{"id":53225,"date":"2023-07-01T12:00:26","date_gmt":"2023-07-01T12:00:26","guid":{"rendered":"https:\/\/informaticsjournal.net\/?p=53225"},"modified":"2026-10-26T18:59:40","modified_gmt":"2026-10-26T18:59:40","slug":"%d8%ac%d8%af%d9%88%d9%89-%d8%a7%d9%84%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d9%84%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a-%d8%a7%d9%84%d9%85%d8%ad%d9%84%d9%8a-%d9%85%d9%81%d8%aa%d9%88%d8%ad-%d8%a7%d9%84","status":"publish","type":"post","link":"https:\/\/informaticsjournal.net\/?p=53225","title":{"rendered":"\u062c\u062f\u0648\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0644\u064a \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0631\u0642\u0645\u064a\u0629"},"content":{"rendered":"
\n

\u0645\u0642\u062f\u0645\u0629:<\/strong><\/h2>\n

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\u0627\u0644\u0633\u064a\u0627\u0642:<\/strong><\/h2>\n

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\u0645\u062c\u0645\u0648\u0639\u0627\u062a\u0646\u0627 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0645\u0646 (CONTENTdm)<\/bdi> \u0625\u0644\u0649 \u0646\u0638\u0627\u0645 \u062c\u062f\u064a\u062f \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0623\u0635\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 (Digital Assets Management, DAM)<\/bdi> \u0645\u0646 \u0634\u0631\u0643\u0629 (Orange Logic)<\/bdi> (\u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0635\u062f\u0631<\/a>). \u0648\u0645\u0639 \u0623\u0646 \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0623\u0635\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0645\u0646 (Orange Logic)<\/bdi> \u064a\u0642\u062f\u0651\u0645 \u062e\u062f\u0645\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 \u0623\u0637\u0631\u0627\u0641 \u062b\u0627\u0644\u062b\u0629\u060c \u0647\u064a (Google)<\/bdi> \u0648(Microsoft)<\/bdi>\u060c \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0627\u062d\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u0648\u0648\u0633\u0645 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u0633\u064a\u0621\u060c \u0641\u0625\u0646\u0647 \u0644\u0627 \u064a\u0642\u062f\u0651\u0645 \u062a\u0648\u0644\u064a\u062f \u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u0635\u0648\u0631 (image captioning)<\/bdi> \u0636\u0645\u0646 \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062f\u064a\u0647. \u0648\u062d\u064a\u0646 \u062a\u0637\u0644\u0651\u0639\u0646\u0627 \u0625\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0628\u0639\u0636 \u062c\u0648\u0627\u0646\u0628 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a\u0646\u0627 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0648\u0631\u0628\u0645\u0627 \u0623\u062a\u0645\u062a\u062a\u0647\u0627\u060c \u0642\u062f\u0651\u0645 \u0645\u0634\u0631\u0648\u0639 (Sheeko)<\/bdi> \u062d\u0644\u064b\u0627 \u0645\u062d\u062a\u0645\u0644\u064b\u0627 \u0641\u064a \u0635\u0648\u0631\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u062d\u0644\u064a\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0625\u0646\u062a\u0627\u062c \u0623\u0648\u0635\u0627\u0641 \u0623\u0645\u0650\u0644\u0646\u0627 \u0623\u0646 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0625\u0646\u0634\u0627\u0621 \u0623\u0648\u0635\u0627\u0641 \u0623\u0648 \u0639\u0646\u0627\u0648\u064a\u0646 \u0644\u0644\u0635\u0648\u0631\u060c \u0648\u0644\u0627 \u0633\u064a\u0645\u0627 \u0641\u064a \u0628\u0639\u0636 \u0645\u062c\u0645\u0648\u0639\u0627\u062a\u0646\u0627 \u0627\u0644\u0623\u0643\u0628\u0631.<\/p>\n

\u062d\u0644\u0648\u0644 \u0645\u062d\u062a\u0645\u0644\u0629 \u0645\u0646 \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a:<\/strong><\/h2>\n

\u0642\u0628\u0644 \u0627\u0644\u062e\u0648\u0636 \u0641\u064a \u062a\u0641\u0627\u0635\u064a\u0644 \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 \u0647\u0630\u0647 \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0630\u0643\u0627\u0621 (Sheeko)<\/bdi> \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641 \u0645\u062d\u0644\u064a\u064b\u0627\u060c \u0645\u0646 \u0627\u0644\u0645\u0641\u064a\u062f \u0625\u062c\u0631\u0627\u0621 \u0627\u0633\u062a\u0639\u0631\u0627\u0636 \u0645\u0648\u062c\u0632 \u0644\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u062a\u064a \u0623\u0635\u0628\u062d\u062a \u0645\u062a\u0627\u062d\u0629 \u0644\u062c\u0627\u0645\u0639\u0629 \u0643\u0627\u0644\u063a\u0627\u0631\u064a\u060c \u0648\u0627\u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0628\u064a\u0646 \u0628\u0639\u0636 \u0646\u0642\u0627\u0637 \u0642\u0648\u062a\u0647\u0627 \u0648\u0636\u0639\u0641\u0647\u0627 \u0641\u064a\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0628\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629. \u0641\u062e\u062f\u0645\u0629 (Azure Custom Vision)<\/bdi> \u0645\u0646 (Microsoft)<\/bdi> (\u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0635\u062f\u0631<\/a>) \u00ab\u062e\u062f\u0645\u0629 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u062a\u062a\u064a\u062d \u0644\u0643 \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c\u0643 \u0627\u0644\u062e\u0627\u0635\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0648\u0646\u0634\u0631\u0647\u0627 \u0648\u062a\u062d\u0633\u064a\u0646\u0647\u0627\u00bb (Farley et al. 2022)<\/bdi>. \u0648\u062b\u0645\u0629 \u0641\u0631\u0642 \u0631\u0626\u064a\u0633 \u0648\u0627\u062d\u062f \u0628\u064a\u0646 \u062e\u062f\u0645\u062a\u064e\u064a (Computer Vision)<\/bdi> \u0648(Custom Vision)<\/bdi> \u0645\u0646 (Microsoft)<\/bdi>\u061b \u0625\u0630 \u062a\u0645\u0646\u062d (Custom Vision)<\/bdi> \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062a\u0633\u0645\u064a\u0627\u062a (labels)<\/bdi> \u0627\u0644\u062a\u064a \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0644\u0623\u0634\u064a\u0627\u0621 \u062f\u0627\u062e\u0644 \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0627\u0643\u062a\u0634\u0627\u0641 \u062a\u0644\u0643 \u0627\u0644\u0623\u0634\u064a\u0627\u0621\u060c \u0641\u064a \u062d\u064a\u0646 \u062a\u0642\u062f\u0651\u0645 (Computer Vision)<\/bdi> \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u00ab\u0623\u0646\u0637\u0648\u0644\u0648\u062c\u064a\u0627 \u062a\u0636\u0645 \u0623\u0643\u062b\u0631 \u0645\u0646 10,000 \u0645\u0641\u0647\u0648\u0645 \u0648\u0634\u064a\u0621\u00bb \u062b\u0627\u0628\u062a\u0629 \u064a\u0645\u0643\u0646 \u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 (Computer Vision . . . c2023)<\/bdi>. \u0648\u062a\u0642\u062f\u0651\u0645 (Computer Vision)<\/bdi> \u0623\u064a\u0636\u064b\u0627 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0645\u0646\u0647\u0627 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641 (Optical Character Recognition, OCR)<\/bdi> \u0648\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u0648\u0647\u064a \u0645\u0641\u064a\u062f\u0629 \u0643\u0630\u0644\u0643 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 (discovery)<\/bdi> \u0627\u0644\u0635\u0648\u0631 \u0641\u064a \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629\u060c \u0644\u0643\u0646 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0644\u0627 \u064a\u062a\u0646\u0627\u0648\u0644\u0647\u0627. \u0648\u0645\u0639 \u0623\u0646 \u062e\u062f\u0645\u0629 (Computer Vision)<\/bdi> \u0645\u0646 (Azure)<\/bdi> (\u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0635\u062f\u0631<\/a>) \u062a\u0642\u062f\u0651\u0645 \u0641\u0639\u0644\u064b\u0627 \u062e\u062f\u0645\u0629 \u0644\u0644\u0648\u0635\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0636\u0645\u0646 \u062d\u0632\u0645\u0629 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0639\u0631\u0641\u064a\u0629 (Cognitive Services)<\/bdi>\u060c \u0641\u0625\u0646 \u0647\u0630\u0627 \u0627\u0644\u0645\u0646\u062a\u062c \u063a\u064a\u0631 \u0645\u062f\u0631\u062c \u0641\u064a \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0623\u0637\u0631\u0627\u0641 \u0627\u0644\u062b\u0627\u0644\u062b\u0629 \u0644\u062f\u0649 (Orange Logic)<\/bdi>\u060c \u0648\u0633\u064a\u062a\u0637\u0644\u0628 \u0645\u0632\u064a\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u062a\u062e\u0635\u064a\u0635. \u0623\u0645\u0627 (Google Vision)<\/bdi> (\u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0635\u062f\u0631<\/a>) \u0641\u062a\u062a\u064a\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u00ab\u0625\u0633\u0646\u0627\u062f \u062a\u0633\u0645\u064a\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u0635\u0646\u064a\u0641\u0647\u0627 \u0628\u0633\u0631\u0639\u0629 \u0641\u064a \u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627. \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0634\u064a\u0627\u0621\u060c \u0648\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u0637\u0628\u0648\u0639\u0629 \u0648\u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u062e\u0637 \u0627\u0644\u064a\u062f\u060c \u0648\u0628\u0646\u0627\u0621 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0635\u0641\u064a\u0629 \u0642\u064a\u0651\u0645\u0629 \u0641\u064a \u0641\u0647\u0631\u0633 \u0635\u0648\u0631\u0643\u00bb (Vision AI \u2026 n.d.)<\/bdi>. \u0648\u062a\u062e\u0637\u0637 (LCR)<\/bdi> \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0644\u0648\u0633\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u0644\u0635\u0648\u0631 \u0628\u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0627\u062d\u064a\u0629 \u0645\u0633\u062a\u0642\u0628\u0644\u064b\u0627\u060c \u0644\u0643\u0646 \u0623\u064a\u064b\u0651\u0627 \u0645\u0646\u0647\u0645\u0627 \u0644\u0645 \u064a\u0643\u0646 \u0645\u0641\u064a\u062f\u064b\u0627 \u0628\u0645\u0641\u0631\u062f\u0647 \u0641\u064a \u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0623\u0648 \u0627\u0644\u0639\u0646\u0627\u0648\u064a\u0646 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629 \u0627\u0644\u062a\u064a \u0643\u0646\u0627 \u0646\u0631\u064a\u062f\u0647\u0627 \u062d\u0627\u0644\u064a\u064b\u0627. \u0648\u062a\u062a\u0637\u0644\u0628 \u062e\u062f\u0645\u0627\u062a (Microsoft)<\/bdi> \u0648(Google)<\/bdi> \u0643\u0644\u062a\u0627\u0647\u0645\u0627 \u0625\u0631\u0633\u0627\u0644 \u0627\u0644\u0635\u0648\u0631 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)<\/bdi> \u0625\u0644\u0649 \u062e\u062f\u0645\u0627\u062a\u0647\u0645\u0627\u060c \u062b\u0645 \u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0633\u062a\u063a\u0631\u0642 \u0648\u0642\u062a\u064b\u0627 \u0648\u064a\u062a\u0645 \u062e\u0627\u0631\u062c \u0627\u0644\u0645\u0624\u0633\u0633\u0629. \u0648\u0644\u0648 \u0623\u064f\u062c\u0631\u064a\u062a \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0624\u0633\u0633\u0629 \u0628\u062c\u0647\u0627\u0632 \u0645\u062d\u0644\u064a\u060c \u0644\u0623\u0645\u0643\u0646 \u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u0648\u0631 \u0628\u062d\u062c\u0645 \u0623\u0643\u0628\u0631 \u0648\u0633\u0631\u0639\u0629 \u0623\u0639\u0644\u0649. \u0648\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0644\u062e\u062f\u0645\u0627\u062a (Google)<\/bdi> \u0648(Microsoft)<\/bdi> \u0643\u0644\u062a\u064a\u0647\u0645\u0627 \u062a\u0643\u0644\u0641\u0629\u060c \u0648\u0625\u0646 \u0644\u0645 \u062a\u0643\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 \u0647\u0630\u0647 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0628\u0645\u0627 \u064a\u0643\u0641\u064a \u0644\u062a\u0643\u0648\u0646 \u0631\u0627\u062f\u0639\u064b\u0627 \u0639\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 [1][2]. \u0648\u062a\u062a\u0645\u062b\u0644 \u0623\u0643\u0628\u0631 \u0646\u0642\u0627\u0637 \u0642\u0648\u0629 \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0623\u0637\u0631\u0627\u0641 \u0627\u0644\u062b\u0627\u0644\u062b\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0639\u0628\u0631 (Orange Logic)<\/bdi> \u0641\u064a \u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627\u060c \u0648\u062a\u0643\u0627\u0645\u0644\u0647\u0627 \u0645\u0639 \u0645\u0646\u0635\u0629 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629\u060c \u0648\u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0623\u0634\u064a\u0627\u0621 \u0623\u0648 \u0623\u0634\u062e\u0627\u0635 \u0628\u0639\u064a\u0646\u0647\u0645 \u062b\u0645 \u0648\u0633\u0645 \u0627\u0644\u0635\u0648\u0631 \u0622\u0644\u064a\u064b\u0627. \u063a\u064a\u0631 \u0623\u0646 \u0623\u064a\u064b\u0651\u0627 \u0645\u0646 \u0647\u0627\u062a\u064a\u0646 \u0627\u0644\u062e\u062f\u0645\u062a\u064a\u0646 \u0644\u0645 \u062a\u0642\u062f\u0651\u0645 \u0627\u0644\u062d\u0644 \u0627\u0644\u0623\u0645\u062a\u0646 \u0627\u0644\u0645\u062a\u0645\u062b\u0644 \u0641\u064a \u062a\u0648\u0644\u064a\u062f \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0648\u0635\u0641 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0644\u0639\u0646\u0627\u0648\u064a\u0646\u0647\u0627. \u0648\u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u060c \u0643\u0627\u0646 (Sheeko)<\/bdi> \u064a\u0642\u062f\u0651\u0645 \u062d\u0644\u064b\u0627 \u0645\u062d\u062a\u0645\u0644\u064b\u0627 \u0644\u0644\u0648\u0635\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631.<\/p>\n

(Sheeko)<\/bdi>: \u062d\u0644 \u0645\u062d\u0644\u064a \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631:<\/strong><\/h2>\n

(Sheeko)<\/bdi> \u0628\u064a\u0626\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0645\u062d\u0644\u064a\u064b\u0627\u060c \u0637\u0648\u0651\u0631\u0647\u0627 \u0641\u0631\u064a\u0642 \u0645\u0646 \u0645\u0643\u062a\u0628\u0629 \u062c\u064a\u0647. \u0648\u064a\u0644\u0627\u0631\u062f \u0645\u0627\u0631\u064a\u0648\u062a (J. Willard Marriott Library)<\/bdi> \u0628\u062c\u0627\u0645\u0639\u0629 \u064a\u0648\u062a\u0627 (University of Utah)<\/bdi>\u060c \u064a\u062a\u0623\u0644\u0641 \u0645\u0646 \u0647\u0627\u0631\u064a\u0634 \u0645\u0627\u0631\u064a\u0646\u063a\u0627\u0646\u062a\u064a (Harish Maringanti)<\/bdi>\u060c \u0648\u062f\u0627\u0646\u0648\u0634\u0643\u0627 \u0633\u0627\u0645\u0627\u0631\u0627\u0643\u0648\u0646 (Dhanushka Samarakoon)<\/bdi>\u060c \u0648\u0628\u0648\u0647\u0627\u0646 \u062a\u0634\u0648 (Bohan Zhu)<\/bdi>. \u0648\u064a\u0637\u0628\u0651\u0642 (Sheeko)<\/bdi> \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0635\u0648\u0631 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0623\u0648\u0635\u0627\u0641. \u0648\u0647\u0648 \u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0628\u064a\u0626\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0645\u0643\u0648\u0646\u0627\u062a\u0647\u0627 \u0645\u062f\u0631\u062c\u0629 \u0623\u0648 \u0645\u062a\u0627\u062d\u0629 \u0644\u0644\u062a\u0646\u0632\u064a\u0644 \u0639\u0628\u0631 (GitHub)<\/bdi>. \u0648\u064a\u0642\u062f\u0651\u0645 (Sheeko)<\/bdi> \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u064a\u0646 \u062b\u0644\u0627\u062b\u0629 \u062e\u064a\u0627\u0631\u0627\u062a \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u0629\u060c \u0643\u0645\u0627 \u0647\u0648 \u0645\u0648\u0636\u062d \u0641\u064a \u0642\u0633\u0645\u064e\u064a \u00ab(Training a Model)<\/bdi>\u00bb \u0648\u00ab(Sheeko Pretrained Models Resource)<\/bdi>\u00bb \u0645\u0646 \u0645\u0644\u0641 (README)<\/bdi> \u0641\u064a \u0645\u0633\u062a\u0648\u062f\u0639 (GitHub)<\/bdi> (Samarakoon and Zhu 2021)<\/bdi>. \u0625\u0630 \u064a\u0645\u0643\u0646 \u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a (Sheeko)<\/bdi> \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c\u0647\u0645 \u0627\u0644\u062e\u0627\u0635 (\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c (Inception v3)<\/bdi>)\u060c \u0623\u0648 \u0636\u0628\u0637 \u0646\u0645\u0648\u0630\u062c \u0642\u0627\u0626\u0645 \u0636\u0628\u0637\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 (\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c (im2txt)<\/bdi>)\u060c \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062d\u062f \u0633\u0628\u0639\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u062f\u0631\u064e\u0651\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0645\u062a\u0627\u062d\u0629 \u0644\u0644\u062a\u0646\u0632\u064a\u0644 \u0639\u0644\u0649 \u0645\u0648\u0642\u0639\u0647\u0645 (Maringanti et al. n.d)<\/bdi>. \u0644\u0643\u0646 \u0642\u0628\u0644 \u0627\u0644\u0634\u0631\u0648\u0639 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u064a\u062c\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u062b\u0628\u064a\u062a \u0627\u0644\u062d\u0632\u0645\u0629 \u0625\u0645\u0627 \u0641\u064a (VirtualBox)<\/bdi>\u060c \u0648\u0625\u0645\u0627 \u0628\u062a\u0646\u0632\u064a\u0644 \u062d\u0632\u0645\u0629 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0648\u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627.<\/p>\n

\u0648\u0643\u0627\u0646 \u0627\u0644\u0642\u0635\u062f \u0645\u0646 \u0627\u062e\u062a\u0628\u0627\u0631 (Sheeko)<\/bdi> \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u0643\u0627\u0644\u063a\u0627\u0631\u064a \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c\u060c \u0623\u0648 \u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c \u0645\u062f\u0631\u064e\u0651\u0628 \u0645\u0633\u0628\u0642\u064b\u0627 \u0645\u0646 (Sheeko)<\/bdi>\u060c \u0625\u062c\u0627\u0628\u0629\u064b \u0639\u0645\u0644\u064a\u0629 \u0639\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0644\u0644\u0623\u0648\u0635\u0627\u0641 \u0648\u0627\u0644\u0639\u0646\u0627\u0648\u064a\u0646 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u064a \u0644\u0645 \u062a\u0643\u0646 \u0645\u0648\u0635\u0648\u0641\u0629 \u062d\u064a\u0646\u0626\u0630. \u0648\u0642\u062f \u0623\u064f\u062c\u0631\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u0643\u0627\u0644\u063a\u0627\u0631\u064a \u0639\u0627\u0645 2020 \u0641\u064a \u0623\u062b\u0646\u0627\u0621 \u062c\u0627\u0626\u062d\u0629 \u0643\u0648\u0641\u064a\u062f-19\u060c \u062d\u064a\u0646 \u0643\u0627\u0646 \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0648\u0638\u0641\u064a\u0646\u060c \u0648\u0623\u0646\u0627 \u0645\u0646\u0647\u0645\u060c \u064a\u0639\u0645\u0644\u0648\u0646 \u0645\u0646 \u0627\u0644\u0645\u0646\u0632\u0644. \u0648\u0644\u0645 \u062a\u0646\u062c\u062d \u0627\u0644\u0645\u062d\u0627\u0648\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u062a\u062b\u0628\u064a\u062a (VirtualBox)<\/bdi>\u060c \u0641\u0637\u0644\u0628\u062a \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0645\u0646 \u0645\u0648\u0638\u0641\u064a \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 (Technology Services)<\/bdi> \u0644\u062f\u064a\u0646\u0627.<\/p>\n

\u0648\u0644\u0623\u0646 \u0628\u064a\u0626\u0629 (VirtualBox)<\/bdi> \u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 (Vagrant)<\/bdi> \u0648\u062a\u062a\u0637\u0644\u0628 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0636\u0628\u0637 \u0625\u0639\u062f\u0627\u062f\u0627\u062a (BIOS)<\/bdi> \u0627\u0644\u0644\u0627\u0632\u0645\u0629\u060c \u0648\u0644\u0623\u0646 \u0647\u0630\u0627 \u0627\u0644\u0639\u0645\u0644 \u0643\u0627\u0646 \u0633\u064a\u064f\u0646\u0641\u064e\u0651\u0630 \u0639\u0644\u0649 \u062d\u0627\u0633\u0648\u0628 \u0645\u062d\u0645\u0648\u0644 \u062a\u062f\u064a\u0631\u0647 \u0627\u0644\u062c\u0627\u0645\u0639\u0629 \u0648\u0645\u0648\u062c\u0648\u062f \u062d\u064a\u0646\u0626\u0630 \u0641\u064a \u0645\u0646\u0632\u0644\u064a\u060c \u0628\u0645\u0633\u0627\u0639\u062f\u0629 \u0639\u0646 \u0628\u064f\u0639\u062f \u0645\u0646 \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629\u060c \u0644\u0645 \u064a\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 (VirtualBox)<\/bdi> \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u062a\u0627\u062d\u064b\u0627. \u0648\u0645\u0646 \u062b\u064e\u0645\u0651 \u0643\u0627\u0646 \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0645\u062d\u0644\u064a \u0644\u062d\u0632\u0645\u0629 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0647\u0648 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u0629. \u0648\u0644\u0646\u0634\u0631 (Sheeko)<\/bdi> \u0645\u062d\u0644\u064a\u064b\u0627\u060c \u062a\u0644\u0632\u0645 \u062a\u0647\u064a\u0626\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0644\u0644\u0639\u062a\u0627\u062f\u060c \u0648\u0646\u062d\u0648 \u0627\u062b\u0646\u064a \u0639\u0634\u0631 \u0645\u0646 \u0627\u0639\u062a\u0645\u0627\u062f\u064a\u0627\u062a \u062d\u0632\u0645\u0629 \u0627\u0644\u0634\u064a\u0641\u0631\u0629\u060c \u0643\u0645\u0627 \u0647\u0648 \u0645\u062f\u0631\u062c \u0641\u064a \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0628\u064a\u0636\u0627\u0621 \u0644\u0645\u0634\u0631\u0648\u0639 (Catalyst)<\/bdi> \u0648\u0641\u064a \u0642\u0633\u0645 \u0627\u0644\u0628\u062f\u0621 (getting started)<\/bdi> \u0641\u064a \u0635\u0641\u062d\u062a\u0647\u0645 \u0639\u0644\u0649 (GitHub)<\/bdi> (Maringanti et al. 2019; Samarakoon and Zhu 2021)<\/bdi>. \u0648\u0645\u0646 \u0628\u064a\u0646 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0627\u0644\u0643\u062b\u064a\u0631\u0629 \u0644\u0644\u0646\u0638\u0627\u0645 \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u062b\u0628\u064a\u062a \u0645\u062d\u062f\u062f\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPU)<\/bdi> \u0648\u0645\u0634\u063a\u0651\u0644\u0627\u062a\u0647\u0627\u060c \u0648\u0645\u0639\u0631\u0641\u0629 \u0628\u0628\u0631\u0645\u062c\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 (Python)<\/bdi> \u062a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062a\u0645\u0647\u064a\u062f\u064a. \u0648\u0627\u0633\u062a\u063a\u0631\u0642\u062a \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0645 \u0639\u062f\u0629 \u0623\u0633\u0627\u0628\u064a\u0639 \u0645\u0646 \u0645\u0648\u0638\u0641\u064a \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0644\u0625\u0646\u062c\u0627\u0632\u0647\u0627. \u0648\u0628\u0639\u062f \u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0642\u0631\u0631\u0646\u0627 \u0627\u062e\u062a\u0628\u0627\u0631 \u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0645\u062f\u0631\u064e\u0651\u0628\u064a\u0646 \u0645\u0633\u0628\u0642\u064b\u0627 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 114 \u0635\u0648\u0631\u0629. \u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u062c\u0645\u064a\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u064e\u0651\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0644\u0644\u062a\u0646\u0632\u064a\u0644 \u0645\u0646 \u0645\u0634\u0631\u0648\u0639 (Sheeko)<\/bdi> \u0646\u0645\u0648\u0630\u062c \u00ab(Show and Tell)<\/bdi>\u00bb \u0645\u0646 (Tensorflow)<\/bdi> \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627\u060c \u064a\u064f\u062d\u0633\u064e\u0651\u0646 \u0648\u0641\u0642 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0633\u0628\u0639\u0629 \u0627\u0644\u0645\u062a\u0627\u062d\u0629. \u0648(Tensorflow)<\/bdi> \u00ab\u0645\u0646\u0635\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629\u00bb (Tensorflow n.d.)<\/bdi>. \u0648\u00ab\u0646\u0645\u0648\u0630\u062c (Show and Tell)<\/bdi> \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u0639\u0645\u064a\u0642\u0629 \u062a\u062a\u0639\u0644\u0645 \u0648\u0635\u0641 \u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0635\u0648\u0631\u00bb (Kim et al. 2020)<\/bdi>. \u0648\u0627\u0633\u062a\u062e\u062f\u0645\u062a \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 \u0647\u0630\u0647 \u0646\u0645\u0648\u0630\u062c\u064a\u0646: \u0646\u0645\u0648\u0630\u062c (MS COCO)<\/bdi> \u200f(ptm-im2txt-incv3-mscoco-3m)<\/bdi> \u0627\u0644\u0630\u064a \u062f\u064f\u0631\u0651\u0628 \u0639\u0644\u0649 \u0635\u0648\u0631 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 (Microsoft Common Objects in Context)<\/bdi>\u061b \u0648\u0646\u0645\u0648\u0630\u062c (Marriott)<\/bdi> \u200f(ptm-im2txt-incv3-mlib-cleaned-3m)<\/bdi> \u0627\u0644\u0630\u064a \u062f\u064f\u0631\u0651\u0628 \u0639\u0644\u0649 \u0635\u0648\u0631 \u0641\u0648\u062a\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0644\u0645\u0643\u062a\u0628\u0629 \u0645\u0627\u0631\u064a\u0648\u062a. \u0648\u0643\u0627\u0646 \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0631\u0626\u064a\u0633 \u0645\u0646 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0645\u0639\u0631\u0641\u0629 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0623\u064a\u064c\u0651 \u0645\u0646 \u0647\u0630\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0645\u0644\u0627\u0626\u0645\u064b\u0627 \u0644\u0623\u064a\u064d\u0651 \u0645\u0646 \u0637\u0627\u0626\u0641\u0629 \u0645\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0641\u0648\u062a\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0648\u0627\u0644\u0623\u062d\u062f\u062b \u0639\u0647\u062f\u064b\u0627. \u0648\u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u060c \u0623\u0631\u062f\u0646\u0627 \u0625\u0628\u0642\u0627\u0621 \u0623\u0643\u0628\u0631 \u0639\u062f\u062f \u0645\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u062b\u0627\u0628\u062a\u064b\u0627 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646. \u0641\u0642\u062f \u0633\u0628\u0642 \u062a\u062f\u0631\u064a\u0628 \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0627\u0644\u0645\u062f\u0631\u064e\u0651\u0628\u064a\u0646 \u0645\u0633\u0628\u0642\u064b\u0627 \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u064a\u0646 \u0628\u0646\u0645\u0648\u0630\u062c (Show and Tell)<\/bdi>\u060c \u0628\u0646\u0642\u0637\u0629 \u0627\u0646\u0637\u0644\u0627\u0642 \u0647\u064a (Inception v3)<\/bdi> \u06483 \u0645\u0644\u0627\u064a\u064a\u0646 \u062e\u0637\u0648\u0629. \u0648\u062a\u0645\u062b\u0651\u0644 \u0627\u0644\u0641\u0631\u0642\u0627\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u0627\u0646 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0641\u064a \u0623\u0646 \u0646\u0645\u0648\u0630\u062c (Marriott)<\/bdi> \u062e\u0636\u0639 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0627\u0644\u062a\u0646\u0638\u064a\u0641 \u0644\u0625\u0632\u0627\u0644\u0629 \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0639\u0644\u0645.<\/p>\n

\u0627\u062e\u062a\u064a\u0627\u0631 \u0639\u064a\u0646\u0629 \u0627\u0644\u0635\u0648\u0631:<\/strong><\/h2>\n

\u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0646\u0642\u0627\u0637 \u0642\u0648\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u064a\u0646 \u0645\u0646 (Sheeko)<\/bdi> \u0648\u0646\u0642\u0627\u0637 \u0636\u0639\u0641\u0647\u0645\u0627\u060c \u0648\u0644\u0645\u0639\u0631\u0641\u0629 \u0623\u064a \u0646\u0645\u0648\u0630\u062c \u0623\u062f\u0649 \u0623\u062f\u0627\u0621\u064b \u0623\u0641\u0636\u0644 \u0645\u0639 \u0627\u0644\u0635\u0648\u0631 \u0630\u0627\u062a \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0623\u0648 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0645\u0639\u064a\u0646\u0629\u060c \u0627\u062e\u062a\u064a\u0631\u062a \u0639\u064a\u0646\u0629 \u0645\u0642\u0637\u0639\u064a\u0629 \u0645\u0646 114 \u0635\u0648\u0631\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0631\u0642\u0645\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0643\u0627\u0646\u062a \u062a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0639\u0646\u0627\u0648\u064a\u0646 \u0648\u0635\u0641\u064a\u0629. \u0648\u0634\u0645\u0644 \u0630\u0644\u0643 \u0635\u0648\u0631\u064b\u0627 \u0645\u0646 \u0645\u0643\u062a\u0628\u0629 \u0648\u0645\u062d\u0641\u0648\u0638\u0627\u062a \u063a\u0644\u064a\u0646\u0628\u0648 (Glenbow Library and Archives)<\/bdi> \u200f(\u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0635\u062f\u0631<\/a>)\u060c \u062a\u062a\u0636\u0645\u0646 \u0641\u064a \u0645\u0639\u0638\u0645\u0647\u0627 \u0635\u0648\u0631\u064b\u0627 \u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0639\u0646 \u063a\u0631\u0628 \u0643\u0646\u062f\u0627 \u0648\u062a\u0627\u0631\u064a\u062e \u0645\u0642\u0627\u0637\u0639\u0629 \u0623\u0644\u0628\u0631\u062a\u0627 \u0648\u062d\u064a\u0627\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0637\u0646\u064a\u0646\u060c \u064a\u0639\u0648\u062f \u062a\u0627\u0631\u064a\u062e\u0647\u0627 \u0625\u0644\u0649 \u0623\u0648\u0627\u062e\u0631 \u0627\u0644\u0642\u0631\u0646 \u0627\u0644\u062a\u0627\u0633\u0639 \u0639\u0634\u0631 \u0641\u0645\u0627 \u0628\u0639\u062f. \u0648\u0643\u0627\u0646\u062a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0623\u062e\u0648\u0630\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u062c\u0628\u0627\u0644 (Mountain Studies)<\/bdi> \u200f(\u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0635\u062f\u0631<\/a>) \u0644\u0644\u0645\u062a\u0646\u0632\u0647\u0627\u062a \u0627\u0644\u0648\u0637\u0646\u064a\u0629 \u0641\u064a \u062c\u0628\u0627\u0644 \u0627\u0644\u0631\u0648\u0643\u064a \u0627\u0644\u0643\u0646\u062f\u064a\u0629\u060c \u0648\u062a\u0636\u0645\u0646\u062a \u062c\u0628\u0627\u0644\u064b\u0627 \u0648\u0645\u0646\u0627\u0638\u0631 \u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u062d\u064a\u0627\u0629 \u0628\u0631\u064a\u0629. \u0623\u0645\u0627 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0623\u062e\u0648\u0630\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0643\u0627\u0644\u063a\u0627\u0631\u064a \u0633\u062a\u0627\u0645\u0628\u064a\u062f (Calgary Stampede)<\/bdi> \u200f(\u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0635\u062f\u0631<\/a>)\u060c \u0641\u0643\u0627\u0646\u062a \u0647\u064a \u0627\u0644\u0623\u062e\u0631\u0649 \u0630\u0627\u062a \u0637\u0627\u0628\u0639 \u063a\u0631\u0628\u064a \u0644\u0643\u0646\u0647\u0627 \u0623\u062d\u062f\u062b \u0639\u0647\u062f\u064b\u0627\u060c \u0645\u0639 \u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062e\u064a\u0648\u0644 \u0648\u0631\u0639\u0627\u0629 \u0627\u0644\u0628\u0642\u0631 \u0648\u0633\u0627\u062d\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0631\u0636\u060c \u0648\u064a\u0639\u0648\u062f \u062a\u0627\u0631\u064a\u062e\u0647\u0627 \u0625\u0644\u0649 \u0627\u0644\u0633\u062a\u064a\u0646\u064a\u0627\u062a \u0641\u0645\u0627 \u0628\u0639\u062f\u060c \u0645\u0639 \u0623\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0646\u0641\u0633\u0647\u0627 \u062a\u0636\u0645 \u0635\u0648\u0631\u064b\u0627 \u0645\u0646 \u0639\u0627\u0645 1908 \u0641\u0645\u0627 \u0628\u0639\u062f. \u0648\u0643\u0627\u0646\u062a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0623\u062e\u0648\u0630\u0629 \u0645\u0646 \u0623\u0631\u0634\u064a\u0641 (EMI Music Canada)<\/bdi> \u200f(\u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0635\u062f\u0631<\/a>) \u0644\u0623\u0634\u064a\u0627\u0621 \u0645\u0648\u0633\u064a\u0642\u064a\u0629\u060c \u0645\u0646\u0647\u0627 \u0627\u0644\u0623\u0634\u0631\u0637\u0629 \u0648\u0627\u0644\u0623\u0633\u0637\u0648\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u0642\u0631\u0627\u0635 \u0627\u0644\u0645\u062f\u0645\u062c\u0629 \u0648\u0639\u0644\u0628 \u062d\u0641\u0638 \u0623\u062e\u0631\u0649. \u0648\u0643\u0627\u0646\u062a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0623\u062e\u0648\u0630\u0629 \u0645\u0646 \u0645\u0639\u0627\u0631\u0636 \u0646\u064a\u0643\u0644 (Nickle Galleries)<\/bdi> \u0644\u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0642\u0637\u0639 \u0627\u0644\u0641\u0646\u064a\u0629\u060c \u0648\u0647\u064a \u063a\u064a\u0631 \u0645\u062a\u0627\u062d\u0629 \u0644\u0644\u062c\u0645\u0647\u0648\u0631 \u062d\u0627\u0644\u064a\u064b\u0627. \u0648\u062a\u0636\u0645\u0646\u062a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0623\u062e\u0648\u0630\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0635\u0648\u0631 \u062c\u0627\u0645\u0639\u0629 \u0643\u0627\u0644\u063a\u0627\u0631\u064a (University of Calgary Photographs)<\/bdi> \u200f(\u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0635\u062f\u0631<\/a>) \u0645\u0628\u0627\u0646\u064a \u0627\u0644\u062c\u0627\u0645\u0639\u0629 \u0645\u0646 \u0627\u0644\u062e\u0645\u0633\u064a\u0646\u064a\u0627\u062a \u0641\u0645\u0627 \u0628\u0639\u062f. \u0648\u0623\u064f\u062e\u0630\u062a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062c\u0648\u064a\u0629 \u0644\u0623\u0644\u0628\u0631\u062a\u0627 (Alberta Airphotos)<\/bdi> \u200f(\u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0635\u062f\u0631<\/a>)\u060c \u0648\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0645\u062d\u0641\u0648\u0638\u0627\u062a \u0627\u0644\u0641\u0648\u062a\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0644\u0645\u0639\u0647\u062f \u0627\u0644\u0642\u0637\u0628 \u0627\u0644\u0634\u0645\u0627\u0644\u064a \u0644\u0623\u0645\u0631\u064a\u0643\u0627 \u0627\u0644\u0634\u0645\u0627\u0644\u064a\u0629 (Arctic Institute of North America Photographic Archives)<\/bdi> \u200f(\u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0635\u062f\u0631<\/a>)\u060c \u0648\u0645\u062c\u0645\u0648\u0639\u0629 \u0625\u0636\u0631\u0627\u0628 \u0648\u064a\u0646\u064a\u0628\u064a\u063a \u0627\u0644\u0639\u0627\u0645 (Winnipeg General Strike)<\/bdi> \u200f(\u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0635\u062f\u0631<\/a>).<\/p>\n

\u0646\u0638\u0627\u0645 \u062a\u0642\u064a\u064a\u0645 \u0623\u0648\u0635\u0627\u0641 (Sheeko)<\/bdi>:<\/strong><\/h2>\n

\u062d\u064a\u0646 \u064a\u0634\u063a\u0651\u0644 (Sheeko)<\/bdi> \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0644\u062a\u0648\u0644\u064a\u062f \u0623\u0648\u0635\u0627\u0641 \u0644\u0644\u0635\u0648\u0631\u060c \u064a\u064f\u062e\u0631\u062c \u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0644\u0641 (json)<\/bdi> \u064a\u062a\u0636\u0645\u0646 \u0623\u0633\u0645\u0627\u0621 \u0645\u0644\u0641\u0627\u062a \u062c\u0645\u064a\u0639 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0639\u0627\u0644\u064e\u062c\u0629\u060c \u0648\u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0627\u0644\u0645\u0648\u0644\u064e\u0651\u062f\u0629 \u0644\u0643\u0644 \u0627\u0633\u0645 \u0645\u0644\u0641\u060c \u0648\u062f\u0631\u062c\u0629 \u062b\u0642\u0629 \u0644\u0643\u0644 \u0648\u0635\u0641. \u0648\u0644\u0645 \u062a\u0643\u0646 \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u0623\u0639\u0644\u0649 \u0641\u064a \u062f\u0631\u062c\u0629 \u0627\u0644\u062b\u0642\u0629 \u0647\u064a \u0627\u0644\u0623\u0646\u0633\u0628 \u0628\u0627\u0644\u0636\u0631\u0648\u0631\u0629. \u0648\u0645\u0639 \u0623\u0646 \u0645\u064f\u062e\u0631\u064e\u062c (json)<\/bdi> \u0645\u0641\u064a\u062f\u060c \u0641\u0625\u0646\u0647 \u064a\u0639\u0646\u064a \u0623\u0646 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0639\u0631\u0636 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0628\u0645\u0639\u0632\u0644 \u0639\u0646 \u0627\u0644\u0623\u0648\u0635\u0627\u0641\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u063a\u064a\u0631 \u0645\u064a\u0633\u0651\u0631 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0644\u0627 \u0645\u0641\u064a\u062f \u062d\u064a\u0646 \u064a\u062d\u0627\u0648\u0644 \u0627\u0644\u0645\u0631\u0621 \u062a\u0642\u064a\u064a\u0645 \u0623\u0641\u0636\u0644 \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0644\u0635\u0648\u0631\u0629 \u0645\u0627. \u0648\u0642\u062f \u062e\u0637\u0631\u062a \u0644\u0625\u062d\u062f\u0649 \u0645\u062d\u0644\u0644\u0627\u062a \u062f\u0639\u0645 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a\u060c \u0643\u0627\u0631\u064a\u0646 \u0645\u0627\u0631\u062a\u0646-\u0644\u064a (Karynn Martin-Li)<\/bdi>\u060c \u0641\u064a \u0645\u0643\u062a\u0628\u0627\u062a \u062c\u0627\u0645\u0639\u0629 \u0643\u0627\u0644\u063a\u0627\u0631\u064a \u0648\u0645\u0648\u0627\u0631\u062f\u0647\u0627 \u0627\u0644\u062b\u0642\u0627\u0641\u064a\u0629\u060c \u0641\u0643\u0631\u0629 \u0628\u0627\u0631\u0639\u0629 \u0647\u064a \u0628\u0646\u0627\u0621 \u0623\u062f\u0627\u0629 \u0639\u0631\u0636 \u062a\u0639\u0631\u0636 \u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0645\u0646 \u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u064f\u062e\u062a\u0628\u064e\u0631. \u0648\u0642\u062f \u062c\u0639\u0644\u062a \u0623\u062f\u0627\u0629 \u0627\u0644\u0639\u0631\u0636 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0639\u0645\u0644\u064a\u0629 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0648\u0635\u0641 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0645\u0646 \u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0623\u064a\u0633\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0628\u0643\u062b\u064a\u0631. \u0648\u0642\u062f \u0628\u0646\u062a\u0647\u0627 \u0645\u0627\u0631\u062a\u0646-\u0644\u064a \u062e\u0635\u064a\u0635\u064b\u0627 \u0648\u0644\u0645 \u062a\u0643\u0646 \u0645\u062f\u0631\u062c\u0629 \u0641\u064a (Sheeko)<\/bdi>\u060c \u0644\u0643\u0646\u0647\u0627 \u0623\u0648\u062c\u062f\u062a \u0648\u0627\u062c\u0647\u0629 \u0648\u062c\u0639\u0644\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0633\u0647\u0644 \u0628\u0643\u062b\u064a\u0631.<\/p>\n

{"file_name": "glenbowid21521.jpg",\r\n"captions": [{"caption_text": "a black and white cow standing in a field.",\r\n"score": 0.0012332111498308891},\r\n{"caption_text": "a black and white photo of a cow standing in the snow.",\r\n"score": 0.0004844283302840979},\r\n{"caption_text": "a black and white cow standing in a field",\r\n"score": 0.00048442775066202847}]},\r\n{"file_name": "glenbowid21745.jpg",\r\n"captions": [{"caption_text": "a black and white photo of a city street.",\r\n"score": 0.0016210542383307202},\r\n{"caption_text": "a black and white photo of a city street",\r\n"score": 0.000650292656660278},\r\n{"caption_text": "a black and white photo of a city bus",\r\n"score": 0.0004501958654109137}]},\r\n{"file_name": "glenbowid21841.jpg",\r\n"captions": [{"caption_text": "a black and white photo of a city street.",\r\n"score": 0.001934344178677972},\r\n{"caption_text": "a black and white photo of a city street",\r\n"score": 0.0014626184147026346},\r\n{"caption_text": "a black and white photo of a building",\r\n"score": 0.0007475796404555153}]},<\/code><\/pre>\n
\u0648\u0644\u0643\u0644 \u0635\u0648\u0631\u0629 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0640114 \u0627\u0644\u0645\u0639\u0627\u0644\u064e\u062c\u0629 \u062c\u0645\u064a\u0639\u0647\u0627\u060c \u0627\u062e\u062a\u064a\u0631 \u0623\u062d\u062f \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0628\u0648\u0635\u0641\u0647 \u0627\u0644\u0623\u0646\u0633\u0628 \u0645\u0646 \u0643\u0644\u064d\u0651 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c (MS COCO)<\/bdi> \u0648\u0646\u0645\u0648\u0630\u062c (Marriott)<\/bdi>. \u0648\u0642\u064f\u064a\u0651\u0645\u062a \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u0629 \u0645\u0646 \u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0647\u0630\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0639\u0644\u0649 \u0645\u0642\u064a\u0627\u0633 \u0645\u0646 \u0635\u0641\u0631 \u0625\u0644\u0649 \u062e\u0645\u0633\u0629 (\u0635\u0641\u0631 \u0644\u0623\u062f\u0646\u0649 \u0648\u0635\u0641 \u062c\u0648\u062f\u0629\u064b\u060c \u0648\u062e\u0645\u0633\u0629 \u0644\u0623\u0639\u0644\u0649 \u0648\u0635\u0641 \u062c\u0648\u062f\u0629\u064b). \u0648\u0627\u0633\u062a\u0646\u062f \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0625\u0644\u0649 \u062b\u0644\u0627\u062b\u0629 \u0645\u062a\u063a\u064a\u0631\u0627\u062a: \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0623\u0648 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629 (0-2 \u0646\u0642\u0637\u0629)\u060c \u0648\u062e\u0644\u0641\u064a\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0623\u0648 \u0633\u064a\u0627\u0642\u0647\u0627 \u0627\u0644\u0645\u0643\u0627\u0646\u064a (0-2 \u0646\u0642\u0637\u0629)\u060c \u0648\u0646\u0648\u0639 \u0627\u0644\u0635\u0648\u0631\u0629 (0-1 \u0646\u0642\u0637\u0629). \u0648\u0627\u0644\u0645\u062c\u0645\u0648\u0639 \u0627\u0644\u0628\u0627\u0644\u063a \u062b\u0644\u0627\u062b \u062f\u0631\u062c\u0627\u062a \u0641\u0623\u0643\u062b\u0631 \u064a\u064f\u0639\u062f \u0635\u0627\u0644\u062d\u064b\u0627 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0633\u0627\u0633\u064b\u0627 \u0644\u0648\u0635\u0641. \u0648\u0633\u064a\u0648\u0636\u062d \u0641\u062d\u0635 \u0628\u0639\u0636 \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0645\u0646 \u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0631\u062a\u064a\u0628.<\/p>\n
\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0639\u0644\u0649 \u0623\u0648\u0635\u0627\u0641 (Sheeko)<\/bdi>:<\/strong><\/h2>\n
\u0645\u064f\u0646\u062d\u062a \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0641\u0648\u062a\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0639\u0646\u0648\u0646\u0629 \u00ab\u2019(Canso)<\/bdi>\u2019 (at head of Coronation Fiord)<\/bdi>\u00bb \u200f[\u0637\u0627\u0626\u0631\u0629 \u00ab\u0643\u0627\u0646\u0633\u0648\u00bb \u0639\u0646\u062f \u0631\u0623\u0633 \u0645\u0636\u064a\u0642 \u0643\u0648\u0631\u0648\u0646\u064a\u0634\u0646] \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0639\u0647\u062f \u0627\u0644\u0642\u0637\u0628 \u0627\u0644\u0634\u0645\u0627\u0644\u064a \u0644\u0623\u0645\u0631\u064a\u0643\u0627 \u0627\u0644\u0634\u0645\u0627\u0644\u064a\u0629 \u0628\u062c\u0627\u0645\u0639\u0629 \u0643\u0627\u0644\u063a\u0627\u0631\u064a \u0627\u0644\u062f\u0631\u062c\u0629 \u062e\u0645\u0633\u0629 \u0644\u0648\u0635\u0641 \u0646\u0645\u0648\u0630\u062c (MS COCO)<\/bdi> \u200f\u00ab(a black and white photo of a plane in the water)<\/bdi>\u00bb \u200f[\u0635\u0648\u0631\u0629 \u0628\u0627\u0644\u0623\u0628\u064a\u0636 \u0648\u0627\u0644\u0623\u0633\u0648\u062f \u0644\u0637\u0627\u0626\u0631\u0629 \u0641\u064a \u0627\u0644\u0645\u0627\u0621]. \u0641\u0642\u062f \u0648\u0635\u0641 \u0648\u0635\u0641 (MS COCO)<\/bdi> \u0639\u0644\u0649 \u0646\u062d\u0648 \u0645\u0646\u0627\u0633\u0628 \u0646\u0648\u0639 \u0627\u0644\u0635\u0648\u0631\u0629 \u0628\u0623\u0646\u0647\u0627 \u0628\u0627\u0644\u0623\u0628\u064a\u0636 \u0648\u0627\u0644\u0623\u0633\u0648\u062f\u060c \u0648\u0627\u0644\u0634\u064a\u0621 \u0628\u0623\u0646\u0647 \u0637\u0627\u0626\u0631\u0629\u060c \u0648\u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0628\u0623\u0646\u0647\u0627 \u0645\u0627\u0621. \u0623\u0645\u0627 \u0648\u0635\u0641 \u0646\u0645\u0648\u0630\u062c (Marriott)<\/bdi> \u0644\u0647\u0630\u0647 \u0627\u0644\u0635\u0648\u0631\u0629 \u0641\u0623\u064f\u0639\u0637\u064a \u0627\u0644\u062f\u0631\u062c\u0629 \u0648\u0627\u062d\u062f\u064b\u0627 \u0639\u0646 \u0648\u0635\u0641\u0647 \u00ab(photo shows a helicopter being used like a crane to transport a tower during construction of a lift)<\/bdi>\u00bb \u200f[\u0635\u0648\u0631\u0629 \u062a\u064f\u0638\u0647\u0631 \u0645\u0631\u0648\u062d\u064a\u0629 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0643\u0631\u0627\u0641\u0639\u0629 \u0644\u0646\u0642\u0644 \u0628\u0631\u062c \u0641\u064a \u0623\u062b\u0646\u0627\u0621 \u0625\u0646\u0634\u0627\u0621 \u0645\u0635\u0639\u062f]. \u0648\u064a\u0635\u0641 \u0647\u0630\u0627 \u0627\u0644\u0648\u0635\u0641 \u0646\u0648\u0639 \u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u0635\u0641\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0628\u0623\u0646\u0647\u0627 \u0635\u0648\u0631\u0629 \u0641\u0648\u062a\u0648\u063a\u0631\u0627\u0641\u064a\u0629\u060c \u0644\u0643\u0646\u0647 \u0644\u0627 \u064a\u062d\u062f\u062f \u0627\u0644\u0634\u064a\u0621 \u0648\u0644\u0627 \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629 \u062a\u062d\u062f\u064a\u062f\u064b\u0627 \u0635\u062d\u064a\u062d\u064b\u0627.<\/p>\n
\u0648\u062d\u0635\u0644\u062a \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0645\u0639\u0646\u0648\u0646\u0629 \u00ab(Cattalo)<\/bdi>, (male)<\/bdi>, (named)<\/bdi> \u2018(King)<\/bdi>\u2019 (in Buffalo National Park near Wainwright)<\/bdi>, (Alberta)<\/bdi>.\u00bb \u200f[\u0643\u0627\u062a\u0627\u0644\u0648\u060c \u0630\u0643\u0631\u060c \u064a\u064f\u062f\u0639\u0649 \u00ab\u0643\u064a\u0646\u063a\u00bb\u060c \u0641\u064a \u0645\u062a\u0646\u0632\u0647 \u0628\u0627\u0641\u0644\u0648 \u0627\u0644\u0648\u0637\u0646\u064a \u0642\u0631\u0628 \u0648\u064a\u0646\u0631\u0627\u064a\u062a\u060c \u0623\u0644\u0628\u0631\u062a\u0627] \u0641\u064a \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0644\u0645\u0643\u062a\u0628\u0629 \u0648\u0645\u062d\u0641\u0648\u0638\u0627\u062a \u063a\u0644\u064a\u0646\u0628\u0648 \u0639\u0644\u0649 \u0627\u0644\u062f\u0631\u062c\u0629 4 \u0639\u0646 \u0648\u0635\u0641 \u0646\u0645\u0648\u0630\u062c (MS COCO)<\/bdi> \u200f\u00ab(a black and white photo of a cow standing in the snow)<\/bdi>\u00bb \u200f[\u0635\u0648\u0631\u0629 \u0628\u0627\u0644\u0623\u0628\u064a\u0636 \u0648\u0627\u0644\u0623\u0633\u0648\u062f \u0644\u0628\u0642\u0631\u0629 \u0648\u0627\u0642\u0641\u0629 \u0641\u064a \u0627\u0644\u062b\u0644\u062c]. \u0648\u064a\u062d\u062f\u062f \u0647\u0630\u0627 \u0627\u0644\u0648\u0635\u0641 \u0646\u0648\u0639 \u0627\u0644\u0635\u0648\u0631\u0629 \u062a\u062d\u062f\u064a\u062f\u064b\u0627 \u0635\u062d\u064a\u062d\u064b\u0627 \u0628\u0623\u0646\u0647\u0627 \u0628\u0627\u0644\u0623\u0628\u064a\u0636 \u0648\u0627\u0644\u0623\u0633\u0648\u062f\u060c \u0644\u0643\u0646 \u0648\u0635\u0641 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u062f\u0642\u064a\u0642 \u062c\u0632\u0626\u064a\u064b\u0627 \u0641\u0642\u0637. \u0641\u0627\u0644\u062d\u064a\u0648\u0627\u0646 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0635\u0648\u0631\u0629 \u0643\u0627\u062a\u0627\u0644\u0648 (cattalo)<\/bdi>\u060c \u0648\u0647\u0648 \u0647\u062c\u064a\u0646 \u0628\u064a\u0646 \u0627\u0644\u0628\u0642\u0631\u0629 \u0648\u0627\u0644\u062c\u0627\u0645\u0648\u0633 \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a (\u0627\u0644\u0628\u0627\u0641\u0644\u0648)\u060c \u0639\u0644\u0645\u064b\u0627 \u0628\u0623\u0646\u0647 \u0643\u0627\u0646 \u0645\u062a\u0648\u0642\u0639\u064b\u0627 \u0623\u0644\u0627 \u064a\u0643\u0648\u0646 \u0623\u064a \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u062f \u062f\u064f\u0631\u0651\u0628 \u0639\u0644\u0649 \u062d\u064a\u0648\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0627\u062a\u0627\u0644\u0648 \u062d\u062a\u0649 \u0627\u0644\u0622\u0646. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u064a\u0628\u062f\u0648 \u0627\u0644\u062d\u064a\u0648\u0627\u0646 \u0634\u0628\u064a\u0647\u064b\u0627 \u062c\u062f\u064b\u0627 \u0628\u0627\u0644\u062c\u0627\u0645\u0648\u0633 \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u060c \u0648\u0644\u0630\u0627 \u0641\u0627\u0644\u0648\u0635\u0641 \u0635\u062d\u064a\u062d \u0628\u0646\u0633\u0628\u0629 \u0627\u0644\u0646\u0635\u0641 \u062d\u064a\u0646 \u064a\u0635\u0646\u0651\u0641 \u0627\u0644\u0645\u0648\u0636\u0648\u0639 \u0628\u0623\u0646\u0647 \u0628\u0642\u0631\u0629. \u0648\u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0623\u064a\u0636\u064b\u0627 \u0635\u062d\u064a\u062d\u0629 \u062c\u0632\u0626\u064a\u064b\u0627 \u0641\u0642\u0637\u060c \u0625\u0630 \u0625\u0646 \u0627\u0644\u062d\u064a\u0648\u0627\u0646 \u0648\u0627\u0642\u0641 \u0641\u064a \u0627\u0644\u062b\u0644\u062c\u060c \u0644\u0643\u0646 \u0644\u0627 \u0630\u0643\u0631 \u0644\u062d\u0642\u0644 \u0623\u0648 \u0645\u0631\u0639\u0649 \u0623\u0648 \u0623\u0634\u062c\u0627\u0631 \u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u062e\u0644\u0641\u064a\u0629. \u0648\u0643\u0627\u0646 \u0648\u0635\u0641 (Marriott)<\/bdi> \u0644\u0647\u0630\u0647 \u0627\u0644\u0635\u0648\u0631\u0629 \u00ab(photo show a cow grazing)<\/bdi>\u00bb \u200f[\u0635\u0648\u0631\u0629 \u062a\u064f\u0638\u0647\u0631 \u0628\u0642\u0631\u0629 \u062a\u0631\u0639\u0649]\u060c \u0648\u0642\u062f \u0645\u064f\u0646\u062d \u062f\u0631\u062c\u0629 2\u060c \u0625\u0630 \u0625\u0646 \u0648\u0635\u0641 \u0646\u0648\u0639 \u0627\u0644\u0635\u0648\u0631\u0629 \u0628\u0623\u0646\u0647\u0627 \u0635\u0648\u0631\u0629 \u0641\u0648\u062a\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0635\u062d\u064a\u062d\u060c \u0644\u0643\u0646\u0647 \u064a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0627\u0644\u0648\u0627\u0635\u0641\u064e\u064a\u0646 \u00ab\u0628\u0627\u0644\u0623\u0628\u064a\u0636 \u0648\u0627\u0644\u0623\u0633\u0648\u062f\u00bb. \u0648\u0645\u0648\u0636\u0648\u0639 \u0627\u0644\u0628\u0642\u0631\u0629 \u0635\u062d\u064a\u062d \u0628\u0646\u0633\u0628\u0629 \u0627\u0644\u0646\u0635\u0641\u060c \u0648\u0627\u0644\u062d\u064a\u0648\u0627\u0646 \u0644\u0627 \u064a\u0631\u0639\u0649\u060c \u0648\u0644\u0645 \u062a\u064f\u0630\u0643\u0631 \u0623\u064a \u062e\u0644\u0641\u064a\u0629.<\/p>\n
\u0648\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0628\u0631\u064a\u062f\u064a\u0629 \u0627\u0644\u0645\u0639\u0646\u0648\u0646\u0629 \u00ab(Dog Team in Heavy)<\/bdi>\u00bb \u200f[\u0641\u0631\u064a\u0642 \u0643\u0644\u0627\u0628 \u0641\u064a (\u062b\u0644\u062c) \u0643\u062b\u064a\u0641] \u0644\u0644\u0645\u0635\u0648\u0651\u0631 \u0628\u0627\u064a\u0631\u0648\u0646 \u0647\u0627\u0631\u0645\u0648\u0646 (Byron Harmon)<\/bdi>\u060c \u0641\u064a \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u062c\u0628\u0627\u0644\u060c \u0623\u0646\u062a\u062c \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0623\u0648\u0635\u0627\u0641 \u0628\u0627\u0644\u062f\u0631\u062c\u0629 1. \u0641\u0642\u062f \u0648\u0644\u0651\u062f \u0646\u0645\u0648\u0630\u062c (MS COCO)<\/bdi> \u0627\u0644\u0648\u0635\u0641 \u00ab(picture of a vase of flowers on a table)<\/bdi>\u00bb \u200f[\u0635\u0648\u0631\u0629 \u0644\u0645\u0632\u0647\u0631\u064a\u0629 \u0632\u0647\u0648\u0631 \u0639\u0644\u0649 \u0637\u0627\u0648\u0644\u0629]\u060c \u0641\u062d\u062f\u062f \u062a\u062d\u062f\u064a\u062f\u064b\u0627 \u0635\u062d\u064a\u062d\u064b\u0627 \u0646\u0648\u0639 \u0627\u0644\u0635\u0648\u0631\u0629 \u0641\u0642\u0637 \u0628\u0623\u0646\u0647\u0627 \u0635\u0648\u0631\u0629\u060c \u0648\u0623\u062e\u0637\u0623 \u0628\u0634\u0623\u0646 \u0627\u0644\u0643\u0644\u0627\u0628 \u0648\u0627\u0644\u0631\u062c\u0644 \u0641\u064a \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0628\u0631\u064a\u062f\u064a\u0629\u060c \u0648\u0643\u0630\u0644\u0643 \u0628\u0634\u0623\u0646 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0643\u0627\u0646\u064a \u0627\u0644\u0645\u062a\u0645\u062b\u0644 \u0641\u064a \u063a\u0627\u0628\u0629 \u0645\u0643\u0633\u0648\u0651\u0629 \u0628\u0627\u0644\u062b\u0644\u062c. \u0648\u0623\u0646\u062a\u062c \u0646\u0645\u0648\u0630\u062c (Marriott)<\/bdi> \u0627\u0644\u0648\u0635\u0641 \u00ab(artwork a person)<\/bdi>\u00bb \u200f[\u0639\u0645\u0644 \u0641\u0646\u064a \u0634\u062e\u0635] \u0648\u062d\u0635\u0644 \u0639\u0644\u0649 \u0627\u0644\u062f\u0631\u062c\u0629 1\u060c \u0625\u0630 \u0625\u0646 \u0627\u0644\u0635\u0648\u0631\u0629 \u0639\u0645\u0644 \u0641\u0646\u064a \u0644\u0643\u0646 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0641\u0646\u064a \u0635\u0648\u0631\u0629 \u0641\u0648\u062a\u0648\u063a\u0631\u0627\u0641\u064a\u0629\u060c \u0641\u0644\u0645 \u062a\u064f\u0645\u0646\u062d \u0646\u0642\u0627\u0637 \u0644\u0646\u0648\u0639 \u0627\u0644\u0635\u0648\u0631\u0629. \u0648\u0642\u062f \u062d\u062f\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062a\u062d\u062f\u064a\u062f\u064b\u0627 \u0635\u062d\u064a\u062d\u064b\u0627 \u0623\u062d\u062f \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0628\u0623\u0646\u0647 \u0634\u062e\u0635\u060c \u0644\u0643\u0646\u0647 \u0644\u0645 \u064a\u0630\u0643\u0631 \u0627\u0644\u0643\u0644\u0627\u0628\u060c \u0648\u0644\u0645 \u064a\u0635\u0641 \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0625\u0637\u0644\u0627\u0642\u064b\u0627.<\/p>\n
\u0648\u0643\u0627\u0646\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0623\u0646 \u0646\u0645\u0648\u0630\u062c (MS COCO)<\/bdi> \u0627\u0644\u0645\u062f\u0631\u064e\u0651\u0628 \u0645\u0633\u0628\u0642\u064b\u0627 \u0623\u062f\u0649 \u0623\u062f\u0627\u0621\u064b \u0623\u0641\u0636\u0644 \u0628\u0643\u062b\u064a\u0631\u060c \u0625\u0630 \u062d\u0635\u0644\u062a 53% \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0639\u0644\u0649 \u062f\u0631\u062c\u0629 3 \u0623\u0648 \u0623\u0643\u062b\u0631. \u0623\u0645\u0627 \u0646\u0645\u0648\u0630\u062c \u0645\u0643\u062a\u0628\u0629 \u0645\u0627\u0631\u064a\u0648\u062a \u0627\u0644\u0645\u062f\u0631\u064e\u0651\u0628 \u0645\u0633\u0628\u0642\u064b\u0627 \u0641\u0644\u0645 \u062a\u062d\u0635\u0644 \u0625\u0644\u0627 15% \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0645\u0639\u0647 \u0639\u0644\u0649 \u062f\u0631\u062c\u0629 3 \u0623\u0648 \u0623\u0643\u062b\u0631. \u0648\u064a\u0645\u0643\u0646 \u0627\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0635\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u0644\u0646\u062a\u0627\u0626\u062c \u0641\u064a \u0627\u0644\u062c\u062f\u0648\u0644 1.<\/p>\n
\u0627\u0644\u062c\u062f\u0648\u0644 1: \u0646\u062a\u0627\u0626\u062c \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u0645\u0648\u0644\u0651\u062f\u0629 \u0644\u0644\u0635\u0648\u0631:<\/strong><\/h2>\n\n\n\n\n\n\n\n\n\n\n\n
\u0627\u0644\u062f\u0631\u062c\u0629<\/th>\n\u0639\u062f\u062f \u0645\u0631\u0627\u062a \u0627\u0644\u062f\u0631\u062c\u0629 \u0641\u064a (MS COCO)<\/bdi><\/th>\n\u0639\u062f\u062f \u0645\u0631\u0627\u062a \u0627\u0644\u062f\u0631\u062c\u0629 \u0641\u064a (Marriott)<\/bdi><\/th>\n<\/tr>\n<\/thead>\n
0<\/td>\n22 (19 %)<\/td>\n58 (50 %)<\/td>\n<\/tr>\n
1<\/td>\n10 (9 %)<\/td>\n25 (21%)<\/td>\n<\/tr>\n
2<\/td>\n21 (18 %)<\/td>\n16 (14 %)<\/td>\n<\/tr>\n
3<\/td>\n29 (25 %)<\/td>\n13 (11 %)<\/td>\n<\/tr>\n
4<\/td>\n24 (21 %)<\/td>\n1 (< 1 %)<\/td>\n<\/tr>\n
5<\/td>\n8 (7 %)<\/td>\n1 (< 1 %)<\/td>\n<\/tr>\n
\u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0639\u0627\u0644\u064e\u062c\u0629<\/td>\n114<\/td>\n114<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\u0648\u0645\u0646 \u0628\u064a\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0639\u0627\u0644\u064e\u062c\u0629\u060c \u0643\u0627\u0646 \u0623\u062f\u0627\u0621 \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0636\u0639\u064a\u0641\u064b\u0627 \u0645\u0639 \u0635\u0648\u0631 \u0623\u0631\u0634\u064a\u0641 (EMI Music Canada)<\/bdi> \u0648\u0645\u0639\u0627\u0631\u0636 \u0646\u064a\u0643\u0644 \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0635\u0648\u0631 \u062c\u0627\u0645\u0639\u0629 \u0643\u0627\u0644\u063a\u0627\u0631\u064a\u060c \u0627\u0644\u062a\u064a \u062a\u0636\u0645 \u0623\u0646\u0648\u0627\u0639\u064b\u0627 \u0645\u0639\u064a\u0646\u0629 \u0645\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0645\u062b\u0644 \u0623\u0634\u0631\u0637\u0629 \u0627\u0644\u0643\u0627\u0633\u064a\u062a \u0648\u0627\u0644\u0623\u0633\u0637\u0648\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0641\u0646\u064a\u0629 \u0648\u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0634\u062e\u0635\u064a\u0629 (\u0627\u0644\u0628\u0648\u0631\u062a\u0631\u064a\u0647\u0627\u062a). \u0648\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u062a\u0642\u0631\u0631 \u0623\u0646 (Sheeko)<\/bdi> \u0644\u0646 \u064a\u0643\u0648\u0646 \u0645\u0644\u0627\u0626\u0645\u064b\u0627 \u0644\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0628\u0639\u064a\u0646\u0647 \u0623\u0648 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u0633\u0645\u064a\u0629 \u0627\u0644\u0623\u0641\u0631\u0627\u062f. \u0648\u0643\u0627\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0623\u0641\u0636\u0644 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0645\u0639 \u0635\u0648\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0643\u0627\u0644\u063a\u0627\u0631\u064a \u0633\u062a\u0627\u0645\u0628\u064a\u062f \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u063a\u0644\u064a\u0646\u0628\u0648\u060c \u062d\u064a\u062b \u0643\u0627\u0646 \u064a\u0635\u0641 \u0623\u0634\u064a\u0627\u0621 \u0623\u0639\u0645 \u0645\u062b\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u0646 \u0627\u0644\u0646\u0627\u0633 \u0623\u0648 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0623\u0648 \u0627\u0644\u062d\u064a\u0648\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u0646\u0627\u0638\u0631 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629. \u0648\u0644\u0648 \u0623\u064f\u062c\u0631\u064a \u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 (Sheeko)<\/bdi>\u060c \u0644\u0627\u0633\u062a\u064f\u062e\u062f\u0645 \u0646\u0645\u0648\u0630\u062c (MS COCO)<\/bdi> \u0623\u0633\u0627\u0633\u064b\u0627 \u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/p>\n
\u0648\u0641\u064a \u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0628\u064a\u0636\u0627\u0621 \u0627\u0644\u0630\u064a \u0643\u062a\u0628\u0647 \u0645\u0628\u062a\u0643\u0631\u0648 (Sheeko)<\/bdi> \u0628\u0639\u0646\u0648\u0627\u0646 \u00ab\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629 \u064a\u0644\u062a\u0642\u064a \u0628\u0627\u0644\u0623\u0631\u0634\u064a\u0641\u0627\u062a \u0627\u0644\u0645\u0643\u062a\u0628\u064a\u0629: \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0644\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0635\u0641\u064a\u0629\u00bb (Machine learning meets library archives: Image analysis to generate descriptive metadata)<\/bdi>\u060c \u064a\u0630\u0643\u0631\u0648\u0646 \u0623\u0646 \u0646\u0645\u0627\u0630\u062c (MS COCO)<\/bdi> \u0648\u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u00ab\u0637\u064f\u0648\u0651\u0631\u062a \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0641\u0648\u062a\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0648\u0644\u0648\u062f\u0629 \u0631\u0642\u0645\u064a\u064b\u0627 \u0644\u0644\u0623\u0634\u064a\u0627\u0621 \u0648\u0627\u0644\u0645\u0648\u0627\u0642\u0641 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 (Maringanti et al. 2019)<\/bdi>. \u0648\u062a\u0636\u0645\u0646\u062a \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u0634\u064a\u0627\u0621 \u0644\u0645 \u062a\u0643\u0646 \u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0641\u0648\u062a\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629\u00bb (Maringanti et al. 2019)<\/bdi>. \u0648\u0642\u062f \u0623\u0643\u062f\u062a \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 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\u0627\u0644\u062e\u0627\u062a\u0645\u0629:<\/strong><\/h2>\n
\u0643\u0627\u0646 \u0647\u062f\u0641 \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 \u0647\u0630\u0647 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u062b\u0646\u064a\u0646 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629 \u0627\u0644\u0645\u062f\u0631\u064e\u0651\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0641\u064a (Sheeko)<\/bdi> \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0633\u062a\u064f\u0646\u062a\u062c \u0623\u0648\u0635\u0627\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0623\u0648\u0635\u0627\u0641\u064b\u0627 \u0623\u0648 \u0639\u0646\u0627\u0648\u064a\u0646\u060c \u0648\u0645\u0646 \u062b\u064e\u0645\u0651 \u062a\u0642\u0644\u064a\u0644 \u0645\u0642\u062f\u0627\u0631 \u0627\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0645\u0646 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\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0627\u0644\u064a. \u0641\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629 \u0644\u0646\u0645\u0648\u0630\u062c (MS COCO)<\/bdi>\u060c \u0648\u0625\u0646 \u0643\u0627\u0646\u062a \u0623\u0641\u0636\u0644 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0646\u062a\u0627\u0626\u062c \u0646\u0645\u0648\u0630\u062c (Marriott)<\/bdi>\u060c \u0644\u0645 \u062a\u064f\u0633\u0641\u0631 \u0639\u0646 \u0623\u0648\u0635\u0627\u0641 \u0635\u0627\u0644\u062d\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u0644\u0627 \u0644\u064053% \u0645\u0646 \u0627\u0644\u0635\u0648\u0631. \u0648\u0643\u0627\u0646 \u062d\u062c\u0645 \u0627\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u062a\u062e\u0635\u064a\u0635\u0647\u0627 \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0646\u0648\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0648\u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0644\u062f\u0649 (LCR)<\/bdi> \u0627\u0644\u062a\u064a \u062a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0623\u0648\u0635\u0627\u0641\u060c \u0623\u0648 \u0630\u0627\u062a \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u0636\u0626\u064a\u0644\u0629\u060c \u063a\u064a\u0631 \u0645\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u062c\u0648\u062f\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0641\u064a \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 \u0647\u0630\u0647. \u0648\u0643\u0648\u0646 \u0646\u0634\u0631 (Sheeko)<\/bdi>\u060c \u0648\u0623\u064a \u062a\u062f\u0631\u064a\u0628 \u0625\u0636\u0627\u0641\u064a \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a\u0647\u060c \u0633\u064a\u0639\u062a\u0645\u062f \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0639\u0644\u0649 \u0645\u0647\u0627\u0631\u0627\u062a \u0645\u0648\u0638\u0641\u064a \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0641\u064a (LCR)<\/bdi>\u060c \u0648\u064a\u062a\u0637\u0644\u0628 \u0648\u0642\u062a\u064b\u0627 \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0644\u0646\u0645\u0630\u062c\u0629\u060c \u0643\u0627\u0646 \u0643\u0644\u0647 \u0645\u0646 \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0627\u0644\u062a\u064a \u062b\u0628\u0651\u0637\u062a \u0627\u0644\u0645\u0636\u064a \u0641\u064a (Sheeko)<\/bdi>. \u0648\u0642\u062f \u0635\u064f\u0645\u0645\u062a \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 \u0647\u0630\u0647 \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0645\u0634\u0631\u0648\u0639\u064b\u0627 \u0628\u062d\u062b\u064a\u064b\u0627 \u0644\u064a \u0628\u0635\u0641\u062a\u064a \u0623\u0645\u064a\u0646\u0629 \u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629\u060c \u0639\u0644\u0649 \u0623\u0646 \u064a\u0645\u0643\u0651\u0646 \u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u062a\u0642\u0646\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0628\u0627\u062f\u0631\u0629 \u062d\u064a\u062b\u0645\u0627 \u0648\u0645\u062a\u0649 \u0644\u0632\u0645 \u0627\u0644\u0623\u0645\u0631. \u0623\u0645\u0627 \u0627\u0644\u0648\u0627\u0642\u0639 \u0641\u0643\u0627\u0646 \u0623\u0646 \u0647\u0630\u0627 \u0627\u0644\u0645\u0634\u0631\u0648\u0639 \u0642\u0627\u062f\u0647 \u0645\u0646 \u0646\u0648\u0627\u062d\u064d \u0643\u062b\u064a\u0631\u0629 \u0641\u0631\u064a\u0642 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0641\u064a (LCR)<\/bdi>\u060c \u0627\u0644\u0630\u064a \u0623\u0646\u0627 \u0645\u0645\u062a\u0646\u0629 \u0644\u0647 \u0623\u0634\u062f \u0627\u0644\u0627\u0645\u062a\u0646\u0627\u0646.<\/p>\n
\u0648\u0642\u062f \u062c\u0631\u062a \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 \u0647\u0630\u0647 \u0628\u064a\u0646\u0645\u0627 \u0643\u0627\u0646 \u0642\u0633\u0645 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0644\u062f\u064a\u0646\u0627 \u0641\u064a \u0637\u0648\u0631 \u0627\u0644\u062a\u0631\u062d\u064a\u0644 \u0645\u0646 \u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0627\u0644\u0642\u062f\u064a\u0645\u0629 (CONTENTdm)<\/bdi> \u0625\u0644\u0649 \u0646\u0638\u0627\u0645\u0646\u0627 \u0627\u0644\u062c\u062f\u064a\u062f \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0623\u0635\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0645\u0646 (Orange Logic)<\/bdi>. \u0648\u0627\u0644\u0622\u0646 \u0648\u0642\u062f \u0623\u0643\u0645\u0644\u0646\u0627 \u0627\u0644\u062a\u0631\u062d\u064a\u0644 \u0648\u0623\u0635\u0628\u062d\u0646\u0627 \u0623\u0643\u062b\u0631 \u0625\u0644\u0645\u0627\u0645\u064b\u0627 \u0628\u0640(Orange Logic)<\/bdi>\u060c \u062d\u0627\u0646 \u0627\u0644\u0648\u0642\u062a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u062f\u0631\u0627\u062a \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062f\u0645\u062c\u0629 \u0645\u0646 \u0627\u0644\u0623\u0637\u0631\u0627\u0641 \u0627\u0644\u062b\u0627\u0644\u062b\u0629\u060c \u0648\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u062d\u0644\u0648\u0644 \u0623\u062e\u0631\u0649 \u0644\u0644\u0648\u0635\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631. \u0648\u0642\u062f \u0642\u062f\u0651\u0645 (Sheeko)<\/bdi> \u062d\u0644\u064b\u0627 \u0645\u062d\u062a\u0645\u0644\u064b\u0627 \u0644\u0648\u0635\u0641 \u0643\u0645\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0645\u062d\u0644\u064a\u064b\u0627\u060c \u062f\u0648\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0632\u0648\u0651\u062f\u064a \u062e\u062f\u0645\u0627\u062a \u0645\u0646 \u0623\u0637\u0631\u0627\u0641 \u062b\u0627\u0644\u062b\u0629\u060c \u0648\u062f\u0648\u0646 \u0631\u0633\u0648\u0645 \u062e\u062f\u0645\u0627\u062a\u0647\u0645 \u0623\u0648 \u0648\u0642\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u062a\u0628\u0637 \u0628\u0647\u0627. \u0643\u0645\u0627 \u064a\u064f\u063a\u0646\u064a (Sheeko)<\/bdi> \u0648\u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0639\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0633\u0639\u064a \u0644\u0637\u0644\u0628 \u0627\u0644\u0623\u0630\u0648\u0646\u0627\u062a \u0648\u0625\u0639\u0627\u062f\u0629 \u0635\u064a\u0627\u063a\u0629 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\u0627\u0644\u0645\u0631\u0627\u062c\u0639:<\/strong><\/h2>\n