{"id":16427,"date":"2024-01-24T22:54:31","date_gmt":"2024-01-24T19:24:31","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/pytesseract-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b3%d8%a7%d8%af%d9%87-%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1%d9%87%d8%a7%db%8c-%d9%86%d9%88%d8%b1%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/"},"modified":"2024-01-24T22:54:31","modified_gmt":"2024-01-24T19:24:31","slug":"pytesseract-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b3%d8%a7%d8%af%d9%87-%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1%d9%87%d8%a7%db%8c-%d9%86%d9%88%d8%b1%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/pytesseract-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b3%d8%a7%d8%af%d9%87-%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1%d9%87%d8%a7%db%8c-%d9%86%d9%88%d8%b1%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/","title":{"rendered":"PyTesseract: \u062a\u0634\u062e\u06cc\u0635 \u0633\u0627\u062f\u0647 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u0646\u0648\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/pytesseract-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b3%d8%a7%d8%af%d9%87-%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1%d9%87%d8%a7%db%8c-%d9%86%d9%88%d8%b1%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/pytesseract-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b3%d8%a7%d8%af%d9%87-%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1%d9%87%d8%a7%db%8c-%d9%86%d9%88%d8%b1%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1_%d9%86%d9%88%d8%b1%db%8c_%da%86%db%8c%d8%b3%d8%aa%d8%9f\" >\u062a\u0634\u062e\u06cc\u0635 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0646\u0648\u0631\u06cc \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/pytesseract-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b3%d8%a7%d8%af%d9%87-%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1%d9%87%d8%a7%db%8c-%d9%86%d9%88%d8%b1%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%85%d9%88%d8%a7%d8%b1%d8%af_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_ocr\" >\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OCR<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/pytesseract-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b3%d8%a7%d8%af%d9%87-%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1%d9%87%d8%a7%db%8c-%d9%86%d9%88%d8%b1%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%a2%d9%86%da%86%d9%87_%d9%85%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%ae%d9%88%d8%a7%d9%87%db%8c%d9%85_%da%a9%d8%b1%d8%af\" >\u0622\u0646\u0686\u0647 \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/pytesseract-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b3%d8%a7%d8%af%d9%87-%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1%d9%87%d8%a7%db%8c-%d9%86%d9%88%d8%b1%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%a8%d8%b1%d9%be%d8%a7%db%8c%db%8c\" >\u0628\u0631\u067e\u0627\u06cc\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/pytesseract-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b3%d8%a7%d8%af%d9%87-%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1%d9%87%d8%a7%db%8c-%d9%86%d9%88%d8%b1%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%be%db%8c%d8%a7%d8%af%d9%87_%d8%b3%d8%a7%d8%b2%db%8c\" >\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/pytesseract-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b3%d8%a7%d8%af%d9%87-%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1%d9%87%d8%a7%db%8c-%d9%86%d9%88%d8%b1%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa_ocr\" >\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a OCR<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/pytesseract-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b3%d8%a7%d8%af%d9%87-%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1%d9%87%d8%a7%db%8c-%d9%86%d9%88%d8%b1%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%b1%d8%a7%d8%a8%d8%b7_%d9%88%d8%a8_%d9%81%d9%84%d8%a7%d8%b3%da%a9\" >\u0631\u0627\u0628\u0637 \u0648\u0628 \u0641\u0644\u0627\u0633\u06a9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/pytesseract-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b3%d8%a7%d8%af%d9%87-%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1%d9%87%d8%a7%db%8c-%d9%86%d9%88%d8%b1%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%b3%d8%a7%db%8c%d8%b1_%da%af%d8%b2%db%8c%d9%86%d9%87_%d9%87%d8%a7%db%8c_pytesseract\" >\u0633\u0627\u06cc\u0631 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc PyTesseract<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/pytesseract-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b3%d8%a7%d8%af%d9%87-%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1%d9%87%d8%a7%db%8c-%d9%86%d9%88%d8%b1%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%da%a9%d8%a7%d8%b1%db%8c_%da%a9%d9%87_%d9%85%d8%a7_%d8%a7%d9%86%d8%ac%d8%a7%d9%85_%d9%86%d8%af%d8%a7%d8%af%d9%87_%d8%a7%db%8c%d9%85\" >\u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0645\u0627 \u0627\u0646\u062c\u0627\u0645 \u0646\u062f\u0627\u062f\u0647 \u0627\u06cc\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/pytesseract-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b3%d8%a7%d8%af%d9%87-%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1%d9%87%d8%a7%db%8c-%d9%86%d9%88%d8%b1%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 10<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0628\u0627 \u0646\u06af\u0627\u0647 \u06a9\u0631\u062f\u0646 \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f.  \u0645\u0627 \u0645\u062a\u0646 \u0631\u0627 \u062f\u0631\u06a9 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062a\u0646 \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0622\u0646 \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u062f.<\/p>\n<p>\u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627 \u06cc\u06a9\u0633\u0627\u0646 \u06a9\u0627\u0631 \u0646\u0645\u06cc \u06a9\u0646\u0646\u062f.  \u0622\u0646\u0647\u0627 \u0628\u0647 \u0686\u06cc\u0632\u06cc \u0645\u0644\u0645\u0648\u0633 \u062a\u0631\u060c \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0634\u062f\u0647 \u0628\u0647 \u06af\u0648\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646\u062c\u0627\u0633\u062a \u06a9\u0647 <em>\u062a\u0634\u062e\u06cc\u0635 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0646\u0648\u0631\u06cc<\/em> (OCR) \u0634\u0631\u0648\u0639 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0686\u0647 \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9\u200c\u0647\u0627\u06cc \u062e\u0648\u062f\u0631\u0648 \u0627\u0632 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0628\u0627\u0634\u062f\u060c \u0686\u0647 \u0627\u0633\u0646\u0627\u062f \u062f\u0633\u062a\u200c\u0646\u0648\u06cc\u0633\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647 \u06cc\u06a9 \u06a9\u067e\u06cc \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\u0646\u062f\u060c \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.  \u0627\u06af\u0631\u0686\u0647 \u0647\u0645\u06cc\u0634\u0647 \u06a9\u0627\u0645\u0644 \u0646\u06cc\u0633\u062a\u060c \u0627\u0645\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0631\u0627\u062d\u062a \u0627\u0633\u062a \u0648 \u0627\u0646\u062c\u0627\u0645 \u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u062e\u06cc \u0627\u0641\u0631\u0627\u062f \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u0648 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0628\u0647 \u0639\u0645\u0642 \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0646\u0648\u0631\u06cc \u0648 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0622\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a.  \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0633\u0627\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u06cc\u200c\u0633\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 Flask \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0631\u0633\u0627\u0646\u0647 \u062a\u0639\u0627\u0645\u0644\u06cc \u0631\u0627\u062d\u062a\u200c\u062a\u0631 \u062f\u0631 \u0645\u0639\u0631\u0636 \u062f\u06cc\u062f \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645.<\/p>\n<h2 id=\"whatisopticalcharacterrecognition\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%da%a9%d8%a7%d8%b1%d8%a7%da%a9%d8%aa%d8%b1_%d9%86%d9%88%d8%b1%db%8c_%da%86%db%8c%d8%b3%d8%aa%d8%9f\"><\/span>\u062a\u0634\u062e\u06cc\u0635 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0646\u0648\u0631\u06cc \u0686\u06cc\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0634\u062e\u06cc\u0635 \u0646\u0648\u0631\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0634\u0627\u0645\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u062a\u0646\u06cc \u0627\u0633\u062a \u0631\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u062a\u0631\u062c\u0645\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0647 <em>\u0645\u062a\u0646 \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647<\/em> \u06a9\u0647 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0622\u0646 \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u062f.  \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062d\u0627\u0648\u06cc \u0645\u062a\u0646 \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062e\u0635\u06cc\u062a \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0622\u0646 \u0627\u0633\u06a9\u0646 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f.  \u067e\u0633 \u0627\u0632 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc\u060c \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0628\u0647 \u0645\u062a\u0646 \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0645\u0627\u0634\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0648\u0627\u0642\u0639\u0627 \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f\u061f  \u0628\u0631\u0627\u06cc \u0645\u0627 \u067e\u06cc\u0627\u0645\u06a9 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0633\u062a \u0648 \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u06cc\u0645 \u0648 \u0645\u062a\u0646 \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u0645\u060c \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u060c \u0647\u0645\u0647 \u0627\u06cc\u0646\u0647\u0627 \u06cc\u06a9 \u0633\u0631\u06cc \u0646\u0642\u0637\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u0628\u062a\u062f\u0627 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u06a9\u0646 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0645\u062a\u0646 \u0648 \u0639\u0646\u0627\u0635\u0631 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0628\u0647 \u06cc\u06a9 \u0628\u06cc\u062a \u0645\u067e \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0627\u0635\u0644 \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc \u0627\u0632 \u0646\u0642\u0627\u0637 \u0633\u06cc\u0627\u0647 \u0648 \u0633\u0641\u06cc\u062f \u0627\u0633\u062a.  \u0633\u067e\u0633 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0632 \u0642\u0628\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u0648 \u06a9\u0646\u062a\u0631\u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0642\u062a \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f process.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0645\u0646\u0627\u0637\u0642\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0645\u0646\u0627\u0637\u0642 \u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u06cc\u0627 \u0645\u062a\u0646 \u062f\u0631 \u0622\u0646 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f \u0648 \u0627\u06cc\u0646 \u0628\u0647 \u0634\u0631\u0648\u0639 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f. process.  \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0646\u0648\u0627\u062d\u06cc \u062d\u0627\u0648\u06cc \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u062e\u0637\u0648\u0637 \u0648 \u06a9\u0644\u0645\u0627\u062a \u0648 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u0627\u06a9\u0646\u0648\u0646 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0642\u0627\u062f\u0631 \u0627\u0633\u062a \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0645\u062e\u062a\u0644\u0641 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0647\u062f.  \u0646\u062a\u06cc\u062c\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0645\u062a\u0646 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0645\u0627 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0631\u0627 process \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a 100\u066a \u062f\u0642\u06cc\u0642 \u0646\u0628\u0627\u0634\u062f \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0627\u0635\u0644\u0627\u062d \u0628\u0631\u062e\u06cc \u0627\u0632 \u0639\u0646\u0627\u0635\u0631\u06cc \u06a9\u0647 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0627\u0633\u06a9\u0646 \u0646\u0634\u062f\u0647 \u0627\u0646\u062f \u0628\u0647 \u0645\u062f\u0627\u062e\u0644\u0647 \u0627\u0646\u0633\u0627\u0646\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.  \u062a\u0635\u062d\u06cc\u062d \u062e\u0637\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u06cc\u0627 \u062d\u062a\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f <em>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc<\/em> (NLP).<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u062a\u0646 \u0628\u0647 \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0631\u0633\u0627\u0646\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0645\u0627\u0646\u0646\u062f \u0627\u0633\u0646\u0627\u062f word\u060c PDF \u06cc\u0627 \u062d\u062a\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u0635\u0648\u062a\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f.<\/p>\n<h2 id=\"usesofocr\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%88%d8%a7%d8%b1%d8%af_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_ocr\"><\/span>\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OCR<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u067e\u06cc\u0634 \u0627\u0632 \u0627\u06cc\u0646\u060c \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644\u06cc \u06a9\u0631\u062f\u0646 \u0627\u0633\u0646\u0627\u062f \u0628\u0627 \u062a\u0627\u06cc\u067e \u062f\u0633\u062a\u06cc \u0645\u062a\u0646 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u062f \u0631\u0648\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0631\u0627\u06cc\u0627\u0646\u0647.  \u0627\u0632 \u0637\u0631\u06cc\u0642 OCR\u060c \u0627\u06cc\u0646 process \u0622\u0633\u0627\u0646 \u062a\u0631 \u0645\u06cc \u0634\u0648\u062f \u0632\u06cc\u0631\u0627 \u0633\u0646\u062f \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0633\u06a9\u0646\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f \u0648 \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644\u06cc \u0642\u0627\u0628\u0644 \u0648\u06cc\u0631\u0627\u06cc\u0634 \u0645\u0627\u0646\u0646\u062f \u0633\u0646\u062f word \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0627\u0633\u06a9\u0646\u0631 \u0627\u0633\u0646\u0627\u062f \u062f\u0627\u0631\u06cc\u062f \u0631\u0648\u06cc \u06af\u0648\u0634\u06cc \u0634\u0645\u0627\u060c \u0645\u0627\u0646\u0646\u062f Adobe Scan\u060c \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0628\u0627 \u0641\u0646\u0627\u0648\u0631\u06cc OCR \u062f\u0631 \u062d\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u0648\u0627\u062c\u0647 \u0634\u062f\u0647 \u0627\u06cc\u062f.<\/p>\n<p>\u0641\u0631\u0648\u062f\u06af\u0627\u0647 \u0647\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 OCR \u0628\u0631\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f process \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06af\u0630\u0631\u0646\u0627\u0645\u0647 \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0632 \u0622\u0646\u0647\u0627.<\/p>\n<p>\u0627\u0632 \u062f\u06cc\u06af\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc OCR \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648\u0647\u0627 \u0627\u0634\u0627\u0631\u0647 \u06a9\u0631\u062f.<\/p>\n<h2 id=\"whatwelluse\"><span class=\"ez-toc-section\" id=\"%d8%a2%d9%86%da%86%d9%87_%d9%85%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%ae%d9%88%d8%a7%d9%87%db%8c%d9%85_%da%a9%d8%b1%d8%af\"><\/span>\u0622\u0646\u0686\u0647 \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 OCR\u060c \u0645\u0627 \u0627\u0632 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pypi.org\/project\/pytesseract\/\">Python-Tesseract<\/a>\u060c \u06cc\u0627 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc <em>PyTesseract<\/em>\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0644\u0641\u0627\u0641\u06cc \u0628\u0631\u0627\u06cc <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/tesseract-ocr\/tesseract\">\u0645\u0648\u062a\u0648\u0631 Tesseract-OCR \u06af\u0648\u06af\u0644<\/a>.<\/p>\n<p>\u0645\u0646 \u0627\u06cc\u0646 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0645 \u0632\u06cc\u0631\u0627 \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u0648 \u062a\u0648\u0633\u0637 \u063a\u0648\u0644 \u06af\u0648\u06af\u0644 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0648 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f.  \u0627\u06cc\u0646\u0647\u0627 \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/tesseract-ocr\/tesseract\/wiki#installation\">\u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627<\/a> \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 Tesseract \u0631\u0648\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0634\u0645\u0627\u060c \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 PyTesseract \u0648\u0627\u0628\u0633\u062a\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0622\u06cc \u062a\u06cc.<\/p>\n<p>\u0645\u0627 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/flask.pocoo.org\/\">\u0686\u0627\u0631\u0686\u0648\u0628 \u0648\u0628 \u0641\u0644\u0627\u0633\u06a9<\/a> \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0633\u0631\u0648\u0631 OCR \u0633\u0627\u062f\u0647 \u062e\u0648\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0628 \u06a9\u0645 \u0639\u06a9\u0633 \u0628\u06af\u06cc\u0631\u06cc\u0645 \u06cc\u0627 \u0628\u0631\u0627\u06cc \u0627\u0647\u062f\u0627\u0641 \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0639\u06a9\u0633 \u0622\u067e\u0644\u0648\u062f \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0645\u0627 \u0647\u0645 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pipenv.readthedocs.io\/en\/latest\/\">\u067e\u06cc\u067e\u0646\u0641<\/a> \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0646\u06cc\u0627\u0632\u0645\u0646\u062f\u06cc \u0647\u0627 \u0631\u0627 \u0646\u06cc\u0632 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0622\u0646\u0647\u0627\u060c \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/python-pillow\/Pillow\">\u0628\u0627\u0644\u0634<\/a> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06a9\u0647 \u0627\u0646\u0634\u0639\u0627\u0628\u06cc \u0627\u0632 <em>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u0635\u0648\u06cc\u0631\u0628\u0631\u062f\u0627\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/em> (PIL) \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0627\u0632 \u06a9\u0631\u062f\u0646 \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0641\u0631\u0645\u062a \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a\u060c \u0645\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc <em>PyTesseract<\/em> \u0627\u06af\u0631\u0686\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u06cc\u06af\u0631\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062a\u0646 \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u06a9\u0645\u06a9 \u06a9\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ul>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/textract.readthedocs.io\/en\/stable\/\">\u0645\u062a\u0646<\/a>: \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 PDF \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u062f \u0627\u0645\u0627 \u0628\u0633\u062a\u0647 \u0633\u0646\u06af\u06cc\u0646\u06cc \u0627\u0633\u062a.<\/li>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/gitlab.gnome.org\/World\/OpenPaperwork\/pyocr\">Pyocr<\/a>: \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u062c\u0645\u0644\u0627\u062a\u060c \u0627\u0631\u0642\u0627\u0645 \u06cc\u0627 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h2 id=\"setup\"><span class=\"ez-toc-section\" id=\"%d8%a8%d8%b1%d9%be%d8%a7%db%8c%db%8c\"><\/span>\u0628\u0631\u067e\u0627\u06cc\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627 \u0646\u0635\u0628 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f <em>\u067e\u06cc\u067e\u0646\u0641<\/em> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0627\u0632 \u0637\u0631\u06cc\u0642 Pip (\u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u0646\u0638\u06cc\u0645\u060c \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pip.pypa.io\/en\/stable\/installing\/\">\u0627\u06cc\u0646<\/a>).<\/p>\n<pre><code class=\"hljs\">$ pip install pipenv\n<\/code><\/pre>\n<p>\u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">$ mkdir ocr_server &amp;&amp; <span class=\"hljs-built_in\">cd<\/span> ocr_server &amp;&amp; pipenv install --three\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc \u062e\u0648\u062f \u0631\u0627 \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u0634\u0631\u0648\u0639 \u0628\u0647 \u0646\u0635\u0628 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u062e\u0648\u062f \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">$ pipenv shell\n$ pipenv install pytesseract Pillow \n<\/code><\/pre>\n<p>\u062f\u0631 \u0635\u0648\u0631\u062a\u06cc \u06a9\u0647 \u0627\u0632 Pipenv \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0647\u0645\u06cc\u0634\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f Pip \u0648 Virtual Environment \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u0627\u0633\u0646\u0627\u062f \u0631\u0633\u0645\u06cc \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0634\u0631\u0648\u0639 \u06a9\u0627\u0631 \u06a9\u0645\u06a9 \u06a9\u0646\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pip.pypa.io\/en\/stable\/installing\/\">\u067e\u06cc\u067e<\/a> \u0648 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/docs.python.org\/3\/tutorial\/venv.html\">\u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc<\/a>:<\/p>\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f<\/strong>: \u062f\u0631 \u0622\u0646 \u0635\u0648\u0631\u062a \u0628\u0647 \u062c\u0627\u06cc <code>pipenv install Pillow<\/code>\u060c \u062f\u0633\u062a\u0648\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f <code>pip install Pillow<\/code>.<\/p>\n<h2 id=\"implementation\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%a7%d8%af%d9%87_%d8%b3%d8%a7%d8%b2%db%8c\"><\/span>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u062f\u0631 2 \u0641\u0627\u0632 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645.  \u062f\u0631 \u0627\u0648\u0644\u060c \u0645\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0648 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 Flask \u0645\u06cc \u0633\u0627\u0632\u06cc\u0645 \u062a\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u0639\u0645\u0644 \u06a9\u0646\u062f.<\/p>\n<h3 id=\"ocrscript\"><span class=\"ez-toc-section\" id=\"%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa_ocr\"><\/span>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a OCR<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0627 \u062a\u06a9\u0645\u06cc\u0644 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a\u060c \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0633\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u0648 \u0645\u062a\u0646 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u062f &#8211; \u0627\u06cc\u0646 \u0647\u0633\u062a\u0647 \u067e\u0631\u0648\u0698\u0647 \u0645\u0627 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">try<\/span>:\n    <span class=\"hljs-keyword\">from<\/span> PIL <span class=\"hljs-keyword\">import<\/span> Image\n<span class=\"hljs-keyword\">except<\/span> ImportError:\n    <span class=\"hljs-keyword\">import<\/span> Image\n<span class=\"hljs-keyword\">import<\/span> pytesseract\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">ocr_core<\/span>(<span class=\"hljs-params\">filename<\/span>):<\/span>\n    <span class=\"hljs-string\">\"\"\"\n    This function will handle the core OCR processing of images.\n    \"\"\"<\/span>\n    text = pytesseract.image_to_string(Image.<span class=\"hljs-built_in\">open<\/span>(filename))  \n    <span class=\"hljs-keyword\">return<\/span> text\n\n<span class=\"hljs-built_in\">print<\/span>(ocr_core(<span class=\"hljs-string\">'images\/ocr_example_1.png'<\/span>))\n<\/code><\/pre>\n<p>\u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0627\u0645\u0644\u0627\u064b \u0633\u0627\u062f\u0647 \u0627\u0633\u062a\u060c \u062f\u0631 5 \u062e\u0637 \u0627\u0648\u0644 \u0645\u0627 import <code>Image<\/code>  \u0627\u0632 <code>Pillow<\/code> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0648 \u0645\u0627 <code>PyTesseract<\/code> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647<\/p>\n<p>\u0633\u067e\u0633 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 <code>ocr_core<\/code> \u062a\u0627\u0628\u0639\u06cc \u06a9\u0647 \u0646\u0627\u0645 \u0641\u0627\u06cc\u0644 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0645\u062a\u0646 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0633\u0627\u062f\u0647 \u062d\u0627\u0648\u06cc \u0645\u062a\u0646\u06cc \u0686\u06af\u0648\u0646\u0647 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/pytesseract-simple-python-optical-character-recognition-1.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0648 \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u0642\u0637\u0639\u0647 \u06a9\u062f\u060c \u0628\u0627 \u0627\u06cc\u0646 \u062e\u0648\u0634\u0627\u0645\u062f \u0645\u06cc\u200c\u06af\u0648\u06cc\u06cc\u0645:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/pytesseract-simple-python-optical-character-recognition-2.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a OCR \u0633\u0627\u062f\u0647 \u0645\u0627 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f!  \u0628\u062f\u06cc\u0647\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u062a\u0627 \u062d\u062f\u0648\u062f\u06cc \u0622\u0633\u0627\u0646 \u0628\u0648\u062f \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0645\u062a\u0646 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644\u06cc \u0627\u0633\u062a\u060c \u0628\u0631 \u062e\u0644\u0627\u0641 \u062f\u0633\u062a \u062e\u0637\u060c \u06a9\u0627\u0645\u0644 \u0648 \u062f\u0642\u06cc\u0642.  \u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 PyTesseract \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645\u060c \u0627\u0645\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0628\u0639\u062f \u062f\u0631 \u067e\u0633\u062a<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0628\u062a\u062f\u0627 \u0627\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 Flask \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0622\u067e\u0644\u0648\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0627\u0646\u062c\u0627\u0645 \u0639\u0645\u0644\u06cc\u0627\u062a \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0622\u0633\u0627\u0646\u062a\u0631 \u0634\u0648\u062f.<\/p>\n<h3 id=\"flaskwebinterface\"><span class=\"ez-toc-section\" id=\"%d8%b1%d8%a7%d8%a8%d8%b7_%d9%88%d8%a8_%d9%81%d9%84%d8%a7%d8%b3%da%a9\"><\/span>\u0631\u0627\u0628\u0637 \u0648\u0628 \u0641\u0644\u0627\u0633\u06a9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0645\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u060c \u0627\u0645\u0627 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 Flask \u0622\u0646 \u0631\u0627 \u06a9\u0627\u0631\u0628\u0631 \u067e\u0633\u0646\u062f\u062a\u0631 \u0648 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0639\u06a9\u0633 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0622\u067e\u0644\u0648\u062f \u06a9\u0646\u06cc\u0645 \u0648 \u0645\u062a\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645 \u0631\u0648\u06cc \u0648\u0628 \u0633\u0627\u06cc\u062a \u06cc\u0627 \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0648\u0628 \u0639\u06a9\u0633 \u0628\u06af\u06cc\u0631\u06cc\u0645 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645 \u0631\u0648\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627<\/p>\n<p>\u0627\u06af\u0631 \u0628\u0627 \u0686\u0627\u0631\u0686\u0648\u0628 Flask \u0622\u0634\u0646\u0627 \u0646\u06cc\u0633\u062a\u06cc\u062f\u060c \u0627\u06cc\u0646 \u06cc\u06a9 \u0627\u0633\u062a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.tutorialspoint.com\/flask\/index.htm\">\u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u0628<\/a> \u062a\u0627 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647 \u0633\u0631\u0639\u062a \u0648 \u062d\u0631\u06a9\u062a \u0628\u0631\u0633\u0627\u0646\u0646\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0646\u0635\u0628 \u0628\u0633\u062a\u0647 Flask \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">$ pipenv install Flask\n<\/code><\/pre>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0645\u0633\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> flask <span class=\"hljs-keyword\">import<\/span> Flask\napp = Flask(__name__)\n\n<span class=\"hljs-meta\">@app.route(<span class=\"hljs-params\"><span class=\"hljs-string\">'\/'<\/span><\/span>)<\/span>\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">home_page<\/span>():<\/span>\n    <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-string\">\"Hello World!\"<\/span>\n\n<span class=\"hljs-keyword\">if<\/span> __name__ == <span class=\"hljs-string\">'__main__'<\/span>:\n    app.run()\n<\/code><\/pre>\n<p>\u0641\u0627\u06cc\u0644 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">$ python3 app.py\n<\/code><\/pre>\n<p>\u0627\u06af\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0646\u06cc\u062f \u0648 \u0633\u0631 \u0628\u0632\u0646\u06cc\u062f \u0631\u0648\u06cc \u0628\u0647 <code>127.0.0.1:5000<\/code> \u06cc\u0627 <code>localhost:5000<\/code> \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f &#8220;Hello World!&#8221; \u0631\u0648\u06cc \u0631\u0627 page.  \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 Flask \u0645\u0627 \u0628\u0631\u0627\u06cc \u0645\u0631\u0627\u062d\u0644 \u0628\u0639\u062f\u06cc \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0645\u0627 \u0627\u06a9\u0646\u0648\u0646 \u06cc\u06a9 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>templates<\/code> \u067e\u0648\u0634\u0647 \u0628\u0647 host \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc HTML \u0645\u0627  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062c\u0644\u0648 \u0628\u0631\u0648\u06cc\u0645 \u0648 \u06cc\u06a9 \u0633\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 <code>index.html<\/code>:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">&lt;!DOCTYPE <span class=\"hljs-meta-keyword\">html<\/span>&gt;<\/span>\n<span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">html<\/span>&gt;<\/span>\n  <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">head<\/span>&gt;<\/span>\n    <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">title<\/span>&gt;<\/span>Index<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">title<\/span>&gt;<\/span>\n  <span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">head<\/span>&gt;<\/span>\n  <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">body<\/span>&gt;<\/span>\n    Hello World.\n  <span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">body<\/span>&gt;<\/span>\n<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">html<\/span>&gt;<\/span>\n<\/code><\/pre>\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0645\u0627 \u0646\u06cc\u0632 \u0646\u06cc\u0634\u06af\u0648\u0646 \u06af\u0631\u0641\u062a\u0646 \u0648 \u06a9\u0634\u06cc\u062f\u0646 \u062e\u0648\u062f \u0631\u0627 <code>app.py<\/code> \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0627\u0644\u06af\u0648\u06cc \u062c\u062f\u06cc\u062f \u0645\u0627:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> flask <span class=\"hljs-keyword\">import<\/span> Flask, render_template\napp = Flask(__name__)\n\n<span class=\"hljs-meta\">@app.route(<span class=\"hljs-params\"><span class=\"hljs-string\">'\/'<\/span><\/span>)<\/span>\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">home_page<\/span>():<\/span>\n    <span class=\"hljs-keyword\">return<\/span> render_template(<span class=\"hljs-string\">'index.html'<\/span>)\n\n<span class=\"hljs-keyword\">if<\/span> __name__ == <span class=\"hljs-string\">'__main__'<\/span>:\n    app.run()\n<\/code><\/pre>\n<p>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0645\u0627 \u0627\u06a9\u0646\u0648\u0646 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 <code>render_template<\/code> \u0648 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0631\u0646\u062f\u0631 \u0641\u0627\u06cc\u0644 HTML \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.  \u0627\u06af\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 Flask \u062e\u0648\u062f \u0631\u0627 \u0645\u062c\u062f\u062f\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0647\u0645\u0686\u0646\u0627\u0646 \u0628\u0627\u06cc\u062f &#8220;Hello World!&#8221; \u0631\u0648\u06cc \u062e\u0627\u0646\u0647 page.<\/p>\n<p>\u0628\u0633 \u0627\u0633\u062a \u0631\u0648\u06cc \u062f\u0648\u0631\u0647 \u062e\u0631\u0627\u0628\u06cc Flask\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a OCR \u062e\u0648\u062f \u0631\u0627 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628<\/p>\n<p>\u0627\u0628\u062a\u062f\u0627\u060c \u0645\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a\u06cc \u0628\u0631\u0627\u06cc \u0622\u067e\u0644\u0648\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 Flask \u062e\u0648\u062f \u0648 \u0627\u0631\u0633\u0627\u0644 \u0622\u0646\u0647\u0627 \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>ocr_core<\/code> \u062a\u0627\u0628\u0639\u06cc \u06a9\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0646\u0648\u0634\u062a\u06cc\u0645.  \u0633\u067e\u0633 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0645\u062a\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0631\u0646\u062f\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628 \u0645\u0627 \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> os\n<span class=\"hljs-keyword\">from<\/span> flask <span class=\"hljs-keyword\">import<\/span> Flask, render_template, request\n\n\n<span class=\"hljs-keyword\">from<\/span> ocr_core <span class=\"hljs-keyword\">import<\/span> ocr_core\n\n\nUPLOAD_FOLDER = <span class=\"hljs-string\">'\/static\/uploads\/'<\/span>\n\n\nALLOWED_EXTENSIONS = <span class=\"hljs-built_in\">set<\/span>((<span class=\"hljs-string\">'png'<\/span>, <span class=\"hljs-string\">'jpg'<\/span>, <span class=\"hljs-string\">'jpeg'<\/span>))\n\napp = Flask(__name__)\n\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">allowed_file<\/span>(<span class=\"hljs-params\">filename<\/span>):<\/span>\n    <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-string\">'.'<\/span> <span class=\"hljs-keyword\">in<\/span> filename <span class=\"hljs-keyword\">and<\/span> \\\n           filename.rsplit(<span class=\"hljs-string\">'.'<\/span>, <span class=\"hljs-number\">1<\/span>)(<span class=\"hljs-number\">1<\/span>).lower() <span class=\"hljs-keyword\">in<\/span> ALLOWED_EXTENSIONS\n\n\n<span class=\"hljs-meta\">@app.route(<span class=\"hljs-params\"><span class=\"hljs-string\">'\/'<\/span><\/span>)<\/span>\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">home_page<\/span>():<\/span>\n    <span class=\"hljs-keyword\">return<\/span> render_template(<span class=\"hljs-string\">'index.html'<\/span>)\n\n\n<span class=\"hljs-meta\">@app.route(<span class=\"hljs-params\"><span class=\"hljs-string\">'\/upload'<\/span>, methods=(<span class=\"hljs-string\">'GET'<\/span>, <span class=\"hljs-string\">'POST'<\/span>)<\/span>)<\/span>\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">upload_page<\/span>():<\/span>\n    <span class=\"hljs-keyword\">if<\/span> request.method == <span class=\"hljs-string\">'POST'<\/span>:\n        \n        <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-string\">'file'<\/span> <span class=\"hljs-keyword\">not<\/span> <span class=\"hljs-keyword\">in<\/span> request.files:\n            <span class=\"hljs-keyword\">return<\/span> render_template(<span class=\"hljs-string\">'upload.html'<\/span>, msg=<span class=\"hljs-string\">'No file selected'<\/span>)\n        file = request.files(<span class=\"hljs-string\">'file'<\/span>)\n        \n        <span class=\"hljs-keyword\">if<\/span> file.filename == <span class=\"hljs-string\">''<\/span>:\n            <span class=\"hljs-keyword\">return<\/span> render_template(<span class=\"hljs-string\">'upload.html'<\/span>, msg=<span class=\"hljs-string\">'No file selected'<\/span>)\n\n        <span class=\"hljs-keyword\">if<\/span> file <span class=\"hljs-keyword\">and<\/span> allowed_file(file.filename):\n\n            \n            extracted_text = ocr_core(file)\n\n            \n            <span class=\"hljs-keyword\">return<\/span> render_template(<span class=\"hljs-string\">'upload.html'<\/span>,\n                                   msg=<span class=\"hljs-string\">'Successfully processed'<\/span>,\n                                   extracted_text=extracted_text,\n                                   img_src=UPLOAD_FOLDER + file.filename)\n    <span class=\"hljs-keyword\">elif<\/span> request.method == <span class=\"hljs-string\">'GET'<\/span>:\n        <span class=\"hljs-keyword\">return<\/span> render_template(<span class=\"hljs-string\">'upload.html'<\/span>)\n\n<span class=\"hljs-keyword\">if<\/span> __name__ == <span class=\"hljs-string\">'__main__'<\/span>:\n    app.run()\n<\/code><\/pre>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0645\u0627 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 <code>upload_page()<\/code> \u062a\u0627\u0628\u0639\u060c \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062f\u0631\u06cc\u0627\u0641\u062a \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <em>\u067e\u0633\u062a<\/em> \u0648 \u062f\u0631 \u0635\u0648\u0631\u062a \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0622\u067e\u0644\u0648\u062f HTML \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u062f <em>\u06af\u0631\u0641\u062a\u0646<\/em>.<\/p>\n<p>\u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0622\u06cc\u0627 \u06a9\u0627\u0631\u0628\u0631 \u0648\u0627\u0642\u0639\u0627\u064b \u0641\u0627\u06cc\u0644\u06cc \u0631\u0627 \u0622\u067e\u0644\u0648\u062f \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u06cc\u0627 \u062e\u06cc\u0631 \u0648 \u0627\u0632 \u062a\u0627\u0628\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f <code>allowed_file()<\/code> \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u0641\u0627\u06cc\u0644 \u0627\u0632 \u0646\u0648\u0639 \u0642\u0627\u0628\u0644 \u0642\u0628\u0648\u0644\u06cc \u0627\u0633\u062a \u06cc\u0627 \u062e\u06cc\u0631.<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u062a\u0623\u06cc\u06cc\u062f \u0627\u06cc\u0646\u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0632 \u0646\u0648\u0639 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a\u060c \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u062a\u0627\u0628\u0639 \u0645\u062a\u0646 \u0631\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u0633\u062e \u0628\u0647 \u0622\u067e\u0644\u0648\u062f \u062a\u0635\u0648\u06cc\u0631\u060c \u0645\u062a\u0646 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0631\u0627 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u062a\u0627 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0628\u06cc\u0646\u062f.<\/p>\n<p>\u0631\u0627 <code>upload.html<\/code> \u0641\u0627\u06cc\u0644 \u0627\u0631\u0633\u0627\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0631\u0646\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u0628\u0627 \u06a9\u0645\u06a9  <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/jinja.pocoo.org\">\u0645\u0648\u062a\u0648\u0631 \u0642\u0627\u0644\u0628 \u062c\u06cc\u0646\u062c\u0627<\/a>\u060c \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0628\u0627 Flask \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">&lt;!DOCTYPE <span class=\"hljs-meta-keyword\">html<\/span>&gt;<\/span>\n<span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">html<\/span>&gt;<\/span>\n <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">head<\/span>&gt;<\/span>\n   <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">title<\/span>&gt;<\/span>Upload Image<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">title<\/span>&gt;<\/span>\n <span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">head<\/span>&gt;<\/span>\n <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">body<\/span>&gt;<\/span>\n\n   {% if msg %}\n   <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">h1<\/span>&gt;<\/span>{{ msg }}<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">h1<\/span>&gt;<\/span>\n   {% endif %}\n  \n   <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">h1<\/span>&gt;<\/span>Upload new File<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">h1<\/span>&gt;<\/span>\n  \n   <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">form<\/span> <span class=\"hljs-attr\">method<\/span>=<span class=\"hljs-string\">post<\/span> <span class=\"hljs-attr\">enctype<\/span>=<span class=\"hljs-string\">multipart\/form-data<\/span>&gt;<\/span>\n     <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">p<\/span>&gt;<\/span><span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">input<\/span> <span class=\"hljs-attr\">type<\/span>=<span class=\"hljs-string\">file<\/span> <span class=\"hljs-attr\">name<\/span>=<span class=\"hljs-string\">file<\/span>&gt;<\/span>\n        <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">input<\/span> <span class=\"hljs-attr\">type<\/span>=<span class=\"hljs-string\">submit<\/span> <span class=\"hljs-attr\">value<\/span>=<span class=\"hljs-string\">Upload<\/span>&gt;<\/span>\n   <span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">form<\/span>&gt;<\/span>\n\n   <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">h1<\/span>&gt;<\/span>Result:<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">h1<\/span>&gt;<\/span>\n   {% if img_src %}\n     <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">img<\/span> <span class=\"hljs-attr\">src<\/span>=<span class=\"hljs-string\">\"{{ img_src }}\"<\/span>&gt;<\/span>\n   {% endif %}\n  \n   {% if extracted_text %}\n     <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">p<\/span>&gt;<\/span> The extracted text from the image above is: <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">b<\/span>&gt;<\/span> {{ extracted_text }} <span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">b<\/span>&gt;<\/span><span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">p<\/span>&gt;<\/span>\n  \n   {% else %}\n     The extracted text will be displayed here\n   {% endif %}\n <span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">body<\/span>&gt;<\/span>\n<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">html<\/span>&gt;<\/span>\n<\/code><\/pre>\n<p>\u0642\u0627\u0644\u0628 Jinja \u0628\u0647 \u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0645\u062a\u0646 \u0631\u0627 \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u062e\u0627\u0635 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0646\u0645\u0627\u06cc\u0634\u06af\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645 <code>{% if %} {% endif %}<\/code> \u0628\u0631\u0686\u0633\u0628 \u0647\u0627  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u067e\u06cc\u0627\u0645\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 Flask \u062e\u0648\u062f \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u0648\u0646\u062f \u0631\u0648\u06cc \u0635\u0641\u062d\u0647 \u0648\u0628 \u062f\u0631 \u062f\u0627\u062e\u0644 <code>{{ }}<\/code> \u0628\u0631\u0686\u0633\u0628 \u0647\u0627  \u0645\u0627 \u0627\u0632 \u06cc\u06a9 \u0641\u0631\u0645 \u0628\u0631\u0627\u06cc \u0622\u067e\u0644\u0648\u062f \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 Flask \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/pytesseract-simple-python-optical-character-recognition-3.png\" alt=\"\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc page \u0627\u0648\u0644\u06cc\u0647\" title=\"\"><\/p>\n<p>\u062d\u0627\u0644\u0627\u060c \u0627\u06af\u0631 \u062c\u0644\u0648 \u0628\u0631\u0648\u06cc\u0645 \u0648 \u062a\u0635\u0648\u06cc\u0631 \u0642\u0628\u0644\u06cc \u062e\u0648\u062f \u0631\u0627 \u0622\u067e\u0644\u0648\u062f \u06a9\u0646\u06cc\u0645:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/pytesseract-simple-python-optical-character-recognition-4.png\" alt=\"\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc page \u0646\u062a\u06cc\u062c\u0647\" title=\"\"><\/p>\n<p>\u0622\u0631\u0647!  \u0628\u0631\u0646\u0627\u0645\u0647 Flask \u0645\u0627 \u0642\u0627\u062f\u0631 \u0628\u0647 \u0627\u062f\u063a\u0627\u0645 \u0639\u0645\u0644\u06a9\u0631\u062f OCR \u0648 \u0646\u0645\u0627\u06cc\u0634 \u0645\u062a\u0646 \u0627\u0633\u062a \u0631\u0648\u06cc \u0645\u0631\u0648\u0631\u06af\u0631  \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0622\u0633\u0627\u0646 \u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f process \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0647 \u062c\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0631\u0648\u06cc CLI \u0647\u0631 \u0628\u0627\u0631 \u06a9\u0647 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062c\u062f\u06cc\u062f \u062f\u0627\u0631\u06cc\u0645 process.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0686\u0646\u062f \u062a\u0635\u0648\u06cc\u0631 \u062f\u06cc\u06af\u0631 \u0631\u0627 \u0636\u0645\u06cc\u0645\u0647 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a OCR \u0633\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645 \u0632\u06cc\u0631\u0627 \u062f\u0631 \u0647\u0645\u0647 \u0634\u0631\u0627\u06cc\u0637 \u06a9\u0627\u0631 \u0646\u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u062a\u0646 \u0631\u0627 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u0645 \u0648 \u0646\u062a\u06cc\u062c\u0647 \u0628\u0631\u062c\u0633\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/pytesseract-simple-python-optical-character-recognition-5.png\" alt=\"\u0627\u0633\u06a9\u0646 \u0646\u0627\u0645\u0648\u0641\u0642 \u0622\u0647\u0646\u06af \u0647\u0627\u06cc \u062c\u0644\u062f\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u0634\u0648\u0627\u0647\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 OCR \u0647\u0645\u06cc\u0634\u0647 100\u066a \u062f\u0642\u06cc\u0642 \u0646\u06cc\u0633\u062a \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0647\u0631 \u0627\u0632 \u06af\u0627\u0647\u06cc \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u062f\u0627\u062e\u0644\u0647 \u0627\u0646\u0633\u0627\u0646\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0645\u0646 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a OCR \u0631\u0627 \u0628\u0627 \u062f\u0633\u062a\u062e\u0637 \u062e\u0648\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0631\u062f\u0645 \u062a\u0627 \u0628\u0628\u06cc\u0646\u0645 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0686\u06af\u0648\u0646\u0647 \u0627\u0633\u062a\u060c \u0648 \u0646\u062a\u06cc\u062c\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/pytesseract-simple-python-optical-character-recognition-6.png\" alt=\"\u062f\u0633\u062a \u062e\u0637 \u0645\u0646\" title=\"\"><\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f\u060c \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0627\u0646\u0646\u062f \u0633\u0627\u06cc\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u062f\u06cc\u062f\u0647 \u0627\u06cc\u0645\u060c \u0645\u062a\u0646 \u0631\u0627 \u0627\u0632 \u062f\u0633\u062a \u062e\u0637 \u0645\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u062f.  \u062a\u0635\u0645\u06cc\u0645 \u06af\u0631\u0641\u062a\u0645 \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u0645\u062a\u062d\u0627\u0646\u0634 \u06a9\u0646\u0645\u060c \u0627\u06cc\u0646 \u0628\u0627\u0631 \u0628\u0627 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u0632 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.researchgate.net\/publication\/224759117_Multimedia_Information_and_Mobile-Learning\">\u0627\u06cc\u0646 \u0645\u0646\u0628\u0639<\/a>\u060c \u0648 \u0627\u06cc\u0646 \u0646\u062a\u0627\u06cc\u062c \u0628\u0648\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/pytesseract-simple-python-optical-character-recognition-7.png\" alt=\"\u062f\u0633\u062a \u0646\u0648\u0634\u062a\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u0634\u062f\u0647\" title=\"\"><\/p>\n<p>\u062a\u0634\u062e\u06cc\u0635 \u0634\u062e\u0635\u06cc\u062a \u0631\u0648\u06cc \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u062e\u06cc\u0644\u06cc \u0628\u0647\u062a\u0631 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0646 \u0627\u0632 \u062f\u0633\u062a\u062e\u0637 \u062e\u0648\u062f\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0645.  \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u062e\u0637\u0648\u0637 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u0646\u0644\u0648\u062f \u0634\u062f\u0647 \u0636\u062e\u06cc\u0645 \u062a\u0631 \u0647\u0633\u062a\u0646\u062f \u0648 \u06a9\u0646\u062a\u0631\u0627\u0633\u062a \u0628\u0647\u062a\u0631\u06cc \u0628\u06cc\u0646 \u0645\u062a\u0646 \u0648 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0648 \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0644\u06cc\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0636\u0639\u06cc\u0641 \u0628\u0627\u0634\u062f. \u0631\u0648\u06cc \u062f\u0633\u062a \u062e\u0637 \u0645\u0646<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u0637\u0642\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0648\u0634 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0633\u062a\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u0647\u0627\u06cc \u062f\u0633\u062a \u0646\u0648\u06cc\u0633 \u0627\u0632 \u062f\u0648\u0633\u062a\u0627\u0646 \u06cc\u0627 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u062a\u0627 \u0686\u0647 \u062d\u062f \u0642\u0627\u062f\u0631 \u0628\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0634\u062e\u0635\u06cc\u062a \u0647\u0627 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.  \u0634\u0645\u0627 \u062d\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u067e\u0648\u0633\u062a\u0631\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f \u0648 \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062a\u0646 \u0627\u0633\u06a9\u0646 \u06a9\u0646\u06cc\u062f\u060c \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f \u0627\u0633\u062a.<\/p>\n<h3 id=\"otherpytesseractoptions\"><span class=\"ez-toc-section\" id=\"%d8%b3%d8%a7%db%8c%d8%b1_%da%af%d8%b2%db%8c%d9%86%d9%87_%d9%87%d8%a7%db%8c_pytesseract\"><\/span>\u0633\u0627\u06cc\u0631 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc PyTesseract<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Python-Tesseract \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u0627\u0648\u0634 \u06a9\u0646\u06cc\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0632\u0628\u0627\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 a \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f <code>lang<\/code> \u067e\u0631\u0686\u0645:<\/p>\n<pre><code class=\"hljs\">pytesseract.image_to_string(Image.<span class=\"hljs-built_in\">open<\/span>(filename), lang=<span class=\"hljs-string\">'fra'<\/span>)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0627\u0633\u06a9\u0646 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0628\u062f\u0648\u0646 \u0622\u0646 \u0627\u0633\u062a <code>lang<\/code> \u067e\u0631\u0686\u0645:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/pytesseract-simple-python-optical-character-recognition-8.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0648 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0628\u0627 <code>lang<\/code> \u067e\u0631\u0686\u0645:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/pytesseract-simple-python-optical-character-recognition-9.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u0647\u062a\u0631 \u0632\u0628\u0627\u0646 \u0647\u0627 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  (<a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.westernsafetysign.com\/products\/call-911-local-alarm-french-text-electrical-panel-signs\">\u0645\u0646\u0628\u0639 \u062a\u0635\u0648\u06cc\u0631<\/a>).<\/p>\n<p>\u0628\u062f\u0648\u0646 <code>lang<\/code> flag\u060c \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0631\u062e\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0641\u0631\u0627\u0646\u0633\u0648\u06cc \u0631\u0627 \u0627\u0632 \u0642\u0644\u0645 \u0627\u0646\u062f\u0627\u062e\u062a\u0647 \u0628\u0648\u062f\u060c \u0627\u0645\u0627 \u067e\u0633 \u0627\u0632 \u0645\u0639\u0631\u0641\u06cc \u067e\u0631\u0686\u0645 \u062a\u0648\u0627\u0646\u0633\u062a \u062a\u0645\u0627\u0645 \u0645\u062d\u062a\u0648\u0627\u06cc \u0641\u0631\u0627\u0646\u0633\u0648\u06cc \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u062f.  \u062a\u0631\u062c\u0645\u0647 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0646\u06cc\u0633\u062a\u060c \u0627\u0645\u0627 \u0627\u06cc\u0646 \u0647\u0646\u0648\u0632 \u0647\u0645 \u0686\u0634\u0645\u06af\u06cc\u0631 \u0627\u0633\u062a.  \u0627\u0633\u0646\u0627\u062f \u0631\u0633\u0645\u06cc Tesseract \u0634\u0627\u0645\u0644 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0633\u062a.<\/p>\n<p>\u062c\u0647\u062a \u06cc\u0627\u0628\u06cc \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0646\u06cc\u0632 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc PyTesseract \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0641\u0648\u0646\u062a \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0648 \u062c\u0647\u062a \u06af\u06cc\u0631\u06cc \u0645\u062a\u0646 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f. \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647  \u0627\u06af\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0633\u062a \u0646\u0648\u06cc\u0633\u06cc \u06a9\u0647 \u0642\u0628\u0644\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f\u0647 \u0628\u0648\u062f\u06cc\u0645 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-built_in\">print<\/span>(pytesseract.image_to_osd(Image.<span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">'downloaded_handwritten.png'<\/span>)))\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/pytesseract-simple-python-optical-character-recognition-10.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0634\u062a page \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0634\u0645\u0627\u0631\u0647 \u0631\u0648\u06cc \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0634\u062f.  \u0645\u0648\u062a\u0648\u0631 Tesseract \u0642\u0627\u062f\u0631 \u0628\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0631 \u0645\u0648\u0631\u062f \u062c\u0647\u062a \u0645\u062a\u0646 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0686\u0631\u062e\u0634 \u0627\u0633\u062a.  \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062c\u0647\u062a \u06af\u06cc\u0631\u06cc \u0631\u0642\u0645\u06cc \u0627\u0633\u062a \u0627\u0632 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u0648\u062a\u0648\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u062c\u0647\u062a \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0647\u0645\u06cc\u0634\u0647 100\u066a \u062f\u0642\u06cc\u0642 \u0646\u06cc\u0633\u062a.  \u0628\u062e\u0634 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0633\u06cc\u0633\u062a\u0645 \u0646\u0648\u0634\u062a\u0627\u0631\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0645\u062a\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0646\u0634\u0627\u0646\u06af\u0631 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0646\u06cc\u0632 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0622\u0646 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06af\u0631 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0648 \u0645\u0631\u0632\u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0622\u0646\u0647\u0627 \u0628\u0648\u062f\u06cc\u0645\u060c PyTesseract \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0622\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0627\u0645\u0631 \u062f\u0633\u062a \u0645\u06cc \u06cc\u0627\u0628\u062f <code>pytesseract.image_to_boxes(Image.open('downloaded_handwritten.png'))<\/code>.<\/p>\n<p>\u0627\u06cc\u0646\u0647\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc PyTesseract \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u062a\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0628\u0647 \u062e\u0631\u0648\u062c\u06cc PDF \u06cc\u0627 HOCR \u0642\u0627\u0628\u0644 \u062c\u0633\u062a\u062c\u0648 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h2 id=\"whatwehaventdone\"><span class=\"ez-toc-section\" id=\"%da%a9%d8%a7%d8%b1%db%8c_%da%a9%d9%87_%d9%85%d8%a7_%d8%a7%d9%86%d8%ac%d8%a7%d9%85_%d9%86%d8%af%d8%a7%d8%af%d9%87_%d8%a7%db%8c%d9%85\"><\/span>\u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0645\u0627 \u0627\u0646\u062c\u0627\u0645 \u0646\u062f\u0627\u062f\u0647 \u0627\u06cc\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u06a9\u0627\u0631\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645\u060c \u0627\u0645\u0627 \u0647\u0646\u0648\u0632 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u0635\u0644\u0627\u062d \u067e\u0631\u0648\u0698\u0647 \u0648 \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0622\u0646 \u0628\u0631\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.  \u0627\u0628\u062a\u062f\u0627\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0648\u0628\u200c\u0633\u0627\u06cc\u062a \u062e\u0648\u062f \u0633\u0628\u06a9 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CSS \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0646\u0647\u0627\u06cc\u06cc \u062c\u0630\u0627\u0628\u200c\u062a\u0631 \u06a9\u0646\u06cc\u0645.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u06af\u0632\u06cc\u0646\u0647 \u0622\u067e\u0644\u0648\u062f \u0648 \u0627\u0633\u06a9\u0646 \u0686\u0646\u062f \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647\u200c\u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0648 \u0646\u0645\u0627\u06cc\u0634 \u062a\u0645\u0627\u0645 \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u0622\u0646\u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u0632\u0645\u0627\u0646 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645.  \u0622\u06cc\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0633\u06a9\u0646 \u0686\u0646\u062f\u06cc\u0646 \u0633\u0646\u062f \u0631\u0627 \u0631\u0627\u062d\u062a \u062a\u0631 \u0646\u0645\u06cc \u06a9\u0646\u062f\u061f<\/p>\n<p>\u0645\u0631\u0648\u0631\u06af\u0631 \u0628\u0647 \u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0647 \u062f\u0648\u0631\u0628\u06cc\u0646 \u062f\u0633\u062a\u06af\u0627\u0647 \u0636\u0631\u0628\u0647 \u0628\u0632\u0646\u06cc\u0645 \u0648 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0644\u0628\u062a\u0647 \u0628\u0627 \u0627\u062c\u0627\u0632\u0647 \u06a9\u0627\u0631\u0628\u0631 \u062b\u0628\u062a \u06a9\u0646\u06cc\u0645.  \u0627\u06cc\u0646 \u0628\u0647 \u062e\u0635\u0648\u0635 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06a9\u0645\u06a9 \u0628\u0632\u0631\u06af\u06cc \u0628\u0627\u0634\u062f \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0627\u06cc \u062a\u0644\u0641\u0646 \u0647\u0645\u0631\u0627\u0647  \u0628\u0647 \u062c\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0645\u062c\u0628\u0648\u0631 \u0634\u0648\u062f \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u06af\u0631\u0641\u062a\u0647 \u0648 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u062f \u0648 \u0633\u067e\u0633 \u0622\u0646 \u0631\u0627 \u0622\u067e\u0644\u0648\u062f \u06a9\u0646\u062f \u0631\u0648\u06cc \u0648\u0628 \u0633\u0627\u06cc\u062a\u060c \u0627\u06af\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0648\u0631\u0628\u06cc\u0646 \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u0645 \u062a\u0627 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628 Flask \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f.  \u0627\u06cc\u0646 \u0627\u0633\u06a9\u0646 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f process \u0633\u0631\u06cc\u0639\u062a\u0631<\/p>\n<p>\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 Flask \u0622\u0646 \u0686\u06cc\u0632\u06cc \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u062f \u0627\u0633\u06a9\u0646\u0631 OCR \u062e\u0648\u062f \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u062f\u060c \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 CLI \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.  \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0628\u0647 \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062f\u0633\u062a\u0648\u0631\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u0645\u06a9\u0627\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0633\u067e\u0633 \u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u06a9\u0646\u0631 \u0631\u0627 \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647 \u062e\u0648\u062f \u0686\u0627\u067e \u06a9\u0646\u06cc\u062f. terminal \u06cc\u0627 \u0627\u0631\u0633\u0627\u0644 \u0622\u0646 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06cc\u0627 API.  \u0627\u06af\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/docopt\/docopt\">Docopt<\/a> \u0627\u0628\u0632\u0627\u0631\u06cc \u0641\u0648\u0642 \u0627\u0644\u0639\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a.<\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0632 \u0637\u0631\u06cc\u0642 Tesseract \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Python-Tesseract\u060c \u0645\u0627 \u0642\u0627\u062f\u0631 \u0628\u0647 \u0627\u0633\u06a9\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062a\u0646 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0648\u062f\u0647 \u0627\u06cc\u0645.  \u0627\u06cc\u0646 \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0646\u0648\u0631\u06cc \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0648\u0642\u0639\u06cc\u062a \u0647\u0627 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0632\u06cc\u0627\u062f\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0645\u0627 \u06cc\u06a9 \u0627\u0633\u06a9\u0646\u0631 \u0633\u0627\u062e\u062a\u0647\u200c\u0627\u06cc\u0645 \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0631\u0627 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u0648 \u0645\u062a\u0646 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 Flask \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0631\u0627\u0628\u0637 \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0628\u0647 \u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u062f\u0631 \u0631\u0633\u0627\u0646\u0647\u200c\u0627\u06cc \u0622\u0634\u0646\u0627\u062a\u0631 \u0648 \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0646\u0641\u0631 \u062e\u062f\u0645\u062a \u06a9\u0646\u062f\u060c \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u0645.<\/p>\n<p>\u06a9\u062f \u0645\u0646\u0628\u0639 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/ro6ley\/python-ocr-example\">\u0627\u06cc\u0646\u062c\u0627 \u0631\u0648\u06cc Github<\/a>.<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        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class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 10<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":16428,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-16427","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16427","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=16427"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16427\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/16428"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=16427"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=16427"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=16427"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}