{"id":4767,"date":"2022-11-01T07:29:32","date_gmt":"2022-11-01T07:29:32","guid":{"rendered":"https:\/\/www.hnjournal.net\/?page_id=4767"},"modified":"2022-11-01T07:29:38","modified_gmt":"2022-11-01T07:29:38","slug":"3-11-3","status":"publish","type":"page","link":"https:\/\/www.hnjournal.net\/en\/3-11-3\/","title":{"rendered":"\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0646\u0635\u0648\u0635 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0644\u0629"},"content":{"rendered":"

\u0634\u0630\u0649 \u0639\u0628\u062f \u0627\u0644\u0631\u062d\u064a\u0645 \u062e\u0644\u064a\u0641\u0629 \u0627\u0644\u0631\u0636\u064a1<\/sup><\/strong><\/p>\n

1<\/sup> \u0645\u062d\u0627\u0636\u0631\u0629 \u0628\u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0642\u0633\u0645 \u0627\u0644\u062c\u0631\u0627\u0641\u064a\u0643\u060c \u0645\u062d\u0627\u0636\u0631 \u0628\u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646 \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u062a\u0642\u0627\u0646\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u0642\u0633\u0645 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u060c<\/p>\n

\u0628\u0631\u064a\u062f \u0627\u0644\u0643\u062a\u0631\u0648\u0646\u064a: shazaabdo33@gmail.com<\/a><\/p>\n

HNSJ, 2022, 3(11); https:\/\/doi.org\/10.53796\/hnsj3113<\/p>\n

\u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0645\u0644\u0641
\n<\/a><\/p>\n

\u062a\u0627\u0631\u064a\u062e \u0627\u0644\u0646\u0634\u0631: 01\/11\/2022\u0645 \u062a\u0627\u0631\u064a\u062e \u0627\u0644\u0642\u0628\u0648\u0644: 04\/10\/2022\u0645<\/p>\n

\u0627\u0644\u0645\u0633\u062a\u062e\u0644\u0635 <\/strong><\/p>\n

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\u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0627\u062d\u064a\u0629: <\/strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631- \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641 \u2013 \u0637\u0631\u0642 \u0627\u0644\u062a\u062d\u0648\u064a\u0644- \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a.<\/p>\n

<\/a>Research title <\/strong><\/p>\n

Recognize texts using machine learning<\/strong><\/p>\n

Shaza Abdul Rahim Khalifa Al-Radhi1<\/sup><\/strong><\/p>\n

1<\/sup> Lecturer at Future University, Graphic Department, Lecturer at Al Bayan University, College of Computer Science and Information Technology, Department of Computer Science,<\/p>\n

Email: shazaabdo33@gmail.com<\/p>\n

HNSJ, 2022, 3(11); https:\/\/doi.org\/10.53796\/hnsj3112<\/p>\n

Published at 01\/11\/2022 Accepted at 04\/10\/2021 <\/strong><\/p>\n

Abstract <\/strong><\/p>\n

Optical Character Recognition has been an integral part of human life during everyday transactions. OCR has expanded its application areas in almost all areas such as healthcare, financial, banking, entertainment, trading system, digital storage, etc. In the recent past, handwriting recognition was one of the most difficult areas of study in the field of image processing. In this paper we will address various techniques for converting printed text content from number plates, and handwritten paper document to any electronic device. The conversion method used in all these technologies is known as OCR. An English OCR system is necessary to convert many published books and other documents in English into editable computer text files. The most recent research in this field has included methodologies that identify the different fonts and styles of handwritten English texts. Although a number of algorithms are available, each has its own advantages and disadvantages. The process of recognizing the different patterns and fonts in hand-printed and handwritten English text is the biggest challenge, this field is open to researchers to apply new algorithms that will overcome its shortcomings.<\/p>\n

Key Words: <\/strong>image processing \u2013 OCR \u2013 conversion method \u2013 algorithms<\/p>\n

    \n
  1. \u0627\u0644\u0645\u0642\u062f\u0645\u0629:<\/strong><\/li>\n<\/ol>\n

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    2- \u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0644\u0644\u062d\u0631\u0648\u0641:<\/strong><\/p>\n

    \u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u0627\u062a\u062c\u0647\u062a \u062d\u0648\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0644\u0644\u062d\u0631\u0648\u0641 \u0648\u0630\u0644\u0643 \u0646\u062a\u064a\u062c\u0629 \u0644\u0644\u062d\u0648\u062c\u0629 \u0627\u0644\u0645\u0644\u062d\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0646 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u0637\u0628\u0648\u0639\u0629 \u0627\u0648\u0627\u0644\u0645\u0645\u0633\u0648\u062d\u0629 \u0636\u0648\u0626\u064a\u0627\u064b.<\/p>\n

    \u062f\u0631\u0627\u0633\u0629 (Singh, T. P., Gupta, S., & Garg, M. (2022)) \u062a\u0646\u0627\u0648\u0644\u062a \u0647\u0630\u0647 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648 \u0647\u0648 \u062a\u0637\u0628\u064a\u0642 \u0634\u0627\u0626\u0639 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u060c \u064a\u0645\u0646\u062d \u0627\u0644\u0622\u0644\u0627\u062a \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u062f\u0648\u0646 \u0623\u0646 \u062a\u062a\u0645 \u0628\u0631\u0645\u062c\u062a\u0647\u0627 \u0628\u0634\u0643\u0644 \u0635\u0631\u064a\u062d. \u064a\u0639\u062f \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 \u0648\u0627\u062d\u062f\u064b\u0627 \u0645\u0646 \u0645\u062c\u0627\u0644\u064a\u0646 \u0639\u0631\u064a\u0636\u064a\u0646 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u064a\u062a\u0639\u0627\u0645\u0644\u0627\u0646 \u0645\u0639 \u0645\u0647\u0645\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0623\u0632\u0648\u0627\u062c \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0648\u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0645\u0646 \u0627\u0644\u0623\u0645\u062b\u0644\u0629. \u062a\u0645\u0643\u0646 \u0647\u0630\u0647 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0644\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629. \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0645\u0634\u0643\u0644\u062a\u0627\u0646 \u0645\u0646 \u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0625\u0634\u0631\u0627\u0641. \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0647\u0648 \u0627\u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627 \u0627\u0644\u062a\u064a \u062a\u0624\u062f\u064a\u0647\u0627 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0641\u064a \u0623\u063a\u0644\u0628 \u0627\u0644\u0623\u062d\u064a\u0627\u0646. \u062a\u0635\u0641 \u0647\u0630\u0647 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0639\u0645\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641 \u0641\u064a \u0627\u0644\u0646\u0635 \u0627\u0644\u0647\u0646\u062f\u064a. \u062a\u0645 \u0627\u062e\u062a\u064a\u0627\u0631 \u0646\u0635\u0648\u0635” Devanagari” \u0648 ” Gurumukhi” \u0644\u0647\u0630\u0647 \u0627\u0644\u0645\u062d\u0627\u0648\u0644\u0629 .[1]<\/p>\n

    \u062f\u0631\u0627\u0633\u0629 (Srivastava, S., Verma, A., & Sharma, S. (2022, February)) \u062a\u0646\u0627\u0648\u0644\u062a \u0647\u0630\u0647 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0628\u0635\u0631\u064a \u0639\u0644\u0649 \u0627\u0644\u0623\u062d\u0631\u0641. \u062a\u0645 \u0627\u062c\u0631\u0627\u0621 \u0647\u0630\u0627 \u0627\u0644\u0628\u062d\u062b \u062d\u0648\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0639\u062f\u062f \u0645\u0646 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u062a\u0634\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0644\u063a\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0648\u0627\u0644\u062f\u064a\u0641\u0627\u0646\u0627\u063a\u064a\u0631\u064a \u0641\u064a \u0627\u0644\u0647\u0646\u062f. \u062a\u0645 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0628\u0627\u0644\u0641\u0639\u0644. \u062a\u062a\u0643\u0648\u0646 \u0627\u0644\u062f\u064a\u0641\u0627\u0646\u0627\u063a\u064a\u0631\u064a \u0645\u0646 \u0623\u0643\u062b\u0631 \u0645\u0646 120 \u0644\u063a\u0629 \u0625\u0642\u0644\u064a\u0645\u064a\u0629 \u060c \u0648\u0647\u0648 \u0645\u0648\u0636\u0648\u0639 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062d\u0627\u0644\u064a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0627\u0636\u0631. \u064a\u062a\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u062d\u0631\u0641 \u0639\u0644\u0649 \u0646\u0648\u0639\u064a\u0646 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0645\u0637\u0628\u0648\u0639\u0629 \u0648\u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u062e\u0637 \u0627\u0644\u064a\u062f. \u0641\u064a \u062d\u0627\u0644\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0647\u0646\u062f\u064a\u0629 \u0648\u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u060c \u0644\u0645 \u062a\u062a\u0645\u0643\u0646 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641 \u0628\u0639\u062f \u0645\u0646 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u062d\u0631\u0641 \u0628\u0646\u062c\u0627\u062d \u0645\u0639 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0628\u0646\u0633\u0628\u0629 100 \u0641\u064a \u0627\u0644\u0645\u0627\u0626\u0629 \u0628\u0633\u0628\u0628 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641 \u0641\u064a \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0646\u0635\u064a\u0629 \u0648\u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u062e\u0637 \u0648\u0627\u0644\u0623\u0633\u0644\u0648\u0628. \u064a\u062a\u0645 \u062a\u0637\u0648\u064a\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0627\u0644\u0622\u0646 \u0644\u0632\u064a\u0627\u062f\u0629 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0647\u0630\u0647 \u0627\u0644\u0623\u062d\u0631\u0641 \u0645\u0646 \u0623\u062c\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u062f\u0642\u064a\u0642. [2]<\/p>\n

    \u062f\u0631\u0627\u0633\u0629 (Thabasum, A., Florence, M. L., Ashwini, A., Kamesh, P., & Majeed, M. H. 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    \u062f\u0631\u0627\u0633\u0629 (Thorat, C., Bhat, A., Sawant, P., Bartakke, I., & Shirsath, S. (2022)) \u062a\u0635\u0641 \u0647\u0630\u0647 \u0627\u0644\u0648\u0631\u0642\u0629 \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0645\u0641\u0635\u0644\u0629 \u0639\u0644\u0649 \u0637\u0631\u0642 \u0627\u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0639\u0627\u0645\u0629 \u0645\u0646 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0628\u0623\u0634\u0643\u0627\u0644 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u0648\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643 \u060c \u0642\u0645\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u0628\u062a\u0648\u0636\u064a\u062d \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641. \u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0623\u0646 \u062a\u0639\u0632\u0632 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641 \u060c \u0648\u062a\u0648\u0641\u0631 \u0641\u0647\u0645\u064b\u0627 \u0623\u0641\u0636\u0644 \u0648\u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629 \u0644”\u0640 OCR”. [4]<\/p>\n

    \u062f\u0631\u0627\u0633\u0629(Divya, N., Pradeepraj, P., & Sivakumar, V. (2021)) \u062a\u0646\u0627\u0648\u0644\u062a \u0647\u0630\u0647 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u062a\u0637\u0648\u064a\u0631 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0631\u0642\u0645 \u0627\u0644\u0633\u064a\u0627\u0631\u0629 \u0648\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0648\u064a\u0628 \u0644\u0627\u0646 \u0639\u062f\u062f \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u064a\u062a\u0632\u0627\u064a\u062f \u0628\u0627\u0637\u0631\u0627\u062f \u064a\u0648\u0645\u0627 \u0628\u0639\u062f \u064a\u0648\u0645. \u0644\u0630\u0644\u0643 \u0645\u0646 \u0623\u062c\u0644 \u062a\u062a\u0628\u0639 \u0627\u0644\u0633\u064a\u0627\u0631\u0629 \u0645\u0639 \u0631\u0642\u0645 \u0627\u0644\u0633\u064a\u0627\u0631\u0629 \u064a\u0643\u0627\u062f \u064a\u0643\u0648\u0646 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062d\u064a\u0644 \u0627\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0635\u0639\u0648\u0628\u0629 \u060c \u0646\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642 \u0648\u064a\u0628 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u060c \u0648\u062a\u062e\u0632\u064a\u0646 \u062a\u0644\u0643 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u064a\u0647\u0627 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u064a\u062b \u0644\u062f\u064a\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0641\u0627\u0635\u064a\u0644 \u062a\u0633\u062c\u064a\u0644 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0648\u0627\u0633\u062a\u0631\u062f\u0627\u062f \u062a\u0644\u0643 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0643\u0644\u0645\u0627 \u0643\u0627\u0646 \u0630\u0644\u0643 \u0645\u0637\u0644\u0648\u0628\u064b\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0641\u0633 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0648\u064a\u0628 . \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0648\u064a\u0628 \u0647\u0630\u0627 \u060c \u0633\u064a\u0642\u0644 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0633\u064a\u0627\u0631\u0629 \u0645\u0646 \u0633\u0627\u0639\u0627\u062a \u0625\u0644\u0649 \u062b\u0648\u0627\u0646\u064d. \u064a\u0645\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0633\u062c\u0644 \u0644\u062a\u0644\u0643 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0644\u0623\u063a\u0631\u0627\u0636 \u0645\u062e\u062a\u0644\u0641\u0629. \u064a\u0645\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0648\u064a\u0628 \u0644\u0623\u063a\u0631\u0627\u0636 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0634\u0623\u0646\u0647\u0627 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u064a\u062f\u0648\u064a \u0648\u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a. \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0642\u0648\u064a\u0629 \u0627\u0644\u062a\u064a \u0646\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0644\u0628\u0646\u0627\u0621 \u0647\u0630\u0627 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0648\u0647\u064a \u0623\u064a\u0636\u064b\u0627 \u063a\u0646\u064a\u0629 \u0628\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0623\u0643\u062b\u0631 \u0623\u0645\u0627\u0646\u064b\u0627. \u064a\u0645\u0643\u0646 \u062a\u062b\u0628\u064a\u062a \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0648\u064a\u0628 \u0647\u0630\u0627 \u0628\u0633\u0647\u0648\u0644\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0628\u0627\u0644\u0641\u0639\u0644 \u0648\u0644\u0627 \u0646\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0625\u0646\u0641\u0627\u0642 \u0623\u064a \u0645\u0628\u0644\u063a \u0645\u0646 \u0627\u0644\u0645\u0627\u0644 \u0644\u062a\u062b\u0628\u064a\u062a \u0623\u062c\u0647\u0632\u0629 \u062c\u062f\u064a\u062f\u0629[5].<\/p>\n

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    \u062f\u0631\u0627\u0633\u0629 (Silfverberg, Miikka & Rueter, Jack (2015)) \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u0623\u062d\u0631\u0641 “OCR ” \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631. \u0645\u0646 \u0627\u0644\u0645\u0639\u0631\u0648\u0641 \u0623\u0646 \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641 \u0644\u0644\u063a\u0629 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643 \u060c \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u063a\u0627\u062a \u0627\u0644\u063a\u0646\u064a\u0629 \u0634\u0643\u0644\u064a\u064b\u0627 \u060c \u062d\u062a\u0649 \u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0644\u0627 \u062a\u0635\u0644 \u0625\u0644\u0649 \u062a\u063a\u0637\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0644\u0644\u0646\u0635 \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0626\u064a. \u062a\u0642\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0631\u0641\u064a \u0646\u0647\u062c\u064b\u0627 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u060c \u0648\u0647\u0648 \u0645\u0641\u064a\u062f \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629. \u064a\u0628\u062d\u062b \u0647\u0630\u0627 \u0627\u0644\u0628\u062d\u062b \u0641\u064a \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0641\u064a \u0645\u062d\u0631\u0643” OCR” \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631” Tesseract” \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0631\u0641\u064a. \u0646\u0642\u062f\u0645 \u062a\u062c\u0627\u0631\u0628 \u0639\u0644\u0649 \u0644\u063a\u062a\u064a\u0646 \u0645\u0646 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0623\u0648\u0631\u0627\u0644\u064a\u0629 \u0627\u0644\u0641\u0646\u0644\u0646\u062f\u064a\u0629 \u0648\u0627\u0644\u0623\u0631\u0632\u064a\u0627. \u0648\u0641\u0642\u064b\u0627 \u0644\u062a\u062c\u0627\u0631\u0628\u0646\u0627 \u060c \u0642\u062f \u062a\u0638\u0644 \u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0645\u062a\u0641\u0648\u0642\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0635\u0631\u0641\u064a \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641 \u062d\u062a\u0649 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u063a\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u062a\u0634\u0643\u0644 \u0627\u0644\u063a\u0646\u064a. \u064a\u0634\u064a\u0631 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u062e\u0627\u0635 \u0628\u0646\u0627 \u0625\u0644\u0649 \u0623\u0646 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0631\u0641\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062a\u0633\u0628\u0628 \u0641\u064a \u0642\u062f\u0631 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641 \u0644\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629. <\/strong> [7]<\/p>\n

    (\u062f\u0631\u0627\u0633\u0629 \u0646\u0627\u0632\u0643 \u062e\u0636\u0631 \u0645\u062d\u0645\u062f \u0639\u0644\u064a 2020) \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0647\u0648 \u0627\u062d\u062f \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0647 \u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0647\u0648 \u0645\u0646 \u0623\u062d\u062f \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u064a\u0639\u0643\u0633 \u062a\u0637\u0648\u0631\u0627\u064b \u0643\u0628\u064a\u0631\u0627\u064b \u0641\u064a \u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0625\u0646\u0633\u0627\u0646\u064a 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\u0644\u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0625\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0629” Tensorflow” \u0648\u0631\u0628\u0637\u0647\u0627 \u0628\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u0648\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u062e\u062a\u0631\u0646\u0627 \u062b\u0644\u0627\u062b\u0629 \u0627\u0635\u0646\u0627\u0641 \u0645\u0646 \u0627\u0644\u0641\u0627\u0643\u0647\u0629 \u0647\u0645\u0627 \u0627\u0644\u0645\u0648\u0632 \u0648\u0627\u0644\u062a\u0641\u0627\u062d \u0648\u0627\u0644\u0645\u0627\u0646\u062c\u0648 \u0628\u0639\u062f\u062f \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0648 \u0623\u062c\u0631\u064a\u0646\u0627 \u0639\u0644\u064a\u0647\u0627 \u0639\u062f\u062f \u0645\u0646 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0644\u062a\u062d\u0642\u064a\u0642 \u062f\u0642\u0629 \u062a\u0635\u0646\u064a\u0641 \u0645\u0646\u0627\u0633\u0628\u0629 \u0628\u062f\u0621\u0627\u064b \u0628\u0625\u062e\u062a\u064a\u0627\u0631 \u0635\u0646\u0641\u064a\u0646 \u0647\u0645\u0627 \u0627\u0644\u062a\u0641\u0627\u062d \u0648\u0627\u0644\u0645\u0648\u0632 \u0628\u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0631\u0645\u0627\u062f\u064a\u0629 \u0648\u062d\u0635\u0644\u0646\u0627 \u0639\u0644\u0649 \u062f\u0642\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u0627\u0636\u0627\u0641\u0629 \u0635\u0646\u0641 \u062b\u0627\u0644\u062b \u0648\u0647\u0648 \u0627\u0644\u0645\u0627\u0646\u062c\u0648 \u0648\u0645\u0646 \u062b\u0645 \u0632\u064a\u0627\u062f\u0629 \u0639\u062f\u062f \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0625\u0644\u0649 \u0631\u0645\u0627\u062f\u064a\u0629 \u0648\u0627\u062f\u062e\u0627\u0644\u0647\u0627 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u0628\u0644\u063a\u062a 99.8% \u0639\u0646\u062f\u0645\u0627 \u0627\u0633\u062a\u062e\u062f\u0645\u0646\u0627 \u0627\u0644\u0623\u0635\u0646\u0627\u0641 \u0627\u0644\u062b\u0644\u0627\u062b\u0629\u060c\u0648\u0645\u0646 \u062b\u0645 \u062d\u0633\u0627\u0628 \u0627\u0644\u0633\u0639\u0631\u0627\u062a \u0627\u0644\u062d\u0631\u0627\u0631\u064a\u0629 \u0644\u0644\u0623\u0635\u0646\u0627\u0641 \u0627\u0644\u062b\u0644\u0627\u062b\u0647 [8] .<\/p>\n

    \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0635\u0648\u0631 \u0639\u0628\u0631 \u0627\u0644\u0627\u0646\u062a\u0631\u0646\u062a “OCR Online” \u062d\u064a\u062b \u062a\u062a\u0645 \u0639\u0645\u0644\u064a\u0629 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0646\u0635\u064b\u0627 \u0645\u0646 \u0645\u0644\u0641 \u0635\u0648\u0631\u0629 \u0645\u0645\u0633\u0648\u062d\u0629 \u0636\u0648\u0626\u064a\u064b\u0627 \u0648 \u062a\u062d\u0631\u064a\u0631 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0641\u064a \u0645\u0644\u0641” Word” \u060c \u064a\u0645\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u062a\u062d\u0648\u064a\u0644 \u0645\u0644\u0641 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0645\u0645\u0633\u0648\u062d\u0629 \u0636\u0648\u0626\u064a\u064b\u0627 \u0625\u0644\u0649 \u0646\u0635 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a. \u0643\u0630\u0644\u0643 \u0627\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0645\u0633\u0648\u062d\u0629 \u0636\u0648\u0626\u064a\u064b\u0627 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0625\u0644\u0649” Excel”.[9]<\/p>\n

    \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0649 \u0645\u0644\u0641 ” WORD” \u062a\u0645\u0643\u0646\u0643 \u0647\u0630\u0647 \u0627\u0644\u0627\u062f\u0627\u0629 \u0645\u0646 \u062a\u062d\u0648\u064a\u0644 \u0645\u0644\u0641\u0627\u062a” JPG” \u0625\u0644\u0649” WORD” . \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0639\u0644\u0627\u0648\u0629 \u0639\u0644\u0649 \u0630\u0644\u0643 \u060c \u064a\u0648\u0641\u0631 \u0645\u062d\u0648\u0644” PDF” \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a. \u0645\u0627 \u0639\u0644\u064a\u0643 \u0633\u0648\u0649 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u062f\u0645\u062c\u0647\u0627 \u0623\u0648 \u062a\u062d\u0631\u064a\u0631\u0647\u0627 \u0623\u0648 \u0641\u062a\u062d\u0647\u0627 \u0623\u0648 \u062a\u062d\u0648\u064a\u0644\u0647\u0627[10].<\/p>\n

    \u0645\u0634\u063a\u0644 \u0642\u0648\u0642\u0644” Google Drive” \u064a\u0648\u0641\u0631” Google Drive” \u0623\u0633\u0647\u0644 \u0637\u0631\u064a\u0642\u0629 \u0644\u062a\u062d\u0648\u064a\u0644 \u0645\u0633\u062a\u0646\u062f\u0627\u062a\u0643 \u0625\u0644\u0649 \u0646\u0635 \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u062d\u0631\u064a\u0631. \u0628\u064a\u0646\u0645\u0627 \u064a\u062d\u062a\u0648\u064a” Google Keep ” \u0623\u064a\u0636\u064b\u0627 \u0639\u0644\u0649 \u0645\u064a\u0632\u0629” OCR” \u0648\u0647\u064a \u062c\u064a\u062f\u0629 \u0645\u0639 \u0627\u0644\u0642\u0648\u0627\u0626\u0645 \u0648\u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0648\u0644\u0643\u0646\u0643 \u0644\u0627 \u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u062f\u0639\u0645” Google Doc ” . \u0644\u0630\u0644\u0643 \u0633\u0648\u0641 \u0646\u0647\u062a\u0645 \u0628\u0645\u064a\u0632\u0629 ” Google Drive OCR “. \u0633\u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0645\u0644\u0627\u0621\u0645\u0629 \u060c \u0643\u0644 \u0645\u0627 \u0639\u0644\u064a\u0643 \u0641\u0639\u0644\u0647 \u0647\u0648 “\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0635\u0648\u0631\u0629 \u0639\u0644\u0649” Google Drive” \u0628\u0639\u062f \u0630\u0644\u0643 \u060c \u0641\u0642\u0637 \u0627\u0646\u0642\u0631 \u0628\u0632\u0631 \u0627\u0644\u0645\u0627\u0648\u0633 \u0627\u0644\u0623\u064a\u0645\u0646 \u0641\u0648\u0642\u0647 \u060c \u0648\u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u0641\u062a\u062d \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062d\u0631\u0631 \u0645\u0633\u062a\u0646\u062f\u0627\u062a ” Google” \u0627\u0644\u0622\u0646 \u060c \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0645\u0644\u0641 \u0648\u062a\u0639\u0642\u064a\u062f\u0647 \u060c \u0633\u064a\u0639\u0645\u0644 \u0645\u062d\u0631\u0631 \u0645\u0633\u062a\u0646\u062f\u0627\u062a” Google” \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0635\u0648\u0631\u0629 \u0625\u0644\u0649 \u0646\u0635. [11]<\/strong><\/p>\n

    3- \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641OCR:<\/strong><\/p>\n

    \u062a\u0642\u0646\u064a\u0629 \u00a0\u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641 ” OCR” \u062a\u0639\u062a\u0628\u0631 \u0645\u0646 \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0627\u0644\u0645\u064f\u0633\u0627\u0639\u062f\u0629 \u0644\u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u064a\u064f\u0645\u0643\u0646 \u062a\u0639\u0631\u064a\u0641\u0647\u0627 \u0628\u0623\u0646\u0647\u0627 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0645\u064f\u0633\u062a\u062e\u062f\u0645\u0629 \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0645\u0635\u0648\u0631\u0629 \u0625\u0644\u0649 \u0645\u0644\u0641 \u0631\u0642\u0645\u064a \u064a\u064f\u0645\u0643\u0646 \u0625\u062f\u0627\u0631\u0629 \u0645\u062d\u062a\u0648\u0627\u0629 \u0648\u0625\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0627\u064b \u0645\u0646 \u062e\u0644\u0627\u0644 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0639\u0645\u0644 \u0648\u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u060c\u0648 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0642 \u0627\u0644\u0636\u0648\u0626\u064a \u062a\u0633\u062a\u0637\u064a\u0639 \u0642\u0631\u0627\u0621\u0629 \u0648\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0645\u0635\u0648\u0631\u0629 \u0648\u0627\u0644\u062a\u064a \u0628\u0647\u0627 \u0646\u0635\u0648\u0635 \u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u0625\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0627\u0633\u062d \u0627\u0644\u0636\u0648\u0626\u064a \u0648 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0627\u0644\u0623\u062e\u0631\u064a \u0625\u0644\u0649 \u0646\u0635\u0648\u0635 \u064a\u0645\u0643\u0646 \u062a\u062d\u0631\u064a\u0631\u0647\u0627 \u0648\u0646\u0633\u062e\u0647\u0627 \u062b\u0645 \u0627\u0644\u062a\u0639\u062f\u064a\u0644 \u0639\u0644\u064a\u0647\u0627\u060c \u0648\u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u062a\u062e\u062a\u0635\u0631 \u0648\u0642\u062a \u0625\u0639\u0627\u062f\u0629 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0627\u0644\u0645\u0635\u0648\u0631 \u0645\u0646 \u062c\u062f\u064a\u062f. \u062d\u064a\u062b \u062a\u0628\u0631\u0632 \u0623\u0647\u0645\u064a\u0629 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641” OCR” \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641 \u0647\u0648\u00a0 \u0646\u0648\u0639 \u0645\u0646 \u200f\u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u062a\u0642\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641” Recognition “\u060c \u064a\u0645\u0643\u0646 \u0645\u0646 \u062e\u0644\u0627\u0644\u0647\u0627 \u062a\u062d\u0648\u064a\u0644 \u0635\u0648\u0631 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u0627\u0644\u064a\u062f \u0623\u0648 \u0627\u0644\u0645\u0637\u0628\u0648\u0639\u0629 \u0645\u063a\u0644\u0642\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0625\u0644\u0649 \u200f\u0646\u0635\u0648\u0635 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u062d\u0631\u064a\u0631. \u0628\u0631\u0646\u0627\u0645\u062c” OCR\u200f” \u0627\u0644\u062f\u0627\u0639\u0645 \u0644\u0644\u063a\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0648\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0643\u062b\u064a\u0631\u0627 \u0641\u064a \u0627\u0644\u062d\u064a\u0627\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0648\u0627\u0644\u0648\u0632\u0627\u0631\u0627\u062a \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629 \u0648\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u062e\u0627\u0635. \u0643\u0645\u0627 \u0627\u0646 \u0644\u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0641\u0648\u0627\u0626\u062f \u0639\u062f\u064a\u062f\u0629 \u0627\u0648\u0644\u0647\u0627 \u0627\u0644\u062a\u0646\u0638\u064a\u0645: \u062a\u0646\u0638\u064a\u0645 \u0623\u062d\u062c\u0627\u0645 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 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[12]<\/strong><\/p>\n

    4- \u0627\u0644\u062e\u0627\u062a\u0645\u0629:<\/strong><\/p>\n

    \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0648\u062c\u0648\u062f \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u062d\u0631\u0641 \u060c \u0644\u0627 \u064a\u0632\u0627\u0644 \u0647\u0646\u0627\u0643 \u0645\u062c\u0627\u0644 \u0625\u0636\u0627\u0641\u064a \u0644\u0640 \u062a\u0637\u0648\u064a\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062c\u062f\u064a\u062f\u0629. \u0647\u0630\u0627 \u064a\u0631\u062c\u0639 \u0625\u0644\u0649 \u062d\u0642\u064a\u0642\u0629 \u0623\u0646 \u0647\u0646\u0627\u0643 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u062a\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u064a\u062f\u0648\u064a\u0629 \u0648\u0623\u0646\u0645\u0627\u0637 \u0648\u062e\u0637\u0648\u0637 \u0623\u062d\u0631\u0641 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0645\u0637\u0628\u0648\u0639\u0629. \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0639\u0645\u0644\u060c \u0646\u0627\u0642\u0634 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0623\u062d\u062f\u062b \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0627\u062a \u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0648 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0646\u0635\u0648\u0635 \u0645\u062b\u0644 \u0627\u0644\u0645\u0637\u0628\u0648\u0639\u0629 \u0648\u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u062e\u0637 \u0627\u0644\u064a\u062f \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u0644\u0648\u062d\u0627\u062a \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u062e\u0637 \u0627\u0644\u064a\u062f \u0648\u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0635\u0644\u0629 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643 \u062a\u0645 \u0623\u062e\u0630 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0647\u0627\u0645\u0629 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0648\u0647\u064a \u062f\u0642\u0629 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a. \u0623\u0646 \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629OCR \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0631\u0641\u064a\u060c \u0642\u062f \u062a\u062d\u0642\u064a\u0642 \u0646\u062a\u0627\u0626\u062c \u0623\u0641\u0636\u0644 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635 \u0627\u0644\u0645\u0648\u062c\u0648\u062f \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629 .<\/p>\n

    \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0648\u0627\u0644\u0645\u0631\u0627\u062c\u0639:<\/strong><\/p>\n

    1- Singh, T. P., Gupta, S., & Garg, M. (2022). Machine Learning: A Review on Supervised Classification Algorithms and their Applications to Optical Character Recognition in Indic Scripts.\u00a0ECS Transactions<\/em>,\u00a0107<\/em>(1), 6233.<\/p>\n

    2-Srivastava, S., Verma, A., & Sharma, S. (2022, February). Optical Character Recognition Techniques: A Review. In\u00a02022 IEEE International Students’ Conference on Electrical, Electronics and Computer Science (SCEECS)<\/em>\u00a0(pp. 1-6). IEEE.<\/p>\n

    3-Thabasum, A., Florence, M. L., Ashwini, A., Kamesh, P., & Majeed, M. H. (2022). Tesseract Aid for Blind People Using Optical Character Recognition (OCR) Algorithm.\u00a0CENTRAL ASIAN JOURNAL OF THEORETICAL & APPLIED SCIENCES<\/em>,\u00a03<\/em>(5), 200-220.<\/p>\n

    4-Thorat, C., Bhat, A., Sawant, P., Bartakke, I., & Shirsath, S. (2022). A Detailed Review on Text Extraction Using Optical Character Recognition.\u00a0ICT Analysis and Applications<\/em>, 719-728.<\/p>\n

    5-Divya, N., Pradeepraj, P., & Sivakumar, V. (2021). Development of Vehicle Number Recognition and Retrieval System with Web Application.\u00a0Annals of the Romanian Society for Cell Biology<\/em>, 15068-15073.<\/p>\n

    6-Su, Y. M., Peng, H. W., Huang, K. W., & Yang, C. S. (2019, November). Image processing technology for text recognition. In\u00a02019 International Conference on Technologies and Applications of Arti\ufb01cial Intelligence (TAAI)<\/em>\u00a0(pp. 1-5). IEEE.<\/p>\n

    7-Silfverberg, Miikka & Rueter, Jack. (2015). Can Morphological Analyzers Improve the Quality of Optical Character Recognition?. Septentrio Conference Series. 45. 10.7557\/5.3467.<\/p>\n

    8-\u0639\u0644\u064a, \u0646. \u062e. (2020). \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0648\u0630\u062c \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0635\u0648\u0631 \u0627\u0644\u0641\u0648\u0627\u0643\u0647 \u0628\u0625\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u0644\u062a\u0641\u0629. \u062c\u0627\u0645\u0639\u0629 \u0625\u0641\u0631\u064a\u0642\u064a\u0627 \u0627\u0644\u0639\u0627\u0644\u0645\u064a<\/em><\/p>\n

    9-easypdf . (n.d.). convert image to text Retrieved 2022, from easypdf : https:\/\/ easypdf.com\/ocr-online<\/p>\n

    10-online2pdf . (n.d.). convert image to text Retrieved 2022, from online2pdf : https:\/\/ online2pdf.com \/convert-jpg-to-word<\/p>\n

    11-techwiser. (n.d.). ocr download for windows 10 Retrieved 2022, from techwiser: https:\/\/ techwiser.com\/best-free-ocr-software-for-windows-10\/<\/p>\n

    12- \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a,\u0631. (n.d.). \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0644\u0644\u062d\u0631\u0648\u0641\u060c<\/em>. Retrieved 6 23, 2022, from https:\/\/www.ramzit.com\/ar\/\u062a\u0642\u0646\u064a\u0629-\u0627\u0644\u062a\u0639\u0631\u0641-\u0627\u0644\u0636\u0648\u0626\u064a-\u0639\u0644\u0649-\u0627\u0644\u062d\u0631\u0648\u0641\/<\/p>\n","protected":false},"excerpt":{"rendered":"

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