{"id":11339,"date":"2021-08-10T11:16:09","date_gmt":"2021-08-10T06:46:09","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=11339"},"modified":"2024-11-29T18:36:46","modified_gmt":"2024-11-29T15:06:46","slug":"automatic-number-plate-recognition-project-in-python","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/automatic-number-plate-recognition-project-in-python\/","title":{"rendered":"\u067e\u0631\u0648\u0698\u0647 \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646"},"content":{"rendered":"<p style=\"text-align: justify;\"><strong>\u0635\u0648\u0631\u062a \u0645\u0633\u0626\u0644\u0647<\/strong> &#8211; \u06cc\u06a9 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f\u0647 \u060c \u062f\u0631 \u0645\u062d\u0644 \u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u062e\u0648\u062f \u0628\u0627 \u0645\u0634\u06a9\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641 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href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/automatic-number-plate-recognition-project-in-python\/#%D8%B1%D9%88%D8%B4%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D9%BE%D9%84%D8%A7%DA%A9_%D9%87%D8%A7%DB%8C_%D8%A7%DB%8C%D8%B1%D8%A7%D9%86%DB%8C\" >\u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0627\u06cc\u0631\u0627\u0646\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/automatic-number-plate-recognition-project-in-python\/#%DA%AF%D8%A7%D9%85_%D9%87%D9%81%D8%AA%D9%85_%D8%A7%D8%B3%D8%AA%D9%82%D8%B1%D8%A7%D8%B1_%D9%85%D8%AF%D9%84_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_Flask\" >\u06af\u0627\u0645 \u0647\u0641\u062a\u0645 : \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Flask<\/a><\/li><\/ul><\/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-\u0627\u0628\u0632\u0627\u0631\u0647\u0627-\u0648-\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647-\u0647\u0627\u06cc-\u0645\u0648\u0631\u062f-\u0646\u06cc\u0627\u0632\" >\u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/a><\/li><li><a href=\"#h-\u0645\u0631\u0627\u062d\u0644-\u0627\u062c\u0631\u0627-\u067e\u0631\u0648\u0698\u0647\" >\u0645\u0631\u0627\u062d\u0644 \u0627\u062c\u0631\u0627 \u067e\u0631\u0648\u0698\u0647<\/a><ul><li><a href=\"#h-\u06af\u0627\u0645-\u0627\u0648\u0644-\u06cc\u06a9-\u067e\u0631\u0648\u0698\u0647-flask-\u062f\u0631-pycharm-\u0627\u06cc\u062c\u0627\u062f-\u06a9\u0646\u06cc\u062f\" >\u06af\u0627\u0645 \u0627\u0648\u0644: \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 Flask \u062f\u0631 PyCharm \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/a><\/li><li><a href=\"#h-\u06af\u0627\u0645-\u062f\u0648\u0645-\u0628\u0631\u0627\u06cc-\u0633\u0647\u0648\u0644\u062a-\u062a\u0642\u0633\u06cc\u0645-\u0628\u0646\u062f\u06cc-\u06a9\u0627\u0631\u0627\u06a9\u062a\u0631-\u0647\u0627-\u0627\u0628\u062a\u062f\u0627-\u0628\u0627-\u067e\u0631\u062f\u0627\u0632\u0634-\u062a\u0635\u0648\u06cc\u0631-\u0634\u0631\u0648\u0639-\u0645\u06cc-\u06a9\u0646\u06cc\u0645\" >\u06af\u0627\u0645 \u062f\u0648\u0645 : \u0628\u0631\u0627\u06cc \u0633\u0647\u0648\u0644\u062a \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627 \u0627\u0628\u062a\u062f\u0627 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\u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0622\u0645\u0648\u0632\u0634 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627<\/a><\/li><li><a href=\"#h-\u06af\u0627\u0645-\u067e\u0646\u062c\u0645-\u0645\u062f\u0644-\u0631\u0627-\u0622\u0645\u0648\u0632\u0634-\u062f\u0647\u06cc\u062f\" >\u06af\u0627\u0645 \u067e\u0646\u062c\u0645 : \u0645\u062f\u0644 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f<\/a><\/li><li><a href=\"#h-\u06af\u0627\u0645-\u0634\u0634\u0645-\u0645\u062f\u0644-\u0631\u0627-\u0630\u062e\u06cc\u0631\u0647-\u06a9\u0646\u06cc\u062f\" >\u06af\u0627\u0645 \u0634\u0634\u0645 : \u0645\u062f\u0644 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f<\/a><\/li><li><a href=\"#h-\u0631\u0648\u0634\u06cc-\u0628\u0631\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a9-\u0647\u0627\u06cc-\u0627\u06cc\u0631\u0627\u0646\u06cc\" >\u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0627\u06cc\u0631\u0627\u0646\u06cc<\/a><\/li><li><a href=\"#h-\u06af\u0627\u0645-\u0647\u0641\u062a\u0645-\u0627\u0633\u062a\u0642\u0631\u0627\u0631-\u0645\u062f\u0644-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-flask\" >\u06af\u0627\u0645 \u0647\u0641\u062a\u0645 : \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Flask<\/a><\/li><\/ul><\/li><\/nav><\/ul><\/div>\n\n\n<p>\u0628\u0627 \u0645\u0627 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627\u0634\u06cc\u062f \u062a\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648 \u0647\u0627\u06cc \u062f\u0631 \u062d\u0627\u0644 \u062a\u0631\u062f\u062f \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u0627\u0628\u0632\u0627\u0631\u0647\u0627-\u0648-\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647-\u0647\u0627\u06cc-\u0645\u0648\u0631\u062f-\u0646\u06cc\u0627\u0632\"><span class=\"ez-toc-section\" id=\"%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7_%D9%88_%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D9%88%D8%B1%D8%AF_%D9%86%DB%8C%D8%A7%D8%B2\"><\/span><strong>\u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<ol>\n<li><strong>\u067e\u0627\u06cc\u062a\u0648\u0646<\/strong> &#8211; \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06f3\u066b\u06f8 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li style=\"text-align: justify;\"><strong>IDE \u06cc\u0627 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0633\u0639\u0647<\/strong> &#8211; PyCharm \u0648 Jupyter Notebook<\/li>\n<li><strong>NumPy \u0648 Pandas<\/strong> &#8211; \u0627\u0628\u0632\u0627\u0631 Numpy \u06cc\u06a9 \u0628\u0633\u062a\u0647 \u0627\u0644\u062d\u0627\u0642\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0639\u062f\u062f\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 NumArray \u0648 Numeric \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u0632 \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0686\u0646\u062f \u0628\u0639\u062f\u06cc ( \u062c\u062f\u0627\u0648\u0644 ) \u0648 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ol>\n<p style=\"text-align: justify;\">Pandas \u0628\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u06cc CSV \u060c JSON \u0648 TSV \u06cc\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 SQL \u0628\u0647 \u06cc\u06a9 \u0641\u0631\u06cc\u0645 \u062f\u0627\u062f\u0647\u060c \u06cc\u06a9 \u0634\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 Excel \u06cc\u0627 \u06cc\u06a9 \u062c\u062f\u0648\u0644 SPSS \u0628\u0627 \u0633\u0637\u0631 \u0647\u0627 \u0648 \u0633\u062a\u0648\u0646 \u0647\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<ol start=\"4\">\n<li style=\"text-align: justify;\"><strong>Matplotlib<\/strong> &#8211; \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/li>\n<li style=\"text-align: justify;\"><strong>Scikit-learn<\/strong> &#8211; \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u062a\u0646 \u0628\u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 Python \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0628\u0631 \u0631\u0648\u06cc SciPy (\u067e\u0627\u06cc\u062a\u0648\u0646 \u0639\u0644\u0645\u06cc) \u060c NumPy \u0648 matplotlib \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u062a\u0639\u062f\u0627\u062f\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0647\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0638\u0627\u0631\u062a \u0634\u062f\u0647 \u0648 \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li style=\"text-align: justify;\">Keras &#8211; <strong>Keras<\/strong> \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631 \u0631\u0648\u06cc Theano \u0648 TensorFlow \u0627\u062c\u0631\u0627 \u0634\u0648\u062f. \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0631\u0648\u06cc GPU \u0648 CPU \u0627\u062c\u0631\u0627 \u0634\u0648\u062f \u0648 \u0627\u0632 \u0647\u0631 \u062f\u0648 \u0634\u0628\u06a9\u0647 \u0631\u0627\u0628\u0637 \u0648 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628 \u0622\u0646 \u0647\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0646\u062f.<\/li>\n<li style=\"text-align: justify;\"><strong>Flask<\/strong> &#8211; \u0627\u0632 \u0641\u0644\u0627\u0633\u06a9 \u06f1\u066b\u06f1\u066b\u06f2 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/li>\n<\/ol>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u0645\u0631\u0627\u062d\u0644-\u0627\u062c\u0631\u0627-\u067e\u0631\u0648\u0698\u0647\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%A7%D8%AD%D9%84_%D8%A7%D8%AC%D8%B1%D8%A7_%D9%BE%D8%B1%D9%88%DA%98%D9%87\"><\/span><strong>\u0645\u0631\u0627\u062d\u0644 \u0627\u062c\u0631\u0627 \u067e\u0631\u0648\u0698\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\"><strong>\u0645\u0646\u0628\u0639 \u0648\u0631\u0648\u062f\u06cc<\/strong> &#8211; \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u06af\u0641\u062a\u0647 \u0634\u062f\u060c \u062a\u0635\u0648\u06cc\u0631 \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648 \u0628\u0627\u06cc\u062f \u062a\u0648\u0633\u0637 \u0646\u06cc\u0631\u0648\u0647\u0627\u06cc \u062d\u0641\u0627\u0638\u062a\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0631\u0648\u06cc \u062a\u0644\u0641\u0646 \u0647\u0645\u0631\u0627\u0647 \u062b\u0628\u062a \u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648<\/strong> &#8211; \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 grayscale&nbsp; \u060c threshold \u060c erode \u060c dilate \u0648 contour detection \u062f\u0631 OpenCV \u0648 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0628\u0631\u062e\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627 \u060c \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0627\u0641\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0646 \u067e\u0644\u0627\u06a9 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u062f\u0633\u062a \u0628\u06cc\u0627\u0648\u0631\u06cc\u0645 \u062a\u0627 \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u06cc\u0645 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0634\u0645\u0627\u0631\u0647 \u067e\u0644\u0627\u06a9 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a \u06cc\u0627 \u0646\u0647. \u0627\u06af\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0645\u062e\u062f\u0648\u0634 \u0628\u0627\u0634\u062f \u06cc\u0627 \u062a\u0627\u0631 \u0627\u0641\u062a\u0627\u062f\u0647 \u0628\u0627\u0634\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u062e\u06cc \u0627\u0631\u0642\u0627\u0645 \u067e\u0644\u0627\u06a9 \u0642\u0627\u0628\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0628\u0627\u0634\u0646\u062f. \u067e\u0633 \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u0639\u06a9\u0633 \u0645\u062c\u062f\u062f\u06cc \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f \u0648 \u0628\u0627 \u0628\u0631\u0631\u0633\u06cc \u0639\u06a9\u0633 \u062c\u062f\u06cc\u062f\u060c \u0645\u062c\u062f\u062f \u0627\u06cc\u0646 \u067e\u0631\u0648\u0633\u0647 \u0631\u0627 \u062a\u06a9\u0631\u0627\u0631 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0639\u06a9\u0633\u06cc \u0648\u0627\u0636\u062d \u0648 \u0642\u0627\u0628\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u062f\u0633\u062a \u0622\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0642\u0628\u0644 \u0627\u0632 \u0627\u0646\u062a\u0642\u0627\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0639\u062f\u06cc \u0628\u0627\u06cc\u062f \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u0645 \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0646\u0648\u06cc\u0632 \u0646\u062f\u0627\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u0628\u062e\u0634 \u0628\u0646\u062f\u06cc \u06a9\u0627\u0631\u06a9\u062a\u0631 \u0647\u0627\u06cc \u067e\u0644\u0627\u06a9 <\/strong>&#8211; \u0627\u06af\u0631 \u0647\u0645\u0647 \u0645\u0631\u0627\u062d\u0644 \u0630\u06a9\u0631 \u0634\u062f\u0647 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f\u060c \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627\u06cc \u067e\u0644\u0627\u06a9 \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 threshold \u060c erode \u060c dilate \u0648 blur \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062a\u0627 \u062d\u062f \u0627\u0645\u06a9\u0627\u0646 \u0646\u0648\u06cc\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u06a9\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u062e\u0631\u0648\u062c\u06cc \u062a\u0642\u0631\u06cc\u0628\u0627 \u0628\u062f\u0648\u0646 \u0646\u0648\u06cc\u0632 \u062d\u0627\u0635\u0644 \u0634\u0648\u062f. \u0633\u067e\u0633 \u0645\u062c\u062f\u062f\u0627\u064b \u0627\u0632 contour detection \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc \u0622\u0646\u060c \u062d\u0631\u0648\u0641 \u0648 \u0627\u0631\u0642\u0627\u0645 \u067e\u0644\u0627\u06a9 \u0631\u0627 \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\"><strong>\u062a\u0634\u062e\u06cc\u0635 \u06a9\u0627\u0631\u06a9\u062a\u0631 \u0647\u0627 ( OCR )<\/strong> &#8211; \u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0647\u0645\u0647 \u06a9\u0627\u0631\u06a9\u062a\u0631 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062a\u0641\u06a9\u06cc\u06a9 \u0634\u062f\u0647 \u062f\u0627\u0631\u06cc\u0645\u060c \u0628\u0627\u06cc\u062f \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627 \u0631\u0627 \u06cc\u06a9\u06cc \u06cc\u06a9\u06cc \u0628\u0647 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062e\u0648\u062f \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0647\u0645\u0647 \u06cc \u0627\u0631\u0642\u0627\u0645 \u0648 \u062d\u0631\u0648\u0641 \u0634\u0645\u0627\u0631\u0647 \u067e\u0644\u0627\u06a9 \u0645\u0627 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u0648\u062f. \u0645\u0627 \u0627\u0632 Keras \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u062f\u0644 Convolutional Neural Network \u062c\u0647\u062a \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644<\/strong> &#8211; \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 Flask \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u06af\u0627\u0645-\u0627\u0648\u0644-\u06cc\u06a9-\u067e\u0631\u0648\u0698\u0647-flask-\u062f\u0631-pycharm-\u0627\u06cc\u062c\u0627\u062f-\u06a9\u0646\u06cc\u062f\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%D8%A7%D9%88%D9%84_%DB%8C%DA%A9_%D9%BE%D8%B1%D9%88%DA%98%D9%87_Flask_%D8%AF%D8%B1_PyCharm_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span><strong>\u06af\u0627\u0645 \u0627\u0648\u0644: \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 Flask \u062f\u0631 PyCharm \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u06f1-\u062f\u0631 \u0628\u062e\u0634 <strong>New project <\/strong>\u060c \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f:<\/p>\n<p>\u0646\u0648\u0639 \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u0632 \u0646\u0648\u0639 <strong>Flask<\/strong> \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0645\u062d\u0644 \u0630\u062e\u06cc\u0631\u0647 \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u06f2- \u0633\u067e\u0633 \u060c Python Interpreter \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0627 \u06a9\u0644\u06cc\u06a9 \u0631\u0648\u06cc \u062f\u06a9\u0645\u0647 \u0631\u0627\u062f\u06cc\u0648\u06cc\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u060c new environment \u06cc\u0627 previously configured interpreter \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 New Environment : \u0627\u06af\u0631 \u0627\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0628\u0632\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0631\u0648\u06cc \u0644\u06cc\u0633\u062a \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u0648 Virtual env \u06cc\u0627 Pipenv \u06cc\u0627 Conda \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc\u060c \u0645\u06a9\u0627\u0646 \u0648 \u0645\u0641\u0633\u0631 \u0627\u0635\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc \u062c\u062f\u06cc\u062f \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0635\u0648\u0631\u062a \u0644\u0632\u0648\u0645 \u060c \u0631\u0648\u06cc \u06af\u0632\u06cc\u0646\u0647 Inherit global-packages \u0648 Make available for all projects \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0645\u0641\u0633\u0631 \u0627\u0635\u0644\u06cc \u060c \u0628\u0627\u06cc\u062f \u0645\u0633\u06cc\u0631 \u0627\u062c\u0631\u0627\u06cc\u06cc Python \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f. \u0627\u06af\u0631 PyCharm \u0647\u06cc\u0686 \u067e\u0627\u06cc\u062a\u0648\u0646\u06cc \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647 \u0634\u0645\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0646\u062f\u0647\u062f\u060c \u062f\u0648 \u06af\u0632\u06cc\u0646\u0647 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f: \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0622\u062e\u0631\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 python.org \u06cc\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u0645\u0633\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 (\u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u0635\u0628 \u063a\u06cc\u0631 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f).<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"700\" height=\"524\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc.jpg\" alt=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\" class=\"wp-image-11340\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc.jpg 700w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-300x225.jpg 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u06f3-\u0631\u0648\u06cc More Settings \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u0648 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f:<\/p>\n<p style=\"text-align: justify;\">\u0627\u0632 \u0644\u06cc\u0633\u062a Template language \u060c \u0632\u0628\u0627\u0646 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0642\u0633\u0645\u062a \u067e\u0648\u0634\u0647 Templates \u060c \u0641\u0647\u0631\u0633\u062a \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0627\u0644\u06af\u0648 \u0647\u0627 \u0648 \u0645\u062d\u0644 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0622\u0646 \u0647\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u06cc\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0627\u0645 \u067e\u0648\u0634\u0647 \u0627\u06cc \u0631\u0627 \u06a9\u0647 \u0647\u0646\u0648\u0632 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a \u060c \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"700\" height=\"544\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-2.jpg\" alt=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc 2\" class=\"wp-image-11341\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-2.jpg 700w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-2-300x233.jpg 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u06f4- \u0631\u0648\u06cc Create \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">PyCharm \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062e\u0627\u0635\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062f\u0631 \u067e\u0646\u062c\u0631\u0647 \u0627\u0628\u0632\u0627\u0631 Project \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c PyCharm \u06cc\u06a9 \u0631\u06cc\u0632 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u0646\u0627\u0645<strong> app.py<\/strong> \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u0647 \u0647\u0645\u0631\u0627\u0647 \u0645\u062b\u0627\u0644 \u0633\u0627\u062f\u0647 \u06cc &#8220;Hello, World!&#8221; \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0641\u0627\u06cc\u0644 \u0647\u0627 \u0631\u0627 \u0637\u0628\u0642 \u0646\u06cc\u0627\u0632 \u062e\u0648\u062f \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f. \u0642\u0628\u0644 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u060c \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0634\u0645\u0627\u0631\u0647 \u067e\u0644\u0627\u06a9 \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u06af\u0627\u0645-\u062f\u0648\u0645-\u0628\u0631\u0627\u06cc-\u0633\u0647\u0648\u0644\u062a-\u062a\u0642\u0633\u06cc\u0645-\u0628\u0646\u062f\u06cc-\u06a9\u0627\u0631\u0627\u06a9\u062a\u0631-\u0647\u0627-\u0627\u0628\u062a\u062f\u0627-\u0628\u0627-\u067e\u0631\u062f\u0627\u0632\u0634-\u062a\u0635\u0648\u06cc\u0631-\u0634\u0631\u0648\u0639-\u0645\u06cc-\u06a9\u0646\u06cc\u0645\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%D8%AF%D9%88%D9%85_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%B3%D9%87%D9%88%D9%84%D8%AA_%D8%AA%D9%82%D8%B3%DB%8C%D9%85_%D8%A8%D9%86%D8%AF%DB%8C_%DA%A9%D8%A7%D8%B1%D8%A7%DA%A9%D8%AA%D8%B1_%D9%87%D8%A7_%D8%A7%D8%A8%D8%AA%D8%AF%D8%A7_%D8%A8%D8%A7_%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1_%D8%B4%D8%B1%D9%88%D8%B9_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85\"><\/span><strong>\u06af\u0627\u0645 \u062f\u0648\u0645 : \u0628\u0631\u0627\u06cc \u0633\u0647\u0648\u0644\u062a \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u06cc\u0645<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">def segment_characters(image) :\n# Preprocess cropped license plate image\n    img_lp = cv2.resize(image, (333, 75))\n    img_gray_lp = cv2.cvtColor(img_lp, cv2.COLOR_BGR2GRAY)\n    _, img_binary_lp = cv2.threshold(img_gray_lp, 200, 255, cv2.THRESH_BINARY+cv2.THRESH_OTSU)\n    img_binary_lp = cv2.erode(img_binary_lp, (3,3))\n    img_binary_lp = cv2.dilate(img_binary_lp, (3,3))\nLP_WIDTH = img_binary_lp.shape[0]\n    LP_HEIGHT = img_binary_lp.shape[1]\n# Make borders white\n    img_binary_lp[0:3,:] = 255\n    img_binary_lp[:,0:3] = 255\n    img_binary_lp[72:75,:] = 255\n    img_binary_lp[:,330:333] = 255\n# Estimations of character contours sizes of cropped license plates\n    dimensions = [LP_WIDTH\/6,\n                       LP_WIDTH\/2,\n                       LP_HEIGHT\/10,\n                       \u06f2*LP_HEIGHT\/3]\n    plt.imshow(img_binary_lp, cmap='gray')\n    plt.show()\n    cv2.imwrite('contour.jpg',img_binary_lp)\n# Get contours within cropped license plate\n    char_list = find_contours(dimensions, img_binary_lp)\nreturn char_list<\/pre>\n<p dir=\"ltr\">\n<\/p><p>\u062a\u0648\u0627\u0628\u0639 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632 :<\/p>\n<p>\u06f1-<strong> \u062a\u0627\u0628\u0639 cv2.resize()<\/strong> &#8211; \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0627\u0628\u0639\u0627\u062f\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u062f \u0628\u0647 \u0637\u0648\u0631\u06cc \u06a9\u0647 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627 \u0645\u0634\u062e\u0635 \u0648 \u0648\u0627\u0636\u062d \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u0646\u062f.<\/p>\n<p>\u06f2- <strong>\u062a\u0627\u0628\u0639 cv2.cvtColor()<\/strong> &#8211; \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0641\u0636\u0627\u06cc \u0631\u0646\u06af\u06cc \u0628\u0647 \u0641\u0636\u0627\u06cc \u062f\u06cc\u06af\u0631 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f BGR Grey \u060c BGR HSV \u0648 \u063a\u06cc\u0631\u0647<\/p>\n<p style=\"text-align: justify;\">&nbsp;\u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0632 \u0641\u0636\u0627\u06cc \u0631\u0646\u06af\u06cc BGR HSV \u0627\u0632 \u0641\u0644\u06af cv2.COLOR_BGR2GRAY \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647 \u0628\u0631\u0627\u06cc BGR HSV \u060c \u0645\u0627 \u0627\u0632 \u0641\u0644\u06af cv2.COLOR_BGR2HSV \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u06f3- <strong>\u062a\u0627\u0628\u0639 cv2.erode() \u0648 cv2.dilate()<\/strong> &#8211; \u062a\u0628\u062f\u06cc\u0644\u0627\u062a \u0631\u06cc\u062e\u062a \u0634\u0646\u0627\u0633\u06cc \u0628\u0631\u062e\u06cc \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a \u0633\u0627\u062f\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0634\u06a9\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a. \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644 \u0628\u0631 \u0631\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627\u06cc\u0646\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0647 \u062f\u0648 \u0648\u0631\u0648\u062f\u06cc \u0627\u062d\u062a\u06cc\u0627\u062c \u062f\u0627\u0631\u062f \u060c \u06cc\u06a9\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0645\u0627\u0633\u062a \u060c \u062f\u06cc\u06af\u0631\u06cc \u0639\u0646\u0635\u0631 \u06cc\u0627 \u0647\u0633\u062a\u0647 \u0633\u0627\u062e\u062a\u0627\u0631\u062f\u0647\u0646\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627\u0647\u06cc\u062a \u06a9\u0627\u0631 \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0648 \u0639\u0645\u0644\u06af\u0631 \u0627\u0635\u0644\u06cc \u0631\u06cc\u062e\u062a \u0634\u0646\u0627\u0633\u06cc Erosion \u0648 Dilation \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong class=\"hs da\">Erosion <\/strong>&#8211; \u0627\u06cc\u062f\u0647 \u0627\u0635\u0644\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f Erosion \u0645\u0627\u0646\u0646\u062f \u0641\u0631\u0633\u0627\u06cc\u0634 \u062e\u0627\u06a9 \u0627\u0633\u062a\u060c \u0645\u0631\u0632\u0647\u0627\u06cc \u062c\u0633\u0645 \u067e\u06cc\u0634 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u0627\u0632 \u0628\u06cc\u0646 \u0645\u06cc \u0628\u0631\u062f (\u0647\u0645\u06cc\u0634\u0647 \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u067e\u06cc\u0634 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0647 \u0631\u0646\u06af \u0633\u0641\u06cc\u062f \u0628\u0627\u0634\u062f). \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0686\u0647 \u06a9\u0627\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f\u061f \u06a9\u0631\u0646\u0644 \u0627\u0632 \u062f\u0631\u0648\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0639\u0628\u0648\u0631 \u0645\u06cc \u06a9\u0646\u062f (\u0645\u0627\u0646\u0646\u062f \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u06f2 \u0628\u0639\u062f\u06cc). \u06cc\u06a9 \u067e\u06cc\u06a9\u0633\u0644 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc (\u06f1 \u06cc\u0627 \u06f0) \u0641\u0642\u0637 \u0632\u0645\u0627\u0646\u06cc \u06f1 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u062a\u0645\u0627\u0645 \u067e\u06cc\u06a9\u0633\u0644 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u06a9\u0631\u0646\u0644 \u06f1 \u0628\u0627\u0634\u062f\u060c \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0641\u0631\u0633\u0627\u06cc\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f (\u06f0 \u0645\u06cc \u0634\u0648\u062f).<\/p>\n<p style=\"text-align: justify;\">Dilation &#8211; <strong class=\"hs da\">Dilation <\/strong>\u0646\u0642\u0637\u0647 \u06cc \u0645\u0642\u0627\u0628\u0644 Erosion \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u060c \u06cc\u06a9 \u0639\u0646\u0635\u0631 \u067e\u06cc\u06a9\u0633\u0644 &#8220;\u06f1&#8221; \u0627\u0633\u062a \u0627\u06af\u0631 \u062d\u062f\u0627\u0642\u0644 \u06cc\u06a9 \u067e\u06cc\u06a9\u0633\u0644 \u062f\u0631 \u0632\u06cc\u0631 \u06a9\u0632\u0646\u0644 &#8220;\u06f1&#8221; \u0628\u0627\u0634\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0646\u0637\u0642\u0647 \u0633\u0641\u06cc\u062f \u0631\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u06cc\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u062c\u0633\u0645 \u067e\u06cc\u0634 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644\u060c \u062f\u0631 \u0645\u0648\u0627\u0631\u062f\u06cc \u0645\u0627\u0646\u0646\u062f \u062d\u0630\u0641 \u0646\u0648\u06cc\u0632 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u060c \u067e\u0633 \u0627\u0632&nbsp;Erosion \u0627\u0632 Dilation \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0632\u06cc\u0631\u0627 Erosion \u060c \u0646\u0648\u06cc\u0632 \u0647\u0627\u06cc \u0633\u0641\u06cc\u062f \u0631\u0627 \u0627\u0632 \u0628\u06cc\u0646 \u0645\u06cc \u0628\u0631\u062f\u060c \u0627\u0645\u0627 \u0628\u0627\u0639\u062b \u06a9\u0648\u0686\u06a9 \u062a\u0631 \u0634\u062f\u0646 \u062c\u0633\u0645 \u0645\u0627 \u0646\u06cc\u0632 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0632\u0631\u06af\u062a\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0646\u0648\u06cc\u0632 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0632 \u0628\u06cc\u0646 \u0631\u0641\u062a\u0647 \u0627\u0633\u062a \u0622\u0646 \u0647\u0627 \u0628\u0631 \u0646\u0645\u06cc \u06af\u0631\u062f\u0646\u062f\u060c \u0627\u0645\u0627 \u0645\u062d\u06cc\u0637 \u0634\u06cc \u0645\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u062f\u0631 \u0627\u062a\u0635\u0627\u0644 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0634\u06a9\u0633\u062a\u0647 \u06cc\u06a9 \u062c\u0633\u0645 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u06f4- \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0627\u06a9\u0646\u0648\u0646 \u0633\u0641\u06cc\u062f \u06a9\u0631\u062f\u0646 \u0645\u0631\u0632 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0631\u0627\u06cc \u062d\u0630\u0641 \u067e\u06cc\u06a9\u0633\u0644 \u0647\u0627\u06cc \u062e\u0627\u0631\u062c \u0627\u0632 \u0641\u0631\u06cc\u0645 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u06f5-\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f \u060c \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0627\u0628\u0639\u0627\u062f \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0634\u0627\u0645\u0644 \u06f4 \u0645\u0642\u062f\u0627\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0622\u0646 \u0647\u0627 \u0627\u0628\u0639\u0627\u062f \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u06f6-\u0627\u0632 \u0637\u0631\u06cc\u0642 \u0641\u0631\u0627\u06cc\u0646\u062f\u0647\u0627\u06cc \u0641\u0648\u0642 \u060c \u0645\u0627 \u062a\u0635\u0648\u06cc\u0631 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u06cc\u0646\u0631\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u062f\u0647 \u062a\u0642\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645 \u0648 \u0622\u0645\u0627\u062f\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627 \u0647\u0633\u062a\u06cc\u0645.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u06af\u0627\u0645-\u0633\u0648\u0645-\u0628\u062e\u0634-\u0628\u0646\u062f\u06cc-\u0627\u0639\u062f\u0627\u062f-\u0648-\u062d\u0631\u0648\u0641-\u067e\u0644\u0627\u06a9\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%D8%B3%D9%88%D9%85_%D8%A8%D8%AE%D8%B4_%D8%A8%D9%86%D8%AF%DB%8C_%D8%A7%D8%B9%D8%AF%D8%A7%D8%AF_%D9%88_%D8%AD%D8%B1%D9%88%D9%81_%D9%BE%D9%84%D8%A7%DA%A9\"><\/span><strong>\u06af\u0627\u0645 \u0633\u0648\u0645: \u0628\u062e\u0634 \u0628\u0646\u062f\u06cc \u0627\u0639\u062f\u0627\u062f \u0648 \u062d\u0631\u0648\u0641 \u067e\u0644\u0627\u06a9<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">def find_contours(dimensions, img) :\n# Find all contours in the image\ncntrs, _ = cv2.findContours(img.copy(), cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)\n# Retrieve potential dimensions\n    lower_width = dimensions[0]\n    upper_width = dimensions[1]\n    lower_height = dimensions[2]\n    upper_height = dimensions[3]\n    \n# Check largest 5 or  15 contours for license plate or character respectively\n    cntrs = sorted(cntrs, key=cv2.contourArea, reverse=True)[:15]\n    \n    ii = cv2.imread('contour.jpg')\n    \n    iii = cv2.imread('contour.jpg')\n     \n    cv2.drawContours(iii, cntrs, -1, (0,255,0), 3)\n    \n    plt.imshow(iii, cmap='gray')\n    plt.show()\n    \n    x_cntr_list = []\n    target_contours = []\n    img_res = []\n    for cntr in cntrs :\n        #detects contour in binary image and returns the coordinates of rectangle enclosing it\n        intX, intY, intWidth, intHeight = cv2.boundingRect(cntr)\n        \n        #checking the dimensions of the contour to filter out the characters by contour's size\n        if intWidth &gt; lower_width and intWidth &lt; upper_width and intHeight &gt; lower_height and intHeight &lt; upper_height :\n            x_cntr_list.append(intX) #stores the x coordinate of the character's contour, to used later for indexing the contours\nchar_copy = np.zeros((44,24))\n            #extracting each character using the enclosing rectangle's coordinates.\n            char = img[intY:intY+intHeight, intX:intX+intWidth]\n            char = cv2.resize(char, (20, 40))\n            \n            cv2.rectangle(ii, (intX,intY), (intWidth+intX, intY+intHeight), (50,21,200), 2)\n            plt.imshow(ii, cmap='gray')\n#             Make result formatted for classification: invert colors\n            char = cv2.subtract(255, char)\n# Resize the image to 24x44 with black border\n            char_copy[2:42, 2:22] = char\n            char_copy[0:2, :] = 0\n            char_copy[:, 0:2] = 0\n            char_copy[42:44, :] = 0\n            char_copy[:, 22:24] = 0\nimg_res.append(char_copy) #List that stores the character's binary image (unsorted)\n            \n    #Return characters on ascending order with respect to the x-coordinate (most-left character first)\n            \n    plt.show()\n    #arbitrary function that stores sorted list of character indeces\n    indices = sorted(range(len(x_cntr_list)), key=lambda k: x_cntr_list[k])\n    img_res_copy = []\n    for idx in indices:\n        img_res_copy.append(img_res[idx])# stores character images according to their index\n    img_res = np.array(img_res_copy)\nreturn img_res<\/pre>\n<p dir=\"ltr\">\n<\/p><p style=\"text-align: justify;\">\u06f1- <strong>()cv.findContours&nbsp; \u0648 ()cv.drawContours<\/strong> &#8211; \u06a9\u0627\u0646\u062a\u0648\u0631 \u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0633\u0627\u062f\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0646\u062d\u0646\u06cc \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f \u06a9\u0647 \u0628\u0647 \u062a\u0645\u0627\u0645 \u0646\u0642\u0627\u0637 \u067e\u06cc\u0648\u0633\u062a\u0647 (\u062f\u0631 \u0627\u0645\u062a\u062f\u0627\u062f \u0645\u0631\u0632) \u0628\u0647 \u0647\u0645 \u0645\u062a\u0635\u0644 \u0647\u0645 \u0631\u0646\u06af \u0648 \u0647\u0645 \u0648\u0632\u0646 \u0631\u0627 \u062f\u0631 \u0628\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f. \u06a9\u0627\u0646\u062a\u0648\u0631 \u0647\u0627 \u0627\u0628\u0632\u0627\u0631\u06cc \u0645\u0641\u06cc\u062f \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0634\u06a9\u0644 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0634\u06cc\u0627 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u062f\u0642\u062a \u0628\u0647\u062a\u0631\u060c \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627\u06cc\u0646\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0642\u0628\u0644 \u0627\u0632 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646 \u062e\u0637\u0648\u0637\u060c \u0622\u0633\u062a\u0627\u0646\u0647 \u06cc\u0627 \u0644\u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0632 OpenCV 3.2 \u0628\u0647 \u0628\u0639\u062f \u062a\u0627\u0628\u0639 findContours() \u062f\u06cc\u06af\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0631\u0627 \u0627\u0635\u0644\u0627\u062d \u0646\u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 OpenCV \u06cc\u0627\u0641\u062a\u0646 \u062e\u0637\u0648\u0637 \u0645\u0627\u0646\u0646\u062f \u06cc\u0627\u0641\u062a\u0646 \u062c\u0633\u0645 \u0633\u0641\u06cc\u062f \u0627\u0632 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0633\u06cc\u0627\u0647 \u0627\u0633\u062a. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u060c \u0634\u06cc\u0626\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u067e\u06cc\u062f\u0627 \u0634\u0648\u062f \u0628\u0627\u06cc\u062f \u0633\u0641\u06cc\u062f \u0648 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0627\u06cc\u062f \u0633\u06cc\u0627\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u062e\u0637\u0648\u0637 \u0627\u0632 \u062a\u0627\u0628\u0639 <strong>cv.drawContours<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0647\u0631 \u0634\u06a9\u0644\u06cc \u0628\u0647 \u0634\u0631\u0637 \u062f\u0627\u0634\u062a\u0646 \u0646\u0642\u0627\u0637 \u0645\u0631\u0632\u06cc \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"368\" height=\"110\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-3.jpg\" alt=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc 3\" class=\"wp-image-11342\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-3.jpg 368w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-3-300x90.jpg 300w\" sizes=\"(max-width: 368px) 100vw, 368px\" \/><\/figure><\/div>\n\n\n<p>\u06f2- \u0628\u0639\u062f \u0627\u0632 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646 \u062a\u0645\u0627\u0645 \u062e\u0637\u0648\u0637\u060c \u0622\u0646 \u0647\u0627 \u0631\u0627 \u06cc\u06a9 \u0628\u0647 \u06cc\u06a9 \u062f\u0631 \u0646\u0638\u0631 \u0645\u06cc \u06af\u06cc\u0631\u06cc\u0645 \u0648 \u0628\u0639\u062f \u0645\u0633\u062a\u0637\u06cc\u0644 \u0645\u062d\u062f\u0648\u062f \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06a9\u0646\u0648\u0646 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0645\u062d\u0627\u0637\u06cc \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0648\u0686\u06a9\u062a\u0631\u06cc\u0646 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0634\u0645\u0627\u0631\u0646\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"368\" height=\"110\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-4.jpg\" alt=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc 4\" class=\"wp-image-11343\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-4.jpg 368w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-4-300x90.jpg 300w\" sizes=\"(max-width: 368px) 100vw, 368px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u06f3- \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0627\u0628\u0639\u0627\u062f \u0627\u06cc\u0646 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0647\u0627\u06cc \u0645\u0631\u0632\u06cc \u0631\u0627 \u062f\u0627\u0631\u06cc\u0645\u060c \u062a\u0646\u0647\u0627 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u0645 \u0648 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062d\u0627\u0648\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0646\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631\u060c \u0645\u0627 \u0628\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u0628\u0639\u0627\u062f\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u067e\u0630\u06cc\u0631\u0634 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u0639\u0631\u0636\u06cc \u0628\u06cc\u0646 \u06f0 \u062a\u0627 { \u0637\u0648\u0644 \u062a\u0635\u0648\u06cc\u0631 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 \u062a\u0639\u062f\u0627\u062f \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627 } \u0648 \u0637\u0648\u0644\u06cc \u0628\u06cc\u0646 { \u0639\u0631\u0636 \u062a\u0635\u0648\u06cc\u0631 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 \u06f2 }&nbsp; \u0648 { \u06f4 \u0628\u0631\u0627\u0628\u0631 \u0639\u0631\u0636 \u062a\u0635\u0648\u06cc\u0631 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 \u06f5 } \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645. \u0627\u06af\u0631 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u062e\u0648\u0628 \u06a9\u0627\u0631 \u06a9\u0646\u062f\u060c \u0647\u0645\u0647 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627\u06cc\u0646\u0631\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"349\" height=\"66\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-5.jpg\" alt=\"\u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646\" class=\"wp-image-11344\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-5.jpg 349w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-5-300x57.jpg 300w\" sizes=\"(max-width: 349px) 100vw, 349px\" \/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u06af\u0627\u0645-\u0686\u0647\u0627\u0631\u0645-\u0627\u06cc\u062c\u0627\u062f-\u06cc\u06a9-\u0645\u062f\u0644-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0645\u0627\u0634\u06cc\u0646-\u0648-\u0622\u0645\u0648\u0632\u0634-\u0622\u0646-\u0628\u0631\u0627\u06cc-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u06a9\u0627\u0631\u0627\u06a9\u062a\u0631-\u0647\u0627\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%DA%86%D9%87%D8%A7%D8%B1%D9%85_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DB%8C%DA%A9_%D9%85%D8%AF%D9%84_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D9%85%D8%A7%D8%B4%DB%8C%D9%86_%D9%88_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%A2%D9%86_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%B4%D9%86%D8%A7%D8%B3%D8%A7%DB%8C%DB%8C_%DA%A9%D8%A7%D8%B1%D8%A7%DA%A9%D8%AA%D8%B1_%D9%87%D8%A7\"><\/span><strong>\u06af\u0627\u0645 \u0686\u0647\u0627\u0631\u0645 : \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0622\u0645\u0648\u0632\u0634 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u06f1- \u062f\u0627\u062f\u0647 \u0647\u0627 \u0622\u0645\u0627\u062f\u0647 \u0648 \u0645\u0631\u062a\u0628 \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u06a9\u0646\u0648\u0646 \u0648\u0642\u062a \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0628\u0627\u0634\u062f \u062a\u0627 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627 \u0631\u0627 \u067e\u0633 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">model = Sequential()\nmodel.add(Conv2D(32, (24,24), input_shape=(28, 28, 3), activation='relu', padding='same'))\nmodel.add(MaxPooling2D(pool_size=(2, 2)))\nmodel.add(Dropout(0.4))\nmodel.add(Flatten())\nmodel.add(Dense(128, activation='relu'))\nmodel.add(Dense(36, activation='softmax'))\nmodel.compile(loss='categorical_crossentropy', optimizer=optimizers.Adam(lr=0.00001), metrics=['accuracy'])\nmodel.summary()<\/pre>\n<p style=\"text-align: justify;\">\u06f2- \u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647 \u0646\u06af\u0647 \u062f\u0627\u0634\u062a\u0646 \u0645\u062f\u0644\u060c \u0645\u0627 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0634\u06cc \u062a\u0631\u062a\u06cc\u0628\u06cc \u0645\u062d\u0648\u0631 \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u06f3- \u0644\u0627\u06cc\u0647 \u0627\u0648\u0644 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0628\u0627 \u06f3\u06f2 \u0641\u06cc\u0644\u062a\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06f5*\u06f5 \u0648 Relu \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062a\u0627\u0628\u0639 \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u06f4- \u0633\u067e\u0633\u060c \u0645\u0627 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 max-pooling \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0646\u062c\u0631\u0647 \u06f2*\u06f2 \u0627\u0636\u0627\u0641\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u06f5-Max pooling \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u06af\u0633\u0633\u062a\u0647 \u0633\u0627\u0632\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0646\u0645\u0648\u0646\u0647 \u0627\u0633\u062a. \u0647\u062f\u0641 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0646\u0645\u0627\u06cc\u0634\u06cc \u0627\u0632 \u0648\u0631\u0648\u062f\u06cc (\u062a\u0635\u0648\u06cc\u0631 \u060c \u0645\u0627\u062a\u0631\u06cc\u0633 \u062e\u0631\u0648\u062c\u06cc \u0644\u0627\u06cc\u0647 \u067e\u0646\u0647\u0627\u0646 \u0648 \u063a\u06cc\u0631\u0647) \u0631\u0627 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0627\u0632 \u0627\u0628\u0639\u0627\u062f \u0622\u0646 \u0628\u06a9\u0627\u0647\u06cc\u062f \u0648 \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0641\u0631\u0636\u06cc\u0647 \u0647\u0627\u06cc\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u0646\u0627\u0637\u0642 \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc\u062c\u0627\u062f \u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u06f6- \u0627\u06a9\u0646\u0648\u0646\u060c \u0628\u0631\u0627\u06cc \u0645\u0631\u0627\u0642\u0628\u062a \u0627\u0632 \u0628\u06cc\u0634 \u0628\u0631\u0627\u0632\u0634 ( Overfit ) \u060c \u0627\u0646\u062f\u06a9\u06cc \u0646\u0631\u062e \u06a9\u0627\u0647\u0634 ( dropout rate ) \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u06f7-Dropout \u06cc\u06a9 \u0627\u0628\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0628\u06cc\u0634 \u0628\u0631\u0627\u0632\u0634 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. Dropout \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0637\u06cc \u0622\u0645\u0648\u0632\u0634\u060c \u0646\u0648\u0631\u0648\u0646 \u0647\u0627\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0646\u0627\u062f\u06cc\u062f\u0647 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0622\u0646 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u0632 \u0628\u06cc\u0646 \u0645\u06cc \u0631\u0648\u0646\u062f. \u0645\u0627 \u0646\u0631\u062e \u06a9\u0627\u0647\u0634 \u0631\u0627 \u06f0\u066b\u06f4 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u06f6\u06f0\u066a \u06af\u0631\u0647 \u062d\u0641\u0638 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">\u06f8- \u0627\u06a9\u0646\u0648\u0646 \u0648\u0642\u062a \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06af\u0631\u0647 \u0631\u0627 \u0645\u0633\u0637\u062d \u06a9\u0646\u06cc\u0645 \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0622\u0646 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u0645\u0633\u0637\u062d \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0644\u0627\u06cc\u0647 \u0645\u0633\u0637\u062d \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0644\u0627\u06cc\u0647 \u0642\u0628\u0644\u06cc \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0628\u0639\u062f \u0648\u0627\u062d\u062f \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u06f9- \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u0627 \u06f2 \u0644\u0627\u06cc\u0647 \u0645\u062a\u0631\u0627\u06a9\u0645 \u0627\u0636\u0627\u0641\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u060c \u06cc\u06a9\u06cc \u0628\u0627 \u0628\u0639\u062f \u0641\u0636\u0627\u06cc \u062e\u0631\u0648\u062c\u06cc \u06f1\u06f2\u06f8 \u060c \u062a\u0627\u0628\u0639 \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc = relu \u0648 \u062f\u06cc\u06af\u0631\u06cc \u060c \u0644\u0627\u06cc\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0645\u0627 \u0628\u0627 \u06f3\u06f6 \u062e\u0631\u0648\u062c\u06cc \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06f2\u06f6 \u062d\u0631\u0648\u0641 \u0627\u0644\u0641\u0628\u0627 (AZ) + 10 \u0631\u0642\u0645 ( \u06f0\u2013\u06f9) \u0648 \u062a\u0627\u0628\u0639 \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc = softmax .<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"700\" height=\"457\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u067e\u0644\u0627\u06a9-\u062e\u0648\u0627\u0646-2.png\" alt=\"\u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646 2\" class=\"wp-image-11345\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u067e\u0644\u0627\u06a9-\u062e\u0648\u0627\u0646-2.png 700w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u067e\u0644\u0627\u06a9-\u062e\u0648\u0627\u0646-2-300x196.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u06af\u0627\u0645-\u067e\u0646\u062c\u0645-\u0645\u062f\u0644-\u0631\u0627-\u0622\u0645\u0648\u0632\u0634-\u062f\u0647\u06cc\u062f\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%D9%BE%D9%86%D8%AC%D9%85_%D9%85%D8%AF%D9%84_%D8%B1%D8%A7_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AF%D9%87%DB%8C%D8%AF\"><\/span><strong>\u06af\u0627\u0645 \u067e\u0646\u062c\u0645 : \u0645\u062f\u0644 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u06f1-\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0634\u0627\u0645\u0644 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062d\u0631\u0648\u0641 \u0627\u0644\u0641\u0628\u0627 (A-Z) \u0648 \u0627\u0631\u0642\u0627\u0645 (\u06f0\u2013\u06f9) \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06f2\u06f8&#215;\u06f2\u06f8 \u0627\u0633\u062a \u060c \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0645\u062a\u0639\u0627\u062f\u0644 \u0647\u0633\u062a\u0646\u062f \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u0647\u0631 \u0646\u0648\u0639 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0646\u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u0634\u062a.<\/p>\n<p style=\"text-align: justify;\">\u06f2-\u0645\u0627 \u0627\u0632 \u06a9\u0644\u0627\u0633 ImageDataGenerator \u0645\u0648\u062c\u0648\u062f \u062f\u0631 Keras \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u0646\u0646\u062f \u062a\u063a\u06cc\u06cc\u0631 \u0639\u0631\u0636\u060c \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u06f3-\u0627\u06a9\u0646\u0648\u0646 \u0648\u0642\u062a \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645!<\/p>\n<p style=\"text-align: justify;\">\u0645\u0627 \u0627\u0632 \u062a\u0627\u0628\u0639 categorical_crossentropy \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062a\u0627\u0628\u0639 \u0636\u0631\u0631\u060c \u0627\u0632 \u062a\u0627\u0628\u0639 Adam \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0648 \u062a\u0627\u0628\u0639 Accuracy \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062e\u0637\u0627\u06cc \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">from tensorflow.keras.preprocessing.image import ImageDataGenerator\ntrain_datagen = ImageDataGenerator(rescale=1.\/255, width_shift_range=0.1, height_shift_range=0.1)\ntrain_generator = train_datagen.flow_from_directory(\n    'data\/data\/train',\n    batch_size=1,\n    target_size=(28,28),\n    class_mode='categorical')\nvalidation_generator = train_datagen.flow_from_directory(\n        'data\/data\/val',  # this is the target directory\n        target_size=(28,28),  # all images will be resized to 28x28        \n        batch_size=1,\n        class_mode='categorical')<\/pre>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u06af\u0627\u0645-\u0634\u0634\u0645-\u0645\u062f\u0644-\u0631\u0627-\u0630\u062e\u06cc\u0631\u0647-\u06a9\u0646\u06cc\u062f\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%D8%B4%D8%B4%D9%85_%D9%85%D8%AF%D9%84_%D8%B1%D8%A7_%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span><strong>\u06af\u0627\u0645 \u0634\u0634\u0645 : \u0645\u062f\u0644 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u06f1- \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc scikit \u060c \u0645\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u06cc\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062f\u0644 \u0647\u0627 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u060c \u0628\u0627\u06cc\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0631\u0648\u0646\u062f\u0647 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u0645 \u0648 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u06f2- \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 Serialization \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 Deserialization \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u06f3- \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0647\u062f\u0641 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 pickle \u0648 joblib \u06cc\u0627 \u0641\u0631\u0645\u062aKeras H5 . \u0645\u0627 \u0627\u0632 \u0641\u0631\u0645\u062a Keras H5 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u0627\u06cc\u0646 \u0641\u0631\u0645\u062a \u06cc\u06a9 \u06af\u0632\u06cc\u0646\u0647 \u06a9\u0645 \u0648\u0632\u0646 \u0628\u0631\u0627\u06cc TensorFlow\u2019s SavedModel \u0627\u0633\u062a.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">model.save(\u201canpr_model.h5\u201d)<\/pre>\n<p dir=\"ltr\">\n<\/p><p style=\"text-align: justify;\">\u06f4- \u0628\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc save(&#8216;my_model.h5&#8217;) \u0641\u0627\u06cc\u0644 my_model.h5 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 H5&nbsp;\u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u0631\u0648\u0634\u06cc-\u0628\u0631\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a9-\u0647\u0627\u06cc-\u0627\u06cc\u0631\u0627\u0646\u06cc\"><span class=\"ez-toc-section\" id=\"%D8%B1%D9%88%D8%B4%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D9%BE%D9%84%D8%A7%DA%A9_%D9%87%D8%A7%DB%8C_%D8%A7%DB%8C%D8%B1%D8%A7%D9%86%DB%8C\"><\/span><strong>\u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0627\u06cc\u0631\u0627\u0646\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u062f\u06cc\u062f\u06cc\u0645\u060c \u0628\u0627 \u0631\u0648\u0634 \u06af\u0641\u062a\u0647 \u0634\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0634\u0627\u0645\u0644 \u062d\u0631\u0648\u0641 \u0648 \u0627\u0639\u062f\u0627\u062f \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0647\u0633\u062a\u0646\u062f \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f. \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0627\u06cc\u0631\u0627\u0646\u06cc \u0627\u06cc\u0646 \u0631\u0648\u0634 \u062c\u0648\u0627\u0628\u06af\u0648 \u0646\u06cc\u0633\u062a. \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0627\u06cc\u0631\u0627\u0646 \u0634\u0627\u0645\u0644 \u06f7 \u0631\u0642\u0645 \u0639\u062f\u062f \u0641\u0627\u0631\u0633\u06cc \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u06cc\u06a9 \u062d\u0631\u0641 \u0627\u0644\u0641\u0628\u0627 \u06cc\u0627 \u0639\u0644\u0627\u0645\u062a \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0639\u062f\u0627\u062f \u0648 \u062d\u0631\u0648\u0641 \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0641\u0627\u0631\u0633\u06cc \u0628\u0627\u06cc\u062f \u0634\u0628\u06a9\u0647 \u0627\u06cc \u0628\u0627 \u0635\u062f \u0647\u0627 \u0647\u0632\u0627\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0632 \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0647\u06cc\u0647 \u06a9\u0631\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646 \u062f\u0642\u062a \u0645\u0646\u0627\u0633\u0628\u06cc \u062f\u0631 \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646\u06cc \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0631\u0627\u06cc \u0627\u06a9\u062b\u0631 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f\u0627\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u06cc\u0631\u0627\u0646\u060c \u0642\u0627\u0628\u0644 \u0627\u0646\u062c\u0627\u0645 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0646\u06cc\u0633\u062a \u0648 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0648\u0642\u062a \u0632\u06cc\u0627\u062f\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a \u0628\u0631 \u0631\u0648\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u06cc\u062a\u0627\u0633\u062a \u0635\u0631\u0641 \u0634\u0648\u062f\u060c \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0627\u0631\u0686\u0648\u0628 \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0627\u06cc\u0631\u0627\u0646\u06cc \u0647\u0645 \u0628\u0627\u06cc\u062f \u0634\u0628\u06a9\u0647 \u0628\u0647 \u0646\u062d\u0648\u0647 \u06cc \u062e\u0627\u0635\u06cc \u0622\u0645\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<p><strong><a href=\"https:\/\/shahaab-co.com\/license-plate-recognition-library\/\" target=\"_blank\" rel=\"noopener\">\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u0627\u06cc\u0631\u0627\u0646\u06cc \u0633\u0627\u062a\u067e\u0627<\/a><\/strong> \u060c \u0631\u0648\u0634\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0627\u0633\u062a. \u0633\u0627\u062a\u067e\u0627 \u062f\u0631 \u0632\u0628\u0627\u0646 C++ \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0648 \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0632 \u0633\u0631\u0639\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0631 \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646\u06cc \u0628\u0631\u062e\u0648\u0631\u062f\u0627\u0631 \u0627\u0633\u062a. \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0633\u0627\u062a\u067e\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u0648 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0627 \u062f\u0627\u062f\u0646 \u062a\u0635\u0648\u06cc\u0631 \u06cc\u0627 \u0648\u06cc\u062f\u06cc\u0648 <strong><a href=\"https:\/\/shahaab-co.com\/%d8%af%d9%88%d8%b1%d8%a8%db%8c%d9%86-%d9%85%d8%af%d8%a7%d8%b1%d8%a8%d8%b3%d8%aa%d9%87-%d9%be%d9%84%d8%a7%da%a9-%d8%ae%d9%88%d8%a7%d9%86-sh-d1232r\/\" target=\"_blank\" rel=\"noopener\">\u062f\u0648\u0631\u0628\u06cc\u0646 \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646<\/a><\/strong> \u0628\u0647 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u060c \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0634\u0645\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0641\u0646\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0646\u0627\u0633\u0628\u06cc \u0628\u0631\u062e\u0648\u0631\u062f\u0627\u0631 \u0627\u0633\u062a. \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0633\u0627\u062a\u067e\u0627 \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u062a\u0645\u0627\u0645\u06cc \u0645\u0631\u0627\u062d\u0644 \u0627\u062c\u0631\u0627 \u067e\u0631\u0648\u0698\u0647 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 <strong><a href=\"https:\/\/shahaab-co.com\/satpa\/docs\/\" target=\"_blank\" rel=\"noopener\">\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u0633\u0627\u062a\u067e\u0627<\/a><\/strong> \u0646\u06cc\u0632 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627 \u067e\u0631\u0648\u0698\u0647 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u06af\u0627\u0645-\u0647\u0641\u062a\u0645-\u0627\u0633\u062a\u0642\u0631\u0627\u0631-\u0645\u062f\u0644-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-flask\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%D9%87%D9%81%D8%AA%D9%85_%D8%A7%D8%B3%D8%AA%D9%82%D8%B1%D8%A7%D8%B1_%D9%85%D8%AF%D9%84_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_Flask\"><\/span><strong>\u06af\u0627\u0645 \u0647\u0641\u062a\u0645 : \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Flask<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u06f1- \u0627\u0628\u062a\u062f\u0627 \u06a9\u0644\u0627\u0633 Flask \u0631\u0627 \u0648\u0627\u0631\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u0644\u0627\u0633 \u0628\u0631\u0646\u0627\u0645\u0647 WSGI \u0645\u0627 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u06f2-\u0628\u0639\u062f \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u0648\u0644\u06cc\u0646 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0646\u0627\u0645 \u0645\u0627\u0698\u0648\u0644 \u06cc\u0627 \u0628\u0633\u062a\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a. \u0627\u06af\u0631 \u0627\u0632 \u06cc\u06a9 \u0645\u0627\u0698\u0648\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f (\u0645\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644) \u060c \u0628\u0627\u06cc\u062f \u0627\u0632 __name__ \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0632\u06cc\u0631\u0627 \u0628\u0633\u062a\u0647 \u0628\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0631\u0648\u0639 \u0634\u062f\u0647 \u06cc\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0627\u0698\u0648\u0644 \u0648\u0627\u0631\u062f \u0634\u062f\u0647 \u0628\u0627\u0634\u062f\u060c \u0646\u0627\u0645\u0634 \u0645\u062a\u0641\u0627\u0648\u062a \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f (&#8220;__main__ \u0627\u0635\u0644\u06cc&#8221; \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0646\u0627\u0645 \u0648\u0627\u0642\u0639\u06cc \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646). \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u062a\u0627 Flask \u0628\u062f\u0627\u0646\u062f \u06a9\u062c\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0644\u06af\u0648 \u0647\u0627\u060c \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u062b\u0627\u0628\u062a \u0648 \u063a\u06cc\u0631\u0647 \u0628\u0627\u0634\u062f. \u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u060c \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0627\u0633\u0646\u0627\u062f \u0648 \u0645\u062f\u0627\u0631\u06a9 \u0641\u0644\u0627\u0633\u06a9 \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u06f3- \u0633\u067e\u0633 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 decorator \u0645\u0633\u06cc\u0631 ()route \u0628\u0647 Flask \u0645\u06cc \u06af\u0648\u06cc\u06cc\u0645 \u0686\u0647 \u0644\u06cc\u0646\u06a9 URL \u0627\u06cc \u0628\u0627\u06cc\u062f \u062a\u0627\u0628\u0639 \u0645\u0627 \u0631\u0627 \u0641\u0639\u0627\u0644 \u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u06f4- \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0646\u0627\u0645\u06cc \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f URL \u0628\u0631\u0627\u06cc \u0622\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0627\u0635 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u067e\u06cc\u0627\u0645\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u06a9\u0627\u0631\u0628\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">from flask import Flask, render_template, send_from_directory, request, abort\nfrom keras.models import load_model\nimport numpy as np\nimport cv2\nimport os\nfrom werkzeug.utils import secure_filename\n\nUPLOAD_FOLDER = 'static\/images'\n\napp = Flask(__name__)\n@app.route(\"\/\")\n@app.route(\"\/index\")\ndef index():\n    return render_template('index.html')<\/pre>\n<p style=\"text-align: justify;\">\u06f5- \u0642\u0633\u0645\u062a \u0628\u0639\u062f\u06cc \u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 API \u0627\u0633\u062a \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 GUI \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0634\u0645\u0627\u0631\u0647 \u067e\u0644\u0627\u06a9 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u062f\u0644 \u0645\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f. \u0628\u062f\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u0628\u0627 \u0627\u0641\u0632\u0648\u062f\u0646 \u062e\u0637 \u0632\u06cc\u0631 \u062f\u0631 \u067e\u0631\u0648\u0646\u062f\u0647 app.py \u0628\u0647 \u067e\u0631\u0648\u0698\u0647 \u062e\u0648\u062f\u060c \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0634\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\u06cc \u06a9\u0631\u062f\u06cc\u0645 (\u0641\u0627\u06cc\u0644 anpr_model.h5 \u0631\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u062e\u0648\u062f \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f).<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">model = load_model('anpr_model.h5')<\/pre>\n<p>\u06f6- \u062a\u0648\u0627\u0628\u0639\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631\u060c \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u0627 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">@app.route('\/segment_and_predict', methods=['GET', 'POST'])\ndef segment_and_predict():\n    # Preprocess cropped license plate image\n    if request.method == 'POST':\n        uploaded_file = request.files['image']\n        original_image = uploaded_file.filename\n        print('original_image', original_image)\n\n        if not uploaded_file:\n            return render_template('index.html', label=\"No file\")\n\n        if uploaded_file.filename != '':\n            filename = secure_filename(uploaded_file.filename)\n            file_ext = os.path.splitext(filename)[1]\n            # if file_ext not in app.config['UPLOAD_EXTENSIONS']:\n            #     abort(400)\n            uploaded_file.save(os.path.join(app.config['UPLOAD_PATH'], filename))\n            image = cv2.imread(\"static\/images\/\"+uploaded_file.filename, cv2.IMREAD_COLOR)\n\n    img_lp = cv2.resize(image, (333, 75))\n    img_gray_lp = cv2.cvtColor(img_lp, cv2.COLOR_BGR2GRAY)\n    _, img_binary_lp = cv2.threshold(img_gray_lp, 200, 255, cv2.THRESH_BINARY+cv2.THRESH_OTSU)\n    img_binary_lp = cv2.erode(img_binary_lp, (3,3))\n    img_binary_lp = cv2.dilate(img_binary_lp, (3,3))\n\n    LP_WIDTH = img_binary_lp.shape[0]\n    LP_HEIGHT = img_binary_lp.shape[1]\n\n    # Make borders white\n    img_binary_lp[0:3,:] = 255\n    img_binary_lp[:,0:3] = 255\n    img_binary_lp[72:75,:] = 255\n    img_binary_lp[:,330:333] = 255\n\n    # Estimations of character contours sizes of cropped license plates\n    dimensions = [LP_WIDTH\/6,\n                       LP_WIDTH\/2,\n                       LP_HEIGHT\/10,\n                       \u06f2*LP_HEIGHT\/3]\n\n    cv2.imwrite('contour.jpg',img_binary_lp)\n\n    # Get contours within cropped license plate\n    char_list = find_contours(dimensions, img_binary_lp)\n\n    dic = {}\n    characters = '0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ'\n    for i, c in enumerate(characters):\n            dic[i] = c\n\n    output = []\n    for i, ch in enumerate(char_list):  # iterating over the characters\n            img_ = cv2.resize(ch, (28, 28))\n            img = fix_dimension(img_)\n            img = img.reshape(1, 28, 28, 3)\n            y_ = model.predict_classes(img)[0]  # predicting the class\n            character = dic[y_]  #\n            output.append(character)\n    plate_number = ''.join(output)\n    return render_template('results.html', prediction=plate_number)<\/pre>\n<p dir=\"ltr\">\n<\/p><p style=\"text-align: justify;\">\u06f7- \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u062a\u0627\u06cc\u062c \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06cc\u0645 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0645\u0641\u06cc\u062f \u0628\u0648\u062f\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<h4><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f<\/strong><\/h4>\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\/machine-vision\/license-plate-recognition-using-opencv-yolo-and-keras\/\">\u067e\u0631\u0648\u0698\u0647 \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV \u060c YOLO \u0648 Keras<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/automate-surveillance-with-deep-learning\/\">\u0633\u06cc\u0633\u062a\u0645 \u0646\u0638\u0627\u0631\u062a\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/natural-language-processing-is-fun-part-1\/\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062c\u0630\u0627\u0628 \u0627\u0633\u062a! \u0642\u0633\u0645\u062a \u0627\u0648\u0644<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/en-articles\/instance-segmentation-with-mask-r-cnn-and-tensorflow\/\">Splash of Color: Instance Segmentation with Mask R-CNN and TensorFlow<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/license-plate-recognition-on-ios\/\">\u062a\u0634\u062e\u06cc\u0635 \u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u0645\u0627\u0631\u0647 \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648 \u0647\u0627 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 iOS<\/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:\/\/pranjaliparnerkar28.medium.com\/automatic-number-plate-recognition-using-ai-16c3dcb55b0b\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">medium.com<\/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;11339&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\u0648\u0698\u0647 \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646&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>\u0635\u0648\u0631\u062a \u0645\u0633\u0626\u0644\u0647 &#8211; \u06cc\u06a9 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f\u0647 \u060c \u062f\u0631 \u0645\u062d\u0644 \u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u062e\u0648\u062f \u0628\u0627 \u0645\u0634\u06a9\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641 \u0627\u0645\u0646\u06cc\u062a\u06cc \u0645\u0648\u0627\u062c\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0642\u06cc\u0642 \u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u060c \u0645\u062a\u0648\u062c\u0647 \u0645\u06cc \u0634\u0648\u06cc\u0645 \u06a9\u0647 \u0627\u0632 \u0631\u0648\u0634 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&hellip;<\/p>\n","protected":false},"author":11,"featured_media":12430,"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":[107,147,100,125,110],"class_list":["post-11339","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-machine-vision","category-edu","tag-107","tag-147","tag-100","tag-125","tag-110"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/11339","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\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=11339"}],"version-history":[{"count":2,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/11339\/revisions"}],"predecessor-version":[{"id":16182,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/11339\/revisions\/16182"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/12430"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=11339"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=11339"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=11339"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}