{"id":27162,"date":"2024-02-29T11:45:18","date_gmt":"2024-02-29T12:45:18","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87%d8%a8%d9%88%d8%af-%da%a9%db%8c%d9%81%db%8c%d8%aa-ocr-%d8%af%d8%b1-%d8%a7%d8%b3%d9%86%d8%a7%d8%af-%d8%aa%d8%a7%d8%b1%db%8c%d8%ae%db%8c-%d9%82%d8%b1%d9%86\/"},"modified":"2024-02-29T11:45:30","modified_gmt":"2024-02-29T12:45:30","slug":"%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87%d8%a8%d9%88%d8%af-%da%a9%db%8c%d9%81%db%8c%d8%aa-ocr-%d8%af%d8%b1-%d8%a7%d8%b3%d9%86%d8%a7%d8%af-%d8%aa%d8%a7%d8%b1%db%8c%d8%ae%db%8c-%d9%82%d8%b1%d9%86","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87%d8%a8%d9%88%d8%af-%da%a9%db%8c%d9%81%db%8c%d8%aa-ocr-%d8%af%d8%b1-%d8%a7%d8%b3%d9%86%d8%a7%d8%af-%d8%aa%d8%a7%d8%b1%db%8c%d8%ae%db%8c-%d9%82%d8%b1%d9%86\/","title":{"rendered":"\u0645\u0642\u0627\u0644\u0647 \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a OCR \u062f\u0631 \u0627\u0633\u0646\u0627\u062f \u062a\u0627\u0631\u06cc\u062e\u06cc \u0642\u0631\u0646 \u0646\u0648\u0632\u062f\u0647\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628\u06cc"},"content":{"rendered":"<table class=\"table table-striped table-hover\">\n<tbody>\n<tr>\n<td>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc <\/td>\n<td>Improving OCR Quality in 19th Century Historical Documents Using a Combined Machine Learning Based Approach<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc <\/td>\n<td>\u0645\u0642\u0627\u0644\u0647 \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a OCR \u062f\u0631 \u0627\u0633\u0646\u0627\u062f \u062a\u0627\u0631\u06cc\u062e\u06cc \u0642\u0631\u0646 \u0646\u0648\u0632\u062f\u0647\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 <\/td>\n<td>David Fleischhacker, Wolfgang Goederle, Roman Kern<\/td>\n<\/tr>\n<tr>\n<td>\u0632\u0628\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 <\/td>\n<td>\u0627\u0646\u06af\u0644\u06cc\u0633\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0631\u0645\u062a \u0645\u0642\u0627\u0644\u0647: <\/td>\n<td>PDF<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a<\/td>\n<td>29<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u0648\u0636\u0648\u0639\u0627\u062a  <\/td>\n<td>Computer Vision and Pattern Recognition,Machine Learning,\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0644\u06af\u0648\u06cc , \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 ,<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a    <\/td>\n<td>Submitted 15 January, 2024; originally announced January 2024. , Comments: 29 pages, 23 figures, 7 tables<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc    <\/td>\n<td>\u0627\u0631\u0633\u0627\u0644 \u0634\u062f\u0647 \u062f\u0631 15 \u0698\u0627\u0646\u0648\u06cc\u0647 2024 \u061b\u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0698\u0627\u0646\u0648\u06cc\u0647 2024 \u0627\u0639\u0644\u0627\u0645 \u0634\u062f \u060c \u0646\u0638\u0631\u0627\u062a: 29 \u0635\u0641\u062d\u0647 \u060c 23 \u0634\u06a9\u0644 \u060c 7 \u062c\u062f\u0648\u0644<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u06a9\u06cc\u062f\u0647<\/h2>\n<p style=\"direction:ltr;\">This paper addresses a major challenge to historical research on the 19th century. Large quantities of sources have become digitally available for the first time, while extraction techniques are lagging behind. Therefore, we researched machine learning (ML) models to recognise and extract complex data structures in a high-value historical primary source, the Schematismus. It records every single person in the Habsburg civil service above a certain hierarchical level between 1702 and 1918 and documents the genesis of the central administration over two centuries. Its complex and intricate structure as well as its enormous size have so far made any more comprehensive analysis of the administrative and social structure of the later Habsburg Empire on the basis of this source impossible. We pursued two central objectives: Primarily, the improvement of the OCR quality, for which we considered an improved structure recognition to be essential; in the further course, it turned out that this also made the extraction of the data structure possible. We chose Faster R-CNN as base for the ML architecture for structure recognition. In order to obtain the required amount of training data quickly and economically, we synthesised Hof- und Staatsschematismus-style data, which we used to train our model. The model was then fine-tuned with a smaller set of manually annotated historical source data. We then used Tesseract-OCR, which was further optimised for the style of our documents, to complete the combined structure extraction and OCR process. Results show a significant decrease in the two standard parameters of OCR-performance, WER and CER (where lower values are better). Combined structure detection and fine-tuned OCR improved CER and WER values by remarkable 71.98 percent (CER) respectively 52.49 percent (WER).<\/p>\n<h2>\u0686\u06a9\u06cc\u062f\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc (\u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc)<\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u06cc\u06a9 \u0686\u0627\u0644\u0634 \u0628\u0632\u0631\u06af \u0628\u0631\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u062a\u0627\u0631\u06cc\u062e\u06cc \u062f\u0631 \u0642\u0631\u0646 \u0646\u0648\u0632\u062f\u0647\u0645 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645.\u0645\u0642\u0627\u062f\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644\u06cc \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0646\u062f \u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0639\u0642\u0628 \u0645\u0627\u0646\u062f\u0647 \u0627\u0646\u062f.\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u060c \u0645\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (ML) \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0631 \u06cc\u06a9 \u0645\u0646\u0628\u0639 \u0627\u0648\u0644\u06cc\u0647 \u062a\u0627\u0631\u06cc\u062e\u06cc \u0628\u0627 \u0627\u0631\u0632\u0634 \u0628\u0627\u0644\u0627 \u060c \u0634\u0645\u0627\u062a\u06cc\u0633\u0645 \u062a\u062d\u0642\u06cc\u0642 \u06a9\u0631\u062f\u06cc\u0645.\u0627\u06cc\u0646 \u0641\u0631\u062f \u062a\u06a9 \u0634\u062e\u0635 \u0631\u0627 \u062f\u0631 \u062e\u062f\u0645\u0627\u062a \u0645\u0644\u06a9\u06cc \u0647\u0627\u0628\u0633\u0628\u0648\u0631\u06af \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 \u0633\u0637\u062d \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc \u062e\u0627\u0635 \u0628\u06cc\u0646 \u0633\u0627\u0644\u0647\u0627\u06cc 1702 \u062a\u0627 1918 \u062b\u0628\u062a \u0645\u06cc \u06a9\u0646\u062f \u0648 \u067e\u06cc\u062f\u0627\u06cc\u0634 \u062f\u0648\u0644\u062a \u0645\u0631\u06a9\u0632\u06cc \u0631\u0627 \u0637\u06cc \u062f\u0648 \u0642\u0631\u0646 \u0645\u0633\u062a\u0646\u062f \u0645\u06cc \u06a9\u0646\u062f.\u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0622\u0646 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 \u0639\u0638\u06cc\u0645 \u0622\u0646 \u062a\u0627\u06a9\u0646\u0648\u0646 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062c\u0627\u0645\u0639 \u062a\u0631\u06cc \u0627\u0632 \u0633\u0627\u062e\u062a\u0627\u0631 \u0627\u062f\u0627\u0631\u06cc \u0648 \u0627\u062c\u062a\u0645\u0627\u0639\u06cc \u0627\u0645\u067e\u0631\u0627\u062a\u0648\u0631\u06cc \u0628\u0639\u062f\u06cc \u0647\u0627\u0628\u0633\u0628\u0648\u0631\u06af \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u06cc\u0646 \u0645\u0646\u0628\u0639 \u063a\u06cc\u0631\u0645\u0645\u06a9\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.\u0645\u0627 \u062f\u0648 \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0631\u062f\u06cc\u0645: \u062f\u0631 \u062f\u0631\u062c\u0647 \u0627\u0648\u0644 \u060c \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a OCR \u060c \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0622\u0646 \u0645\u0627 \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647 \u0631\u0627 \u0636\u0631\u0648\u0631\u06cc \u062f\u0627\u0646\u0633\u062a\u06cc\u0645.\u062f\u0631 \u062f\u0648\u0631\u0647 \u0628\u0639\u062f\u06cc \u060c \u0645\u0639\u0644\u0648\u0645 \u0634\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0627\u0639\u062b \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0645\u0645\u06a9\u0646 \u0628\u0627\u0634\u062f.\u0645\u0627 R-CNN \u0633\u0631\u06cc\u0639\u062a\u0631 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u06cc\u0647 \u0628\u0631\u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc ML \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u062e\u062a \u0633\u0627\u062e\u062a\u0627\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u06cc\u0645.\u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0645\u0642\u062f\u0627\u0631 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0647 \u0633\u0631\u0639\u062a \u0648 \u0627\u0642\u062a\u0635\u0627\u062f\u06cc \u060c \u0645\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc Hof- und Staatsschematismus \u0631\u0627 \u06a9\u0647 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0631\u062f\u06cc\u0645 \u060c \u0633\u0646\u062a\u0632 \u06a9\u0631\u062f\u06cc\u0645.\u0633\u067e\u0633 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u062a\u0627\u0631\u06cc\u062e\u06cc \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u062f\u0633\u062a\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f.\u0645\u0627 \u0633\u067e\u0633 \u0627\u0632 Tesseract-OCR \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631\u0627\u06cc \u0633\u0628\u06a9 \u0627\u0633\u0646\u0627\u062f \u0645\u0627 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0634\u062f \u062a\u0627 \u0631\u0648\u0646\u062f \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0633\u0627\u062e\u062a\u0627\u0631 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0648 \u0641\u0631\u0622\u06cc\u0646\u062f OCR \u0631\u0627 \u062a\u06a9\u0645\u06cc\u0644 \u06a9\u0646\u06cc\u0645.\u0646\u062a\u0627\u06cc\u062c \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u06a9\u0627\u0647\u0634 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u062f\u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0639\u0645\u0644\u06a9\u0631\u062f OCR \u060c WER \u0648 CER (\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u0627\u06cc\u06cc\u0646 \u0628\u0647\u062a\u0631 \u0647\u0633\u062a\u0646\u062f) \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.\u062a\u0634\u062e\u06cc\u0635 \u0633\u0627\u062e\u062a\u0627\u0631 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0648 OCR \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u0642\u0627\u062f\u06cc\u0631 CER \u0648 WER \u0631\u0627 \u0628\u0627 71.98 \u062f\u0631\u0635\u062f \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 (CER) \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 52.49 \u062f\u0631\u0635\u062f (WER) \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f.<\/p>\n<table class=\"table table-bordered table-primary\">\r\n<tr>\r\n\t<td>\r\n\t\u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0627\u0633\u062a.\r\n\t<\/td>\r\n<\/tr>\r\n\t\r\n<tr>\r\n\t<td>\r\n     \u0628\u0631\u0627\u06cc \u0633\u0641\u0627\u0631\u0634 \u062a\u0631\u062c\u0645\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0648\u0634 \u0647\u0627\u06cc \u062a\u0645\u0627\u0633\u060c \u067e\u06cc\u0627\u0645\u06a9\u060c \u062a\u0644\u06af\u0631\u0627\u0645 \u0648 \u06cc\u0627 \u0648\u0627\u062a\u0633 \u0627\u067e \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u0632\u06cc\u0631 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f:\r\n\t<br \/><br \/>\r\n\t09395106248\r\n\t\t\r\n\t\t\r\n\t<br \/><br \/>\r\n\t\t\u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0634\u0631\u0627\u06cc\u0637 \u062a\u0631\u062c\u0645\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a:\r\n\t\t<br \/>\r\n\t\t<ul>\r\n\t\t<li>\r\n\t\t\u0642\u06cc\u0645\u062a \u0647\u0631 \u0635\u0641\u062d\u0647 \u062a\u0631\u062c\u0645\u0647 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 40 \u0647\u0632\u0627\u0631 \u062a\u0648\u0645\u0627\u0646 \u0645\u06cc \u0628\u0627\u0634\u062f. \r\n\t\t<\/li>\r\n\t\t<li>\r\n\t\t\u062a\u062d\u0648\u06cc\u0644 \u0645\u0642\u0627\u0644\u0647 \u062a\u0631\u062c\u0645\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0648\u0631\u062f \u0645\u06cc \u0628\u0627\u0634\u062f.\r\n\t\t<\/li>\r\n\t\t<li>\r\n\t\t\u0632\u0645\u0627\u0646 \u062a\u062d\u0648\u06cc\u0644 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u0635\u0648\u0631\u062a \u062f\u0627\u0634\u062a\u0646 \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a \u0639\u0627\u062f\u06cc \u0628\u06cc\u0646 3 \u062a\u0627 5 \u0631\u0648\u0632 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.\r\n\t\t<\/li>\r\n\t\t\r\n\t\t<li>\r\n\t\t\u06a9\u06cc\u0641\u06cc\u062a \u062a\u0631\u062c\u0645\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 \u0645\u06cc \u0628\u0627\u0634\u062f. \u0645\u0642\u0627\u0644\u0647 \u0641\u0642\u0637 \u062a\u0648\u0633\u0637 \u0645\u062a\u0631\u062c\u0645\u06cc\u0646 \u0628\u0627 \u0645\u062f\u0631\u06a9 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0645\u062a\u0631\u062c\u0645\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.\r\n\t\t<\/li>\r\n\t\t<li>\r\n\t\t\u06a9\u0644\u06cc\u0647 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0631\u0645\u0648\u0644 \u0647\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0641\u0627\u06cc\u0644 \u062a\u062d\u0648\u06cc\u0644\u06cc \u0648\u0631\u062f \u062f\u0631\u062c \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.\r\n\t\t<\/li>\r\n\t<\/td>\r\n\t\r\n\t\r\n<\/tr>\r\n<\/table>\r\n\r\n\r\n\n","protected":false},"excerpt":{"rendered":"<p>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc Improving OCR Quality in 19th Century Historical Documents Using a Combined Machine Learning Based Approach \u0639\u0646\u0648\u0627\u0646 [&hellip;]<\/p>\n","protected":false},"featured_media":27,"comment_status":"open","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_cat":[15,21],"product_tag":[17,19,272,267],"class_list":{"0":"post-27162","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-15","7":"product_cat-21","8":"product_tag-computer-vision-and-pattern-recognition","9":"product_tag-machine-learning","10":"product_tag-272","11":"product_tag-267","12":"pmpro-has-access","13":"desktop-align-left","14":"tablet-align-left","15":"mobile-align-left","17":"first","18":"instock","19":"shipping-taxable","20":"purchasable","21":"product-type-variable"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0645\u0642\u0627\u0644\u0647 \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a OCR \u062f\u0631 \u0627\u0633\u0646\u0627\u062f \u062a\u0627\u0631\u06cc\u062e\u06cc \u0642\u0631\u0646 \u0646\u0648\u0632\u062f\u0647\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/express24.ir\/d\/product\/\u0645\u0642\u0627\u0644\u0647-\u0628\u0647\u0628\u0648\u062f-\u06a9\u06cc\u0641\u06cc\u062a-ocr-\u062f\u0631-\u0627\u0633\u0646\u0627\u062f-\u062a\u0627\u0631\u06cc\u062e\u06cc-\u0642\u0631\u0646\/\" \/>\n<meta property=\"og:locale\" content=\"fa_IR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0645\u0642\u0627\u0644\u0647 \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a OCR \u062f\u0631 \u0627\u0633\u0646\u0627\u062f \u062a\u0627\u0631\u06cc\u062e\u06cc \u0642\u0631\u0646 \u0646\u0648\u0632\u062f\u0647\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta property=\"og:description\" content=\"\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc Improving OCR Quality in 19th Century Historical Documents Using a Combined Machine Learning Based Approach \u0639\u0646\u0648\u0627\u0646 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/express24.ir\/d\/product\/\u0645\u0642\u0627\u0644\u0647-\u0628\u0647\u0628\u0648\u062f-\u06a9\u06cc\u0641\u06cc\u062a-ocr-\u062f\u0631-\u0627\u0633\u0646\u0627\u062f-\u062a\u0627\u0631\u06cc\u062e\u06cc-\u0642\u0631\u0646\/\" \/>\n<meta property=\"og:site_name\" content=\"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta property=\"article:modified_time\" content=\"2024-02-29T12:45:30+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/express24.ir\/d\/wp-content\/uploads\/2024\/02\/Elsevier_logo_2019.svg_.png\" \/>\n\t<meta property=\"og:image:width\" content=\"440\" \/>\n\t<meta property=\"og:image:height\" content=\"486\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0632\u0645\u0627\u0646 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 \u062f\u0642\u06cc\u0642\u0647\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87%d8%a8%d9%88%d8%af-%da%a9%db%8c%d9%81%db%8c%d8%aa-ocr-%d8%af%d8%b1-%d8%a7%d8%b3%d9%86%d8%a7%d8%af-%d8%aa%d8%a7%d8%b1%db%8c%d8%ae%db%8c-%d9%82%d8%b1%d9%86\/\",\"url\":\"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87%d8%a8%d9%88%d8%af-%da%a9%db%8c%d9%81%db%8c%d8%aa-ocr-%d8%af%d8%b1-%d8%a7%d8%b3%d9%86%d8%a7%d8%af-%d8%aa%d8%a7%d8%b1%db%8c%d8%ae%db%8c-%d9%82%d8%b1%d9%86\/\",\"name\":\"\u0645\u0642\u0627\u0644\u0647 \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a OCR \u062f\u0631 \u0627\u0633\u0646\u0627\u062f \u062a\u0627\u0631\u06cc\u062e\u06cc \u0642\u0631\u0646 \u0646\u0648\u0632\u062f\u0647\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\",\"isPartOf\":{\"@id\":\"https:\/\/express24.ir\/d\/#website\"},\"datePublished\":\"2024-02-29T12:45:18+00:00\",\"dateModified\":\"2024-02-29T12:45:30+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87%d8%a8%d9%88%d8%af-%da%a9%db%8c%d9%81%db%8c%d8%aa-ocr-%d8%af%d8%b1-%d8%a7%d8%b3%d9%86%d8%a7%d8%af-%d8%aa%d8%a7%d8%b1%db%8c%d8%ae%db%8c-%d9%82%d8%b1%d9%86\/#breadcrumb\"},\"inLanguage\":\"fa-IR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87%d8%a8%d9%88%d8%af-%da%a9%db%8c%d9%81%db%8c%d8%aa-ocr-%d8%af%d8%b1-%d8%a7%d8%b3%d9%86%d8%a7%d8%af-%d8%aa%d8%a7%d8%b1%db%8c%d8%ae%db%8c-%d9%82%d8%b1%d9%86\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87%d8%a8%d9%88%d8%af-%da%a9%db%8c%d9%81%db%8c%d8%aa-ocr-%d8%af%d8%b1-%d8%a7%d8%b3%d9%86%d8%a7%d8%af-%d8%aa%d8%a7%d8%b1%db%8c%d8%ae%db%8c-%d9%82%d8%b1%d9%86\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u062e\u0627\u0646\u0647\",\"item\":\"https:\/\/express24.ir\/d\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u0641\u0631\u0648\u0634\u06af\u0627\u0647\",\"item\":\"https:\/\/express24.ir\/d\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"\u0645\u0642\u0627\u0644\u0647 \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a OCR \u062f\u0631 \u0627\u0633\u0646\u0627\u062f \u062a\u0627\u0631\u06cc\u062e\u06cc \u0642\u0631\u0646 \u0646\u0648\u0632\u062f\u0647\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628\u06cc\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/express24.ir\/d\/#website\",\"url\":\"https:\/\/express24.ir\/d\/\",\"name\":\"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/express24.ir\/d\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fa-IR\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u0645\u0642\u0627\u0644\u0647 \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a OCR \u062f\u0631 \u0627\u0633\u0646\u0627\u062f \u062a\u0627\u0631\u06cc\u062e\u06cc \u0642\u0631\u0646 \u0646\u0648\u0632\u062f\u0647\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/express24.ir\/d\/product\/\u0645\u0642\u0627\u0644\u0647-\u0628\u0647\u0628\u0648\u062f-\u06a9\u06cc\u0641\u06cc\u062a-ocr-\u062f\u0631-\u0627\u0633\u0646\u0627\u062f-\u062a\u0627\u0631\u06cc\u062e\u06cc-\u0642\u0631\u0646\/","og_locale":"fa_IR","og_type":"article","og_title":"\u0645\u0642\u0627\u0644\u0647 \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a OCR \u062f\u0631 \u0627\u0633\u0646\u0627\u062f \u062a\u0627\u0631\u06cc\u062e\u06cc \u0642\u0631\u0646 \u0646\u0648\u0632\u062f\u0647\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","og_description":"\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc Improving OCR Quality in 19th Century Historical Documents Using a Combined Machine Learning Based Approach \u0639\u0646\u0648\u0627\u0646 [&hellip;]","og_url":"https:\/\/express24.ir\/d\/product\/\u0645\u0642\u0627\u0644\u0647-\u0628\u0647\u0628\u0648\u062f-\u06a9\u06cc\u0641\u06cc\u062a-ocr-\u062f\u0631-\u0627\u0633\u0646\u0627\u062f-\u062a\u0627\u0631\u06cc\u062e\u06cc-\u0642\u0631\u0646\/","og_site_name":"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","article_modified_time":"2024-02-29T12:45:30+00:00","og_image":[{"width":440,"height":486,"url":"https:\/\/express24.ir\/d\/wp-content\/uploads\/2024\/02\/Elsevier_logo_2019.svg_.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"\u0632\u0645\u0627\u0646 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646":"2 \u062f\u0642\u06cc\u0642\u0647"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87%d8%a8%d9%88%d8%af-%da%a9%db%8c%d9%81%db%8c%d8%aa-ocr-%d8%af%d8%b1-%d8%a7%d8%b3%d9%86%d8%a7%d8%af-%d8%aa%d8%a7%d8%b1%db%8c%d8%ae%db%8c-%d9%82%d8%b1%d9%86\/","url":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87%d8%a8%d9%88%d8%af-%da%a9%db%8c%d9%81%db%8c%d8%aa-ocr-%d8%af%d8%b1-%d8%a7%d8%b3%d9%86%d8%a7%d8%af-%d8%aa%d8%a7%d8%b1%db%8c%d8%ae%db%8c-%d9%82%d8%b1%d9%86\/","name":"\u0645\u0642\u0627\u0644\u0647 \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a OCR \u062f\u0631 \u0627\u0633\u0646\u0627\u062f \u062a\u0627\u0631\u06cc\u062e\u06cc \u0642\u0631\u0646 \u0646\u0648\u0632\u062f\u0647\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","isPartOf":{"@id":"https:\/\/express24.ir\/d\/#website"},"datePublished":"2024-02-29T12:45:18+00:00","dateModified":"2024-02-29T12:45:30+00:00","breadcrumb":{"@id":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87%d8%a8%d9%88%d8%af-%da%a9%db%8c%d9%81%db%8c%d8%aa-ocr-%d8%af%d8%b1-%d8%a7%d8%b3%d9%86%d8%a7%d8%af-%d8%aa%d8%a7%d8%b1%db%8c%d8%ae%db%8c-%d9%82%d8%b1%d9%86\/#breadcrumb"},"inLanguage":"fa-IR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87%d8%a8%d9%88%d8%af-%da%a9%db%8c%d9%81%db%8c%d8%aa-ocr-%d8%af%d8%b1-%d8%a7%d8%b3%d9%86%d8%a7%d8%af-%d8%aa%d8%a7%d8%b1%db%8c%d8%ae%db%8c-%d9%82%d8%b1%d9%86\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87%d8%a8%d9%88%d8%af-%da%a9%db%8c%d9%81%db%8c%d8%aa-ocr-%d8%af%d8%b1-%d8%a7%d8%b3%d9%86%d8%a7%d8%af-%d8%aa%d8%a7%d8%b1%db%8c%d8%ae%db%8c-%d9%82%d8%b1%d9%86\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u062e\u0627\u0646\u0647","item":"https:\/\/express24.ir\/d\/"},{"@type":"ListItem","position":2,"name":"\u0641\u0631\u0648\u0634\u06af\u0627\u0647","item":"https:\/\/express24.ir\/d\/"},{"@type":"ListItem","position":3,"name":"\u0645\u0642\u0627\u0644\u0647 \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a OCR \u062f\u0631 \u0627\u0633\u0646\u0627\u062f \u062a\u0627\u0631\u06cc\u062e\u06cc \u0642\u0631\u0646 \u0646\u0648\u0632\u062f\u0647\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628\u06cc"}]},{"@type":"WebSite","@id":"https:\/\/express24.ir\/d\/#website","url":"https:\/\/express24.ir\/d\/","name":"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/express24.ir\/d\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"fa-IR"}]}},"_links":{"self":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product\/27162","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/types\/product"}],"replies":[{"embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/comments?post=27162"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/media\/27"}],"wp:attachment":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/media?parent=27162"}],"wp:term":[{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_cat?post=27162"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_tag?post=27162"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}