
{"id":26134,"date":"2024-02-24T11:36:01","date_gmt":"2024-02-24T12:36:01","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%d8%b7%d8%a8%d9%82%d9%87-%d8%a8%d9%86%d8%af%db%8c-%d8%b1%d8%a7%d8%af%db%8c%d9%88%da%98%db%8c%da%a9%db%8c-%d8%aa%d9%88%d9%85%d9%88%d8%b1-%d9%85%d8%ba%d8%b2%db%8c\/"},"modified":"2024-02-24T11:36:02","modified_gmt":"2024-02-24T12:36:02","slug":"%d8%b7%d8%a8%d9%82%d9%87-%d8%a8%d9%86%d8%af%db%8c-%d8%b1%d8%a7%d8%af%db%8c%d9%88%da%98%db%8c%da%a9%db%8c-%d8%aa%d9%88%d9%85%d9%88%d8%b1-%d9%85%d8%ba%d8%b2%db%8c","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d8%b7%d8%a8%d9%82%d9%87-%d8%a8%d9%86%d8%af%db%8c-%d8%b1%d8%a7%d8%af%db%8c%d9%88%da%98%db%8c%da%a9%db%8c-%d8%aa%d9%88%d9%85%d9%88%d8%b1-%d9%85%d8%ba%d8%b2%db%8c\/","title":{"rendered":"\u0645\u0642\u0627\u0644\u0647 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0631\u0627\u062f\u06cc\u0648\u0698\u06cc\u06a9\u06cc \u062a\u0648\u0645\u0648\u0631 \u0645\u063a\u0632\u06cc"},"content":{"rendered":"<table class=\"table table-striped table-hover\">\n<tbody>\n<tr>\n<td>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc <\/td>\n<td>Brain Tumor Radiogenomic Classification<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc <\/td>\n<td>\u0645\u0642\u0627\u0644\u0647 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0631\u0627\u062f\u06cc\u0648\u0698\u06cc\u06a9\u06cc \u062a\u0648\u0645\u0648\u0631 \u0645\u063a\u0632\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 <\/td>\n<td>Amr Mohamed, Mahmoud Rabea, Aya Sameh, Ehab Kamal<\/td>\n<\/tr>\n<tr>\n<td>\u0632\u0628\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 <\/td>\n<td>\u0627\u0646\u06af\u0644\u06cc\u0633\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0631\u0645\u062a \u0645\u0642\u0627\u0644\u0647: <\/td>\n<td>PDF<\/td>\n<\/tr>\n<tr>\n<td>\u0686\u06a9\u06cc\u062f\u0647 <\/td>\n<td style=\"direction:ltr;\">The RSNA-MICCAI brain tumor radiogenomic classification challenge aimed to predict MGMT biomarker status in glioblastoma through binary classification on Multi parameter mpMRI scans: T1w, T1wCE, T2w and FLAIR. The dataset is splitted into three main cohorts: training set, validation set which were used during training, and the testing were only used during final evaluation. Images were either in a DICOM format or in Png format. different architectures were used to investigate the problem including the 3D version of Vision Transformer (ViT3D), ResNet50, Xception and EfficientNet-B3. AUC was used as the main evaluation metric and the results showed an advantage for both the ViT3D and the Xception models achieving 0.6015 and 0.61745 respectively on the testing set. compared to other results, our results proved to be valid given the complexity of the task. further improvements can be made through exploring different strategies, different architectures and more diverse datasets.<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a<\/td>\n<td>6<\/td>\n<\/tr>\n<tr>\n<td>\u0686\u06a9\u06cc\u062f\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc (\u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc) <\/td>\n<td>\u0686\u0627\u0644\u0634 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0631\u0627\u062f\u06cc\u0648\u0698\u0646\u06cc \u062a\u0648\u0645\u0648\u0631 \u0645\u063a\u0632\u06cc RSNA-Miccai \u0628\u0627 \u0647\u062f\u0641 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648\u0636\u0639\u06cc\u062a \u0632\u06cc\u0633\u062a \u0646\u0634\u0627\u0646\u06af\u0631 MGMT \u062f\u0631 \u06af\u0644\u06cc\u0648\u0628\u0644\u0627\u0633\u062a\u0648\u0645\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc \u062f\u0631 \u0627\u0633\u06a9\u0646 \u0647\u0627\u06cc MPMRI \u0686\u0646\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631: T1W \u060c T1WCE \u060c T2W \u0648 \u0627\u0633\u062a\u0639\u062f\u0627\u062f.\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 \u0633\u0647 \u06af\u0631\u0648\u0647 \u0627\u0635\u0644\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f: \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634 \u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u06a9\u0647 \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u062f \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0641\u0642\u0637 \u062f\u0631 \u0637\u0648\u0644 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0646\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.\u062a\u0635\u0627\u0648\u06cc\u0631 \u06cc\u0627 \u0628\u0627 \u0641\u0631\u0645\u062a DICOM \u06cc\u0627 \u0628\u0627 \u0641\u0631\u0645\u062a PNG \u0628\u0648\u062f\u0646\u062f.\u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0645\u0634\u06a9\u0644 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0646\u0633\u062e\u0647 \u0633\u0647 \u0628\u0639\u062f\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 Vision (VIT3D) \u060c RESNET50 \u060c Xception \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f.AUC \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062a\u0631\u06cc\u06a9 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0635\u0644\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a \u0648 \u0646\u062a\u0627\u06cc\u062c \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u0647\u0627\u06cc VIT3D \u0648 Xception \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 0.6015 \u0648 0.61745 \u0645\u0632\u06cc\u062a \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f.\u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0646\u062a\u0627\u06cc\u062c \u062f\u06cc\u06af\u0631 \u060c \u0646\u062a\u0627\u06cc\u062c \u0645\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u06a9\u0627\u0631 \u0645\u0639\u062a\u0628\u0631 \u0627\u0633\u062a.\u0628\u0627 \u06a9\u0627\u0648\u0634 \u062f\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u060c \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u062a\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u0648\u0636\u0648\u0639\u0627\u062a  <\/td>\n<td>Image and Video Processing,Computer Vision and Pattern Recognition,Machine Learning,\u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0641\u06cc\u0644\u0645 \u060c \u062f\u06cc\u062f \u0631\u0627\u06cc\u0627\u0646\u0647 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0644\u06af\u0648\u06cc \u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u060c<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a    <\/td>\n<td>Submitted 11 January, 2024; originally announced January 2024. , Comments: 6 Pages with 4 Tables, 4 Figures and 4 Images<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc    <\/td>\n<td>\u0627\u0631\u0633\u0627\u0644 11 \u0698\u0627\u0646\u0648\u06cc\u0647 2024 \u061b\u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0698\u0627\u0646\u0648\u06cc\u0647 2024 \u0627\u0639\u0644\u0627\u0645 \u0634\u062f \u060c \u0646\u0638\u0631\u0627\u062a: 6 \u0635\u0641\u062d\u0647 \u0628\u0627 4 \u062c\u062f\u0648\u0644 \u060c 4 \u0634\u06a9\u0644 \u0648 4 \u062a\u0635\u0648\u06cc\u0631<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<table class=\"table table-bordered table-primary\">\r\n<tr>\r\n\t<td>\r\n\t\u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0627\u0633\u062a.\r\n\t<\/td>\r\n<\/tr>\r\n\t\r\n<tr>\r\n\t<td>\r\n     \u0628\u0631\u0627\u06cc \u0633\u0641\u0627\u0631\u0634 \u062a\u0631\u062c\u0645\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0648\u0634 \u0647\u0627\u06cc \u062a\u0645\u0627\u0633\u060c \u067e\u06cc\u0627\u0645\u06a9\u060c \u062a\u0644\u06af\u0631\u0627\u0645 \u0648 \u06cc\u0627 \u0648\u0627\u062a\u0633 \u0627\u067e \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u0632\u06cc\u0631 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f:\r\n\t<br \/><br \/>\r\n\t09395106248\r\n\t\t\r\n\t\t\r\n\t<br \/><br \/>\r\n\t\t\u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0634\u0631\u0627\u06cc\u0637 \u062a\u0631\u062c\u0645\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a:\r\n\t\t<br \/>\r\n\t\t<ul>\r\n\t\t<li>\r\n\t\t\u0642\u06cc\u0645\u062a \u0647\u0631 \u0635\u0641\u062d\u0647 \u062a\u0631\u062c\u0645\u0647 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 40 \u0647\u0632\u0627\u0631 \u062a\u0648\u0645\u0627\u0646 \u0645\u06cc \u0628\u0627\u0634\u062f. \r\n\t\t<\/li>\r\n\t\t<li>\r\n\t\t\u062a\u062d\u0648\u06cc\u0644 \u0645\u0642\u0627\u0644\u0647 \u062a\u0631\u062c\u0645\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0648\u0631\u062f \u0645\u06cc \u0628\u0627\u0634\u062f.\r\n\t\t<\/li>\r\n\t\t<li>\r\n\t\t\u0632\u0645\u0627\u0646 \u062a\u062d\u0648\u06cc\u0644 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u0635\u0648\u0631\u062a \u062f\u0627\u0634\u062a\u0646 \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a \u0639\u0627\u062f\u06cc \u0628\u06cc\u0646 3 \u062a\u0627 5 \u0631\u0648\u0632 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.\r\n\t\t<\/li>\r\n\t\t\r\n\t\t<li>\r\n\t\t\u06a9\u06cc\u0641\u06cc\u062a \u062a\u0631\u062c\u0645\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 \u0645\u06cc \u0628\u0627\u0634\u062f. \u0645\u0642\u0627\u0644\u0647 \u0641\u0642\u0637 \u062a\u0648\u0633\u0637 \u0645\u062a\u0631\u062c\u0645\u06cc\u0646 \u0628\u0627 \u0645\u062f\u0631\u06a9 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0645\u062a\u0631\u062c\u0645\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.\r\n\t\t<\/li>\r\n\t\t<li>\r\n\t\t\u06a9\u0644\u06cc\u0647 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0631\u0645\u0648\u0644 \u0647\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0641\u0627\u06cc\u0644 \u062a\u062d\u0648\u06cc\u0644\u06cc \u0648\u0631\u062f \u062f\u0631\u062c \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.\r\n\t\t<\/li>\r\n\t<\/td>\r\n\t\r\n\t\r\n<\/tr>\r\n<\/table>\r\n\r\n\r\n\n","protected":false},"excerpt":{"rendered":"<p>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc Brain Tumor Radiogenomic Classification \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0631\u0627\u062f\u06cc\u0648\u0698\u06cc\u06a9\u06cc \u062a\u0648\u0645\u0648\u0631 \u0645\u063a\u0632\u06cc \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 Amr 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