646 \u0645\u0631\u0627\u062d\u0644 \u0642\u0628\u0644 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634. \u062b\u0627\u0646\u06cc\u0627 \u060c \u0646\u0645\u0631\u0647 \u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0647 \u0646\u0641\u0633 \u067e\u0627\u06cc\u06cc\u0646 \u0627\u0633\u062a. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0645\u0631\u0627\u062d\u0644 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0633\u062a.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0686\u06a9\u06cc\u062f\u0647 \u062e\u06cc\u0644\u06cc \u0646\u0632\u062f\u06cc\u06a9! \u0627\u06a9\u0646\u0648\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062e\u0631\u062f \u0634\u062f\u0647 \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u0647\u0627\u06cc \u067e\u0644\u0627\u06a9 \u0641\u0642\u0637 \u062f\u0627\u0631\u06cc\u0645. \u0627\u06cc\u0646 \u0627\u0632 \u0646\u0645\u0627\u06cc \u0628\u0632\u0631\u06af\u0631\u0627\u0647 \u060c \u067e\u0627\u06cc\u06cc\u0646 \u062a\u0627 \u0646\u0645\u0627\u06cc \u0627\u062a\u0648\u0645\u0628\u06cc\u0644 \u060c \u0628\u0647 \u067e\u0644\u0627\u06a9 \u0645\u062c\u0648\u0632 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u060c \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f OCR \u0627\u0632 \u0642\u0628\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0634\u062e\u0635\u06cc\u062a \u0647\u0627 \u0631\u0627 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc \u062e\u0648\u0627\u0646\u06cc\u0645. TOC (\u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645) &hellip;<\/p>\n","protected":false},"author":2,"featured_media":100659,"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-100658","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\/100658","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=100658"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/100658\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/100659"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=100658"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=100658"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=100658"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}