{"id":21940,"date":"2024-09-01T20:02:18","date_gmt":"2024-09-01T17:02:18","guid":{"rendered":"https:\/\/cm.qu.edu.iq\/?p=21940"},"modified":"2024-09-01T20:02:18","modified_gmt":"2024-09-01T17:02:18","slug":"%d9%85%d9%86%d8%a7%d9%82%d8%b4%d8%a9-%d8%b1%d8%b3%d8%a7%d9%84%d8%a9-%d9%85%d8%a7%d8%ac%d8%b3%d8%aa%d9%8a%d8%b1-%d8%a8%d8%b9%d9%86%d9%88%d8%a7%d9%86-%d8%a7%d9%84%d8%aa%d9%86%d8%a8%d8%a4-%d8%a8%d8%a3","status":"publish","type":"post","link":"https:\/\/cm.qu.edu.iq\/?p=21940","title":{"rendered":"\u0645\u0646\u0627\u0642\u0634\u0629 \u0631\u0633\u0627\u0644\u0629 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0628\u0639\u0646\u0648\u0627\u0646( \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0623\u0645\u0631\u0627\u0636 \u0627\u0644\u0642\u0644\u0628 \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062e\u0637\u0637 \u0635\u062f\u0649 \u0627\u0644\u0642\u0644\u0628)"},"content":{"rendered":"\n

\u062c\u0631\u062a \u064a\u0648\u0645 \u0627\u0644\u062e\u0645\u064a\u0633 \u0627\u0644\u0645\u0648\u0627\u0641\u0642 \u0662\u0669\/ \u0668 \/\u0662\u0660\u0662\u0664\u0645 \u0645\u0646\u0627\u0642\u0634\u0629 \u0637\u0627\u0644\u0628\u0629 \u0627\u0644\u0645\u0627\u062c\u064a\u0633\u062a\u064a\u0631 \u0633\u062d\u0631 \u0634\u0627\u0643\u0631 \u062c\u0628\u0631\u2026 \u0627\u0644\u0645\u0648\u0633\u0648\u0645\u0629 ( \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0623\u0645\u0631\u0627\u0636 \u0627\u0644\u0642\u0644\u0628 \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062e\u0637\u0637 \u0635\u062f\u0649 \u0627\u0644\u0642\u0644\u0628) \u0648\u0627\u0644\u0645\u0642\u062f\u0645\u0629 \u0625\u0644\u0649 \u0645\u062c\u0644\u0633 \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\/\u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0642\u0627\u062f\u0633\u064a\u0629\/\u0642\u0633\u0645 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628.
\u0627\u0642\u062a\u0631\u062d\u062a \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0647\u062c \u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0647\u0645\u0627 (MobileNetV2 \u0648 Res-Net50) \u0648\u0643\u0644\u0627\u0647\u0645\u0627 \u062a\u0645 \u062a\u0639\u062f\u064a\u0644\u0647\u0645\u0627 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u0636\u0645\u0646 \u062a\u0642\u062f\u064a\u0631 \u0642\u0648\u0629 \u062f\u0641\u0639 \u0627\u0644\u0642\u0644\u0628 \u0648\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0628\u0637\u064a\u0646 \u0627\u0644\u0623\u064a\u0633\u0631 \u0644\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u0649 \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629\u060c \u0648\u0623\u062b\u0628\u062a\u062a \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0646\u062c\u0627\u062d \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0641\u064a \u062a\u062c\u0627\u0648\u0632 \u0639\u064a\u0648\u0628 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0637\u0631\u064a\u0642\u0629 \u0623\u0643\u062b\u0631 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0648\u0641\u0639\u0627\u0644\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0637\u0628\u064a\u0629\u060c \u0648\u062a\u0645 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0628\u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 (DSC) \u0648\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 (MAE, RMSE, R2) \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 (Echo Net) \u0645\u0639 \u0627\u0644\u0648\u0636\u0639 \u0627\u0644\u0642\u0645\u064a \u0627\u0644\u0645\u0643\u0648\u0646 \u0645\u0646 \u0623\u0631\u0628\u0639 \u063a\u0631\u0641 \u0648\u062a\u0645 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 (MAE) \u0628\u0642\u064a\u0645\u0629 2.74 \u0648(RMSE) \u0628\u0642\u064a\u0645\u0629 4.19 \u0648(R2) \u0628\u0642\u064a\u0645\u0629 0.92 \u0648(DSC) \u0628\u0642\u064a\u0645\u0629 0.94 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u0627\u0644\u0623\u0648\u0644 (MobileNetV2) \u0641\u064a \u062d\u064a\u0646 \u062a\u0645\u0643\u0646 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 (MAE) \u0628\u0642\u064a\u0645\u0629 2.45 \u0648 (RMSE) \u0628\u0642\u064a\u0645\u0629 3.87 \u0648 (R2) \u0628\u0642\u064a\u0645\u0629 0.93 \u0648 (DSC) \u0628\u0642\u064a\u0645\u0629 0.96 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u0627\u0644\u062b\u0627\u0646\u064a (ResNet50).<\/p>\n\n\n\n

\u0623\u0638\u0647\u0631\u062a \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0623\u0646 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0643\u0627\u0646 \u0623\u062f\u0627\u0621\u0647\u0627 \u0623\u0641\u0636\u0644 \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0641\u064a \u063a\u0627\u0644\u0628\u064a\u0629 \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0645\u0645\u0627 \u064a\u0624\u0643\u062f \u0635\u062d\u0629 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0648\u064a\u062f\u0639\u0645 \u0627\u0644\u0641\u0631\u0636\u064a\u0629.
\u0647\u0630\u0627 \u0627\u0644\u0639\u0645\u0644 \u064a\u0639\u062a\u0628\u0631 \u0623\u062f\u0627\u0629 \u0645\u0633\u0627\u0639\u062f\u0629 \u0644\u062a\u0634\u062e\u064a\u0635 \u0648\u062a\u062a\u0628\u0639 \u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u0642\u0644\u0628 \u0648\u0644\u0647 \u062a\u0623\u062b\u064a\u0631 \u0625\u064a\u062c\u0627\u0628\u064a \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0625\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0629. \u0648\u0642\u062f \u0627\u062c\u064a\u0632\u062a \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0628\u062a\u0642\u062f\u064a\u0631 \u0627\u0645\u062a\u064a\u0627\u0632..\u0645\u0628\u0627\u0631\u0643 \u0644\u0644\u0637\u0627\u0644\u0628\u0629\u00a0\u0648\u0644\u0644\u0645\u0634\u0631\u0641.<\/p>\n\n\n\n

\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n<\/figure>\n","protected":false},"excerpt":{"rendered":"

\u062c\u0631\u062a \u064a\u0648\u0645 \u0627\u0644\u062e\u0645\u064a\u0633 \u0627\u0644\u0645\u0648\u0627\u0641\u0642 \u0662\u0669\/ \u0668 \/\u0662\u0660\u0662\u0664\u0645 \u0645\u0646\u0627\u0642\u0634\u0629 \u0637\u0627\u0644\u0628\u0629 \u0627\u0644\u0645\u0627\u062c\u064a\u0633\u062a\u064a\u0631 \u0633\u062d\u0631 \u0634\u0627\u0643\u0631 \u062c\u0628\u0631\u2026 \u0627\u0644\u0645\u0648\u0633\u0648\u0645\u0629 ( \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0623\u0645\u0631\u0627\u0636 \u0627\u0644\u0642\u0644\u0628 \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 … \u0627\u0642\u0631\u0623 \u0623\u0643\u062b\u0631<\/span><\/a><\/p>\n","protected":false},"author":72,"featured_media":21944,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-21940","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-5"],"_links":{"self":[{"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/posts\/21940","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/users\/72"}],"replies":[{"embeddable":true,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=21940"}],"version-history":[{"count":1,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/posts\/21940\/revisions"}],"predecessor-version":[{"id":21945,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/posts\/21940\/revisions\/21945"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/media\/21944"}],"wp:attachment":[{"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=21940"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=21940"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=21940"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}