{"id":3827,"date":"2025-11-28T11:08:08","date_gmt":"2025-11-28T02:08:08","guid":{"rendered":"https:\/\/readtrends.com\/ko\/urbandatalab-scientific-ai-pathology\/"},"modified":"2025-11-28T11:08:08","modified_gmt":"2025-11-28T02:08:08","slug":"urbandatalab-scientific-ai-pathology","status":"publish","type":"post","link":"https:\/\/readtrends.com\/ko\/urbandatalab-scientific-ai-pathology\/","title":{"rendered":"\uc5b4\ubc18\ub370\uc774\ud130\ub7a9 \ucc38\uc5ec \ub2e4\uae30\uad00 \uc5f0\uad6c, Scientific Reports \uac8c\uc7ac\u2026AI \ubcd1\ub9ac \ubd84\ub958 \uc131\ub2a5 \uc785\uc99d"},"content":{"rendered":"<article>\n<p><strong>\ud575\uc2ec \uc694\uc57d<\/strong><br \/>\uc5b4\ubc18\ub370\uc774\ud130\ub7a9(\ub300\ud45c \uc548\uce58\uc131)\uc774 \ucc38\uc5ec\ud55c \ub2e4\uae30\uad00 \uacf5\ub3d9\uc5f0\uad6c \ub17c\ubb38\uc774 \uad6d\uc81c \ud559\uc220\uc9c0 Scientific Reports(Nature Portfolio)\uc5d0 \uac8c\uc7ac\ub410\ub2e4. \uc774\ubc88 \uc5f0\uad6c\ub294 \uad6d\ub9bd\ubcf4\uac74\uc5f0\uad6c\uc6d0 \ubbf8\ub798\uc758\ub8cc\uc5f0\uad6c \ud5ec\uc2a4\ucf00\uc5b4\uc778\uacf5\uc9c0\ub2a5\uc5f0\uad6c\uacfc\uc758 \uc9c0\uc6d0\uc744 \ubc1b\uc544 5\uac1c \uc758\ub8cc\uae30\uad00\uc758 \ubcd1\ub9ac \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud574 \ubc29\uad11\uc554(\uc694\ub85c \uc0c1\ud53c \uc2e0\uc0dd\ubb3c)\uc5d0 \ub300\ud55c AI \uae30\ubc18 \uc790\ub3d9 \ubd84\ub958 \ubaa8\ub378\uc744 \uac1c\ubc1c\u00b7\uac80\uc99d\ud55c \uc131\uacfc\ub2e4. \uc5f0\uad6c\ud300\uc740 \uc57d 1\ub9cc2500\uc7a5 WSI\ub97c \uc804\ucc98\ub9ac\ud574 CNN\u00b7Transformer \uacc4\uc5f4 \ubaa8\ub378\uc744 \ube44\uad50 \ud3c9\uac00\ud588\uc73c\uba70, EfficientNet-B6\uac00 \uc815\ud655\ub3c4 0.913\u00b7\ubbfc\uac10\ub3c4 0.909\u00b7\ud2b9\uc774\ub3c4 0.956\u00b7AUC 0.983\uc73c\ub85c \uac00\uc7a5 \uc6b0\uc218\ud55c \uacb0\uacfc\ub97c \ubcf4\uc600\ub2e4.<\/p>\n<h2>\ud575\uc2ec \uc0ac\uc2e4<\/h2>\n<ul>\n<li>\uac8c\uc7ac\uc9c0: Scientific Reports(Nature Portfolio)\uc5d0 \uc5f0\uad6c \ub17c\ubb38 \uac8c\uc7ac\uac00 \ud655\uc815\ub410\ub2e4.<\/li>\n<li>\uc5f0\uad6c \uc9c0\uc6d0: \uad6d\ub9bd\ubcf4\uac74\uc5f0\uad6c\uc6d0 \ubbf8\ub798\uc758\ub8cc\uc5f0\uad6c \ud5ec\uc2a4\ucf00\uc5b4\uc778\uacf5\uc9c0\ub2a5\uc5f0\uad6c\uacfc\uc758 &#8216;\uacf5\uac04\ubc14\uc774\uc624\ub9c8\ucee4 \uac1c\ubc1c\uc744 \uc704\ud55c \ub514\uc9c0\ud138\ubcd1\ub9ac \uae30\ubc18 \uc778\uacf5\uc9c0\ub2a5 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130 \uad6c\ucd95&#8217; \uc0ac\uc5c5\uc758 \uc77c\ud658\uc73c\ub85c \uc218\ud589\ub410\ub2e4.<\/li>\n<li>\ub370\uc774\ud130 \uaddc\ubaa8: \uc0ac\uc5c5 \ubaa9\ud45c\ub294 50\uac74 \uc774\uc0c1 \uaddc\ubaa8\uc758 \uacf5\uac04\uc804\uc0ac\uccb4 \ub370\uc774\ud130\uc640 6,000\uac74 \uc774\uc0c1 \ub514\uc9c0\ud138 \ubcd1\ub9ac \uc774\ubbf8\uc9c0 \ub370\uc774\ud130 \uad6c\ucd95\uc774\ub2e4.<\/li>\n<li>\ub2e4\uae30\uad00 \ucc38\uc5ec: \uad6d\ub0b4 5\uac1c \uc758\ub8cc\uae30\uad00\uc5d0\uc11c \ud655\ubcf4\ud55c \ubcd1\ub9ac \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc5f0\uad6c\uac00 \uc9c4\ud589\ub410\ub2e4.<\/li>\n<li>\uc774\ubbf8\uc9c0\u00b7\uc804\ucc98\ub9ac: \uc804\uccb4 \uc57d 12,500\uc7a5(WSI)\uc744 \ub300\uc0c1\uc73c\ub85c \uc5fc\uc0c9 \ud45c\uc900\ud654 \ubc0f \ud328\uce58 \ucd94\ucd9c \ub4f1 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uac70\ucce4\ub2e4.<\/li>\n<li>\ubaa8\ub378 \ube44\uad50: CNN(ResNet-50, DenseNet-121 \ub4f1)\uacfc Transformer \uae30\ubc18(ViT) \ubaa8\ub378\uc744 \ud3ec\ud568\ud574 \ub2e4\uc218 \ubaa8\ub378\uc744 \ube44\uad50 \ud3c9\uac00\ud588\ub2e4.<\/li>\n<li>\uc8fc\uc694 \uc131\ub2a5: EfficientNet-B6 \ubaa8\ub378\uc774 \uc815\ud655\ub3c4 0.913, \ubbfc\uac10\ub3c4 0.909, \ud2b9\uc774\ub3c4 0.956, AUC 0.983\ub85c \ucd5c\uc0c1\uc704 \uc131\ub2a5\uc744 \uae30\ub85d\ud588\ub2e4.<\/li>\n<li>\uc5f0\uad6c\uc9c4\u00b7\uc5ed\ud560: \ubc15\uc900\uc601\u00b7\uae40\uc9c0\uc12d \ubc15\uc0ac\uac00 \uacf5\ub3d9 \uc81c1\uc800\uc790, \uae40\uad11\uae30\u00b7\uc815\ucc2c\uad8c \uad50\uc218\uac00 \uad50\uc2e0\uc800\uc790, \uc548\uce58\uc131 \ub300\ud45c\ub294 \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f AI \ubaa8\ub378\ub9c1\uc744 \ub2f4\ub2f9\ud55c \uacf5\ub3d9\uc5f0\uad6c\uc790\ub85c \uc5f0\uad6c \uc804 \uacfc\uc815\uc5d0 \ucc38\uc5ec\ud588\ub2e4.<\/li>\n<\/ul>\n<h2>\uc0ac\uac74 \ubc30\uacbd<\/h2>\n<p>\ub514\uc9c0\ud138 \ubcd1\ub9ac(Whole Slide Imaging, WSI)\uc640 \uacf5\uac04\ubc14\uc774\uc624\ub9c8\ucee4 \uc5f0\uad6c\ub294 \uc870\uc9c1 \uc218\uc900\uc758 \ubd84\uc790\u00b7\uad6c\uc870 \uc815\ubcf4\ub97c \uacb0\ud569\ud574 \uc9c8\ubcd1 \ud45c\uc9c0\uc790\ub97c \ucc3e\ub294 \ubd84\uc57c\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\ub2e4. \uad6d\ub0b4\uc5d0\uc11c\ub294 \ub2e4\uae30\uad00\u00b7\ub300\uaddc\ubaa8 WSI\uc640 \uacf5\uac04\uc804\uc0ac\uccb4 \ub370\uc774\ud130\ub97c \uacb0\ud569\ud55c AI \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc14b \uad6c\ucd95\uc774 \ucd08\uae30 \ub2e8\uacc4\uc600\uace0, \ud45c\uc900\ud654\ub41c \ub370\uc774\ud130 \uc218\uc9d1\uacfc \ub77c\ubca8\ub9c1\uc774 \ud070 \uacfc\uc81c\uc600\ub2e4. \uad6d\ub9bd\ubcf4\uac74\uc5f0\uad6c\uc6d0 \ub4f1 \uacf5\uacf5 \uc5f0\uad6c\uc9c0\uc6d0\uc740 \uc774\ub7ec\ud55c \uc778\ud504\ub77c \uad6c\ucd95\uc744 \ucd09\uc9c4\ud574 \uad6d\ub0b4 \uc5f0\uad6c\uc790\ub4e4\uc774 \uad6d\uc81c \ud559\uc220\uc9c0\uc5d0 \uacb0\uacfc\ub97c \ubc1c\ud45c\ud560 \uc218 \uc788\ub294 \ud1a0\ub300\ub97c \ub9c8\ub828\ud588\ub2e4.<\/p>\n<p>\ud2b9\ud788 \ubc29\uad11\uc554(\uc694\ub85c \uc0c1\ud53c \uc2e0\uc0dd\ubb3c)\uc740 \uc870\uc9c1\ud559\uc801 \ub4f1\uae09\uacfc \uce68\uc2b5\uc131 \ud310\ub2e8\uc774 \uc784\uc0c1\uc801 \ucc98\uce58\uc5d0 \uc911\uc694\ud55c \uc601\ud5a5\uc744 \ubbf8\uce58\ub098 \ubcd1\ub9ac\uacfc \ud310\ub3c5\uc790 \uac04 \ubd84\ub958 \uc77c\uad00\uc131\uc758 \ud55c\uacc4\uac00 \uc874\uc7ac\ud55c\ub2e4. AI \uae30\ubc18 \uc790\ub3d9 \ubd84\ub958 \ubaa8\ub378\uc740 \ud310\ub3c5 \ud6a8\uc728\uc744 \ub192\uc774\uace0 \uc9c4\ub2e8 \ud3b8\ucc28\ub97c \uc904\uc774\ub294 \ubcf4\uc870 \ub3c4\uad6c\ub85c \uae30\ub300\ub418\uba70, \ub2e4\uae30\uad00 \ub370\uc774\ud130\ub97c \ud1b5\ud55c \uac80\uc99d\uc740 \uc678\uc801 \ud0c0\ub2f9\uc131 \ud655\ubcf4\uc758 \ud575\uc2ec \uc808\ucc28\ub85c \uc5ec\uaca8\uc9c4\ub2e4.<\/p>\n<h2>\uc8fc\uc694 \uc0ac\uac74<\/h2>\n<p>\uc5f0\uad6c\ud300\uc740 5\uac1c \uc758\ub8cc\uae30\uad00\uc5d0\uc11c \uc218\uc9d1\ud55c WSI \uc57d 12,500\uc7a5\uc744 \ub300\uc0c1\uc73c\ub85c \uc5fc\uc0c9 \ud45c\uc900\ud654(stain normalization)\uc640 \ud328\uce58 \ucd94\ucd9c\uc744 \ud3ec\ud568\ud55c \uc804\ucc98\ub9ac \uc6cc\ud06c\ud50c\ub85c\ub97c \uc218\ub9bd\ud588\ub2e4. \uc774\ud6c4 CNN \uacc4\uc5f4(ResNet-50, DenseNet-121 \ub4f1)\uacfc EfficientNet-B6, Vision Transformer(ViT) \ub4f1 \ub2e4\uc591\ud55c \uc544\ud0a4\ud14d\ucc98\ub97c \ud559\uc2b5\uc2dc\ud0a4\uace0 5-Fold \uad50\ucc28\uac80\uc99d\uc73c\ub85c \uc131\ub2a5\uc744 \ube44\uad50\ud588\ub2e4. \uc5f0\uad6c \ubaa9\uc801\uc740 \uc815\uc0c1\u00b7\ube44\uce68\uc2b5\uc131\u00b7\uce68\uc2b5\uc131 \uc138 \ubc94\uc8fc\ub97c AI\uac00 \uc790\ub3d9 \ubd84\ub958\ud558\ub294 \ubaa8\ub378\uc758 \uc815\ud655\uc131\u00b7\ubbfc\uac10\ub3c4\u00b7\ud2b9\uc774\ub3c4\u00b7AUC\ub97c \uc815\ub7c9\uc801\uc73c\ub85c \uac80\uc99d\ud558\ub294 \uac83\uc774\uc5c8\ub2e4.<\/p>\n<p>\ud3c9\uac00 \uacb0\uacfc EfficientNet-B6\uac00 \uac00\uc7a5 \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ubcf4\uc600\uace0, \ud2b9\ud788 AUC 0.983\uc73c\ub85c \uc784\uc0c1\uc801 \ud310\ub3c5 \ubcf4\uc870\uc5d0 \ud544\uc694\ud55c \ub192\uc740 \ud310\ubcc4\ub825\uc744 \ub098\ud0c0\ub0c8\ub2e4. \uc5f0\uad6c\ud300\uc740 \ubaa8\ub378\uc758 \ud574\uc11d \uac00\ub2a5\uc131 \ud655\ubcf4\ub97c \uc704\ud574 CAM(Grad-CAM \uc720\uc0ac \uae30\ubc95) \uae30\ubc18 \uc2dc\uac01\ud654\ub3c4 \uc218\ud589\ud574 AI\uac00 \uc9c4\ub2e8 \uadfc\uac70\ub85c \uc0bc\uc740 \uc870\uc9c1\ud559\uc801 \ud575\uc2ec \ubd80\uc704\ub97c \uc81c\uc2dc\ud588\ub2e4.<\/p>\n<p>\uc5f0\uad6c\uc758 \uc791\uc131\uacfc\uc815\uc5d0\ub294 \uac00\ucc9c\ub300 \uae38\ubcd1\uc6d0 \ubc15\uc900\uc601 \ubc15\uc0ac\uc640 \uae40\uc9c0\uc12d \uad50\uc218\uac00 \uacf5\ub3d9 \uc81c1\uc800\uc790\ub85c, \uae40\uad11\uae30\u00b7\uc815\ucc2c\uad8c \uad50\uc218\uac00 \uad50\uc2e0\uc800\uc790\ub85c \ucc38\uc5ec\ud588\uc73c\uba70, \uc5b4\ubc18\ub370\uc774\ud130\ub7a9\uc740 \ub370\uc774\ud130 \ucc98\ub9ac\uc640 \ubaa8\ub378\ub9c1\uc744 \ub2f4\ub2f9\ud574 \ub2e4\uae30\uad00 \ud611\uc5c5\uc744 \uae30\uc220\uc801\uc73c\ub85c \uc870\uc728\ud588\ub2e4. \uc5f0\uad6c\ub294 \ud559\uc220\uc9c0 \uc2ec\uc0ac\uacfc\uc815\uacfc \ub370\uc774\ud130 \uac80\uc99d \uc808\ucc28\ub97c \uc644\ub8cc\ud574 \ucd5c\uc885 \uac8c\uc7ac\uac00 \ud655\uc815\ub410\ub2e4.<\/p>\n<h2>\ubd84\uc11d \ubc0f \uc758\ubbf8<\/h2>\n<p>\uccab\uc9f8, \ub2e4\uae30\uad00 WSI \ub370\uc774\ud130 \uae30\ubc18\uc758 \ubaa8\ub378 \uac80\uc99d\uc740 \uad6d\ub0b4 AI \ubcd1\ub9ac \uc5f0\uad6c\uc758 \uc678\uc801 \ud0c0\ub2f9\uc131\uc744 \uac15\ud654\ud588\ub2e4. \ub2e8\uc77c \uae30\uad00 \ub370\uc774\ud130\uc5d0 \ube44\ud574 \uae30\uad00 \uac04 \uc5fc\uc0c9\u00b7\uc2a4\uce94 \uc870\uac74\uc758 \ub2e4\uc591\uc131\uc774 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \uc2dc\ud5d8\ud558\ub294 \ub354 \uc5c4\uaca9\ud55c \ud658\uacbd\uc744 \uc81c\uacf5\ud55c\ub2e4. \uc774\ubc88 \uc5f0\uad6c\ub294 \uadf8\ub7f0 \ud658\uacbd\uc5d0\uc11c\ub3c4 \ub192\uc740 AUC\ub97c \uae30\ub85d\ud574 \uc2e4\ubb34 \uc801\uc6a9 \uac00\ub2a5\uc131\uc758 \uadfc\uac70\ub97c \uc81c\uc2dc\ud588\ub2e4.<\/p>\n<p>\ub458\uc9f8, EfficientNet-B6\uc758 \uc6b0\uc218\uc131\uc740 \ucd5c\uc2e0 \ub124\ud2b8\uc6cc\ud06c \uc124\uacc4\uac00 \ubcd1\ub9ac \uc774\ubbf8\uc9c0 \ubd84\ub958\uc5d0 \uc801\uc808\ud788 \uc801\uc6a9\ub420 \uc218 \uc788\uc74c\uc744 \uc758\ubbf8\ud55c\ub2e4. \ub2e4\ub9cc \ubaa8\ub378 \uc120\ud0dd\uc740 \uacc4\uc0b0 \uc790\uc6d0, \ucd94\ub860 \uc18d\ub3c4, \uc784\uc0c1 \uc6cc\ud06c\ud50c\ub85c \ud1b5\ud569 \uc6a9\uc774\uc131 \ub4f1\uc744 \ud568\uaed8 \uace0\ub824\ud574\uc57c \ud558\ubbc0\ub85c \uc0c1\uc6a9\ud654 \ub2e8\uacc4\uc5d0\uc11c\ub294 \ucd94\uac00 \ucd5c\uc801\ud654\uac00 \uc694\uad6c\ub41c\ub2e4.<\/p>\n<p>\uc14b\uc9f8, CAM \uae30\ubc18 \uc2dc\uac01\ud654\ub294 AI\uc758 \uc124\uba85\ub825\uc744 \ubcf4\uac15\ud574 \ubcd1\ub9ac\ud559\uc790\uc758 \uc2e0\ub8b0 \ud615\uc131\uc5d0 \uae30\uc5ec\ud55c\ub2e4. \uc784\uc0c1 \uc801\uc6a9\uc744 \uc704\ud574\uc11c\ub294 \ubaa8\ub378\uc758 \uc624\ud0d0\u00b7\ub204\ub77d \uc0ac\ub840\uc5d0 \ub300\ud55c \uccb4\uacc4\uc801 \uac80\ud1a0\uc640 \uc784\uc0c1\uc2dc\ud5d8 \uc218\uc900\uc758 \uc804\ud5a5\uc801 \uac80\uc99d\uc774 \ud544\uc694\ud558\ub2e4. \ub610\ud55c \uaddc\uc81c \uc2b9\uc778(IVD) \uc808\ucc28\uc640 \ub370\uc774\ud130 \ud504\ub77c\uc774\ubc84\uc2dc\u00b7\ud45c\uc900\ud654 \ubb38\uc81c\ub3c4 \ud574\uacb0\ud574\uc57c \ud560 \uacfc\uc81c\ub85c \ub0a8\uc544 \uc788\ub2e4.<\/p>\n<h2>\ube44\uad50 \ubc0f \ub370\uc774\ud130<\/h2>\n<figure>\n<table>\n<thead>\n<tr>\n<th>\ubaa8\ub378<\/th>\n<th>\uc815\ud655\ub3c4<\/th>\n<th>\ubbfc\uac10\ub3c4<\/th>\n<th>\ud2b9\uc774\ub3c4<\/th>\n<th>AUC<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>EfficientNet-B6<\/td>\n<td>0.913<\/td>\n<td>0.909<\/td>\n<td>0.956<\/td>\n<td>0.983<\/td>\n<\/tr>\n<tr>\n<td>ResNet-50 \/ DenseNet-121 \/ ViT<\/td>\n<td colspan=\"4\">\ube44\uad50 \ud3c9\uac00(ROC \uace1\uc120 \uc81c\uacf5, \uac1c\ubcc4 \uc218\uce58 \ud45c\uae30 \uc5c6\uc74c)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p>\uc704 \ud45c\ub294 \uc5f0\uad6c\uc5d0\uc11c \ubcf4\uace0\ub41c \ud575\uc2ec \uc131\ub2a5 \uc9c0\ud45c\ub97c \uc694\uc57d\ud55c \uac83\uc774\ub2e4. \uc5f0\uad6c \uc6d0\ubb38\uc740 5-Fold \uad50\ucc28\uac80\uc99d \uacb0\uacfc\uc758 ROC \uace1\uc120\uc744 \ud1b5\ud574 \ubaa8\ub378 \uac04 \ucc28\uc774\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \uc81c\uc2dc\ud588\uc73c\uba70, CAM \uc2dc\uac01\ud654\ub85c \ubaa8\ub378\uc758 \ud310\ub2e8 \uadfc\uac70\ub97c \ud655\uc778\ud588\ub2e4.<\/p>\n<h2>\ubc18\uc751 \ubc0f \uc778\uc6a9<\/h2>\n<blockquote>\n<p>&#8220;\uc774\ubc88 \uc5f0\uad6c\uac00 Scientific Reports\uc5d0 \uac8c\uc7ac\ub41c \uac83\uc744 \ub73b\uae4a\uac8c \uc0dd\uac01\ud569\ub2c8\ub2e4. AI\uac00 \uc784\uc0c1\u00b7\uc758\ub8cc \uc601\uc0c1 \ubd84\uc57c\uc5d0 \uc2e4\uc9c8\uc801 \uae30\uc5ec\ub97c \ud560 \uc218 \uc788\uc74c\uc744 \ubcf4\uc5ec\uc900 \uc131\uacfc\uc785\ub2c8\ub2e4.&#8221;<\/p>\n<p><cite>\ubc15\uc900\uc601 \ubc15\uc0ac(\uacf5\ub3d9 \uc81c1\uc800\uc790)<\/cite><\/p><\/blockquote>\n<p>\ubc15\uc900\uc601 \ubc15\uc0ac\ub294 \uc5f0\uad6c\uac00 \ud559\uc220\uc801\uc73c\ub85c \uc778\uc815\ubc1b\uc740 \uc810\uc744 \uac15\uc870\ud558\uba74\uc11c, \uc784\uc0c1 \uc801\uc6a9 \ub2e8\uacc4\ub85c\uc758 \uc5f0\uacc4 \uac00\ub2a5\uc131\uc5d0 \uc8fc\ubaa9\ud588\ub2e4. \uadf8\ub294 \ud5a5\ud6c4 \uc804\ud5a5\uc801 \uac80\uc99d\uacfc \uc784\uc0c1 \uc6cc\ud06c\ud50c\ub85c \ud1b5\ud569 \uc5f0\uad6c\uc758 \ud544\uc694\uc131\uc744 \ubc1d\ud614\ub2e4.<\/p>\n<blockquote>\n<p>&#8220;\uc774\ubc88 \uc131\uacfc\ub97c \ubc1c\ud310\uc0bc\uc544 \ucd94\uac00 \ubcd1\ub9ac \ubc14\uc774\uc624\ub9c8\ucee4 \uc5f0\uad6c\uc640 AI IVD \uc81c\ud488\ud654\uc5d0 \uc18d\ub3c4\ub97c \ub0b4\uaca0\uc2b5\ub2c8\ub2e4. \uae00\ub85c\ubc8c \uc784\uc0c1 \ud30c\ud2b8\ub108\uc2ed\uc744 \ud655\ub300\ud574 \ud55c\uad6d\ud615 AI \ubcd1\ub9ac \uc194\ub8e8\uc158\uc758 \uad6d\uc81c \uacbd\uc7c1\ub825\uc744 \ud0a4\uc6b8 \uacc4\ud68d\uc785\ub2c8\ub2e4.&#8221;<\/p>\n<p><cite>\uc548\uce58\uc131 \ub300\ud45c(\uc5b4\ubc18\ub370\uc774\ud130\ub7a9)<\/cite><\/p><\/blockquote>\n<p>\uc548\uce58\uc131 \ub300\ud45c\ub294 \uc0c1\uc6a9\ud654 \uc758\uc9c0\ub97c \uc7ac\ud655\uc778\ud558\uba70, \ud604\uc7ac \uc9c4\ud589 \uc911\uc778 \ubbf8\uad6d Kaiser Permanente Medicine\uacfc\uc758 \uacf5\ub3d9\uc5f0\uad6c\uc640 \ub514\uc9c0\ud138\ubcd1\ub9ac \ud50c\ub7ab\ud3fc &#8216;MeDIAuto&#8217; \uace0\ub3c4\ud654 \uacc4\ud68d\uc744 \ubc1d\ud614\ub2e4. \ud68c\uc0ac \uce21\uc740 \uc0c1\uc6a9\ud654 \uc2dc\uc810\uacfc \uaddc\uc81c \ub300\uc751 \uacc4\ud68d\uc744 \ub2e8\uacc4\uc801\uc73c\ub85c \uc81c\uc2dc\ud560 \uc608\uc815\uc774\ub2e4.<\/p>\n<h2>\n<aside>\n<details>\n<summary>\uc6a9\uc5b4\/\ubc29\ubc95\ub860<\/summary>\n<p>\uacf5\uac04\ubc14\uc774\uc624\ub9c8\ucee4\ub294 \uc870\uc9c1 \ub0b4 \uc704\uce58 \uc815\ubcf4\uc640 \ubd84\uc790 \uc815\ubcf4\ub97c \uacb0\ud569\ud574 \uc9c8\ubcd1 \uad00\ub828 \ud45c\uc9c0\uc790\ub97c \ucc3e\ub294 \uac1c\ub150\uc774\ub2e4. WSI(Whole Slide Image)\ub294 \uc2ac\ub77c\uc774\ub4dc \uc804\uccb4\ub97c \uace0\ud574\uc0c1\ub3c4\ub85c \uc2a4\uce94\ud55c \ub514\uc9c0\ud138 \ubcd1\ub9ac \uc774\ubbf8\uc9c0\ub85c, \ub300\uc6a9\ub7c9 \ud328\uce58 \ucd94\ucd9c \ubc0f \ud45c\uc900\ud654 \uacfc\uc815\uc774 \ud544\uc218\uc801\uc774\ub2e4. CAM(Grad-CAM \uacc4\uc5f4)\uc740 \uc2e0\uacbd\ub9dd\uc758 \ud310\ub2e8 \uadfc\uac70\ub85c \uc0ac\uc6a9\ub41c \uc774\ubbf8\uc9c0 \uc601\uc5ed\uc744 \uc2dc\uac01\ud654\ud574 \ubaa8\ub378\uc758 \uc124\uba85\ub825\uc744 \ub192\uc774\ub294 \ubc29\ubc95\uc774\ub2e4. EfficientNet \uacc4\uc5f4\uc740 \ud30c\ub77c\ubbf8\ud130 \ud6a8\uc728\uc131\uc744 \ub192\uc778 CNN \uacc4\uc5f4\uc758 \ub124\ud2b8\uc6cc\ud06c\ub85c, \ubcd1\ub9ac \uc774\ubbf8\uc9c0 \ubd84\ub958\uc5d0\uc11c \uc88b\uc740 \uc131\ub2a5\uc744 \ubcf4\uc774\ub294 \uac83\uc73c\ub85c \uc54c\ub824\uc838 \uc788\ub2e4.<\/p>\n<\/details>\n<\/aside>\n<\/h2>\n<h2>\ubd88\ud655\uc2e4\ud55c \ubd80\ubd84 (Unconfirmed)<\/h2>\n<ul>\n<li>\ubaa8\ub378\uc758 \uc2e4\uc81c \uc784\uc0c1 \ud658\uacbd \uc801\uc6a9 \uc2dc \uc131\ub2a5: \uc5f0\uad6c\ub294 \ub2e4\uae30\uad00 \ub808\ud2b8\ub85c\uc2a4\ud399\ud2f0\ube0c \ub370\uc774\ud130\ub85c \uac80\uc99d\ud588\uc73c\ub098 \uc804\ud5a5\uc801\u00b7\ub2e4\uad6d\uac00 \uc784\uc0c1\uc2dc\ud5d8 \uacb0\uacfc\ub294 \uc544\uc9c1 \uacf5\uac1c\ub418\uc9c0 \uc54a\uc558\ub2e4.<\/li>\n<li>\uaddc\uc81c \uc2b9\uc778(IVD) \uc77c\uc815: \uc81c\ud488\ud654\u00b7\uc0c1\uc6a9\ud654\uc640 \uad00\ub828\ud55c \uad6c\uccb4\uc801 \uc2dc\uc810 \ubc0f \uaddc\uc81c \uc808\ucc28 \uc9c4\ud589\uc0c1\ud669\uc740 \uacf5\uac1c\ub418\uc9c0 \uc54a\uc558\ub2e4.<\/li>\n<li>Kaiser Permanente\uc640\uc758 \uacf5\ub3d9\uc5f0\uad6c \ubc94\uc704: \ud611\uc5c5\uc758 \uad6c\uccb4\uc801 \ub0b4\uc6a9(\ub370\uc774\ud130 \uad50\ud658 \uaddc\ubaa8, \uc784\uc0c1\uc2dc\ud5d8 \ucc38\uc5ec \ubc94\uc704 \ub4f1)\uc740 \uacf5\uac1c \uc790\ub8cc\ub85c \uc644\uc804\ud788 \ud655\uc778\ub418\uc9c0 \uc54a\uc558\ub2e4.<\/li>\n<\/ul>\n<h2>\ucd1d\ud3c9<\/h2>\n<p>\uc774\ubc88 \uac8c\uc7ac\ub294 \uad6d\ub0b4 \ub2e4\uae30\uad00 WSI\uc640 \ub300\uc6a9\ub7c9 \ubcd1\ub9ac \uc774\ubbf8\uc9c0\ub97c \ud65c\uc6a9\ud574 AI \uae30\ubc18 \ubcd1\ubcc0 \ubd84\ub958\uc758 \uc815\ub7c9\uc801 \uadfc\uac70\ub97c \ub9c8\ub828\ud588\ub2e4\ub294 \uc810\uc5d0\uc11c \uc758\ubbf8\uac00 \ud06c\ub2e4. \uc5f0\uad6c\ub294 \ubaa8\ub378 \uc131\ub2a5\ubfd0 \uc544\ub2c8\ub77c \ud574\uc11d \uac00\ub2a5\uc131(CAM)\uae4c\uc9c0 \uc81c\uc2dc\ud574 \uc784\uc0c1 \uc801\uc6a9\uc744 \uc704\ud55c \uae30\ucd08 \ub2e8\uacc4\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud588\ub2e4.<\/p>\n<p>\ub2e4\ub9cc \uc0c1\uc6a9\ud654\u00b7\uc784\uc0c1 \uc801\uc6a9\uae4c\uc9c0\ub294 \uc804\ud5a5\uc801 \uac80\uc99d, \uaddc\uc81c \uc2b9\uc778, \ub2e4\uad6d\uc801 \ub370\uc774\ud130\uc5d0\uc11c\uc758 \uc77c\ubc18\ud654 \uac80\uc99d \ub4f1 \ucd94\uac00 \uc808\ucc28\uac00 \ud544\uc694\ud558\ub2e4. \uc5b4\ubc18\ub370\uc774\ud130\ub7a9\uacfc \uacf5\ub3d9\uc5f0\uad6c\uc9c4\uc774 \ubc1d\ud78c \ud6c4\uc18d \uacc4\ud68d(\uc81c\ud488\ud654\u00b7\uae00\ub85c\ubc8c \ud30c\ud2b8\ub108\uc2ed \ud655\ub300)\uc774 \ud604\uc2e4\ud654\ub418\uba74 \uad6d\ub0b4 AI \ubcd1\ub9ac \uc194\ub8e8\uc158\uc758 \uad6d\uc81c \uacbd\uc7c1\ub825\uc774 \ud55c\uce35 \uac15\ud654\ub420 \uac00\ub2a5\uc131\uc774 \ud06c\ub2e4.<\/p>\n<h2>\ucd9c\ucc98<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.etnews.com\/20251128000107\" target=\"_blank\" rel=\"noopener\">\uc804\uc790\uc2e0\ubb38<\/a> (\uc5b8\ub860)<\/li>\n<li><a href=\"https:\/\/www.niph.go.kr\" target=\"_blank\" rel=\"noopener\">\uad6d\ub9bd\ubcf4\uac74\uc5f0\uad6c\uc6d0<\/a> (\uacf5\uc2dd \uae30\uad00)<\/li>\n<li><a href=\"https:\/\/www.nature.com\/srep\/\" target=\"_blank\" rel=\"noopener\">Scientific Reports<\/a> (\ud559\uc220\uc9c0)<\/li>\n<li><a href=\"https:\/\/www.kaiserpermanente.org\" target=\"_blank\" rel=\"noopener\">Kaiser Permanente<\/a> (\uc758\ub8cc\uae30\uad00)<\/li>\n<\/ul>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\ud575\uc2ec \uc694\uc57d\uc5b4\ubc18\ub370\uc774\ud130\ub7a9(\ub300\ud45c \uc548\uce58\uc131)\uc774 \ucc38\uc5ec\ud55c \ub2e4\uae30\uad00 \uacf5\ub3d9\uc5f0\uad6c \ub17c\ubb38\uc774 \uad6d\uc81c \ud559\uc220\uc9c0 Scientific Reports(Nature Portfolio)\uc5d0 \uac8c\uc7ac\ub410\ub2e4. \uc774\ubc88 \uc5f0\uad6c\ub294 \uad6d\ub9bd\ubcf4\uac74\uc5f0\uad6c\uc6d0 \ubbf8\ub798\uc758\ub8cc\uc5f0\uad6c \ud5ec\uc2a4\ucf00\uc5b4\uc778\uacf5\uc9c0\ub2a5\uc5f0\uad6c\uacfc\uc758 \uc9c0\uc6d0\uc744 \ubc1b\uc544 5\uac1c \uc758\ub8cc\uae30\uad00\uc758 \ubcd1\ub9ac \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud574 \ubc29\uad11\uc554(\uc694\ub85c \uc0c1\ud53c \uc2e0\uc0dd\ubb3c)\uc5d0 \ub300\ud55c AI \uae30\ubc18 \uc790\ub3d9 \ubd84\ub958 \ubaa8\ub378\uc744 \uac1c\ubc1c\u00b7\uac80\uc99d\ud55c \uc131\uacfc\ub2e4. \uc5f0\uad6c\ud300\uc740 \uc57d 1\ub9cc2500\uc7a5 WSI\ub97c \uc804\ucc98\ub9ac\ud574 CNN\u00b7Transformer \uacc4\uc5f4 \ubaa8\ub378\uc744 \ube44\uad50 \ud3c9\uac00\ud588\uc73c\uba70, EfficientNet-B6\uac00 \uc815\ud655\ub3c4 0.913\u00b7\ubbfc\uac10\ub3c4 0.909\u00b7\ud2b9\uc774\ub3c4 0.956\u00b7AUC 0.983\uc73c\ub85c \uac00\uc7a5 \uc6b0\uc218\ud55c \uacb0\uacfc\ub97c &#8230; <a title=\"\uc5b4\ubc18\ub370\uc774\ud130\ub7a9 \ucc38\uc5ec \ub2e4\uae30\uad00 \uc5f0\uad6c, Scientific Reports \uac8c\uc7ac\u2026AI \ubcd1\ub9ac \ubd84\ub958 \uc131\ub2a5 \uc785\uc99d\" class=\"read-more\" href=\"https:\/\/readtrends.com\/ko\/urbandatalab-scientific-ai-pathology\/\" aria-label=\"\uc5b4\ubc18\ub370\uc774\ud130\ub7a9 \ucc38\uc5ec \ub2e4\uae30\uad00 \uc5f0\uad6c, Scientific Reports \uac8c\uc7ac\u2026AI \ubcd1\ub9ac \ubd84\ub958 \uc131\ub2a5 \uc785\uc99d\uc5d0 \ub300\ud574 \ub354 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uc138\uc694\">\ub354 \uc77d\uae30<\/a><\/p>\n","protected":false},"author":1,"featured_media":3822,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_title":"\uc5b4\ubc18\ub370\uc774\ud130\ub7a9 \ucc38\uc5ec \ub2e4\uae30\uad00 \uc5f0\uad6c, Scientific Reports \uac8c\uc7ac | \uc5b4\ubc18\ub370\uc774\ud130\ub7a9 \ub274\uc2a4","rank_math_description":"\uc5b4\ubc18\ub370\uc774\ud130\ub7a9\uc774 \ucc38\uc5ec\ud55c \ub2e4\uae30\uad00 \uc5f0\uad6c\uac00 Scientific Reports\uc5d0 \uac8c\uc7ac\ub410\ub2e4. 5\uac1c \uc758\ub8cc\uae30\uad00\uc758 1\ub9cc2500\uc7a5 WSI \uae30\ubc18 AI \ubaa8\ub378\uc5d0\uc11c EfficientNet-B6\uac00 AUC 0.983\uc744 \uae30\ub85d\ud558\uba70 \ubcd1\ub9ac \ubd84\ub958 \uc131\ub2a5\uc744 \uc785\uc99d\ud588\ub2e4.","rank_math_focus_keyword":"\uc5b4\ubc18\ub370\uc774\ud130\ub7a9,\ub514\uc9c0\ud138\ubcd1\ub9ac,AI,\ubc29\uad11\uc554,Scientific Reports","footnotes":""},"categories":[2],"tags":[],"class_list":["post-3827","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-top-stories"],"_links":{"self":[{"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/posts\/3827","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/comments?post=3827"}],"version-history":[{"count":0,"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/posts\/3827\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/media\/3822"}],"wp:attachment":[{"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/media?parent=3827"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/categories?post=3827"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/tags?post=3827"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}