{"id":49560,"date":"2017-09-06T00:00:00","date_gmt":"2017-09-06T00:00:00","guid":{"rendered":"https:\/\/www.cpr.cuhk.edu.hk\/press\/cuhk-faculty-of-engineering-develops-artificial-intelligent-systemsimproving-efficiency-in-diagnosing-lung-cancer-and-breast-cancer-through-automated-medical-image-analysis\/"},"modified":"2017-09-06T00:00:00","modified_gmt":"2017-09-06T00:00:00","slug":"cuhk-faculty-of-engineering-develops-artificial-intelligent-systemsimproving-efficiency-in-diagnosing-lung-cancer-and-breast-cancer-through-automated-medical-image-analysis","status":"publish","type":"press","link":"https:\/\/www.cpr.cuhk.edu.hk\/tc\/press\/cuhk-faculty-of-engineering-develops-artificial-intelligent-systemsimproving-efficiency-in-diagnosing-lung-cancer-and-breast-cancer-through-automated-medical-image-analysis\/","title":{"rendered":"\u4e2d\u5927\u5de5\u7a0b\u5b78\u9662\u958b\u767c\u4eba\u5de5\u667a\u80fd\u6df1\u5ea6\u5b78\u7fd2\u61c9\u7528\u65bc\u91ab\u5b78\u5f71\u50cf\u6aa2\u6e2c\u3000\u5927\u5927\u63d0\u5347\u8a3a\u65b7\u80ba\u764c\u53ca\u4e73\u817a\u764c\u6548\u7387"},"content":{"rendered":"","protected":false},"featured_media":0,"template":"","tags":[],"class_list":["post-49560","press","type-press","status-publish","hentry"],"acf":{"title_alt":"","sub_title_alt":"","press_date":"20170906","keep":false,"details":"<p>\u9999\u6e2f\u4e2d\u6587\u5927\u5b78(\u4e2d\u5927)\u8a08\u7b97\u6a5f\u79d1\u5b78\u8207\u5de5\u7a0b\u5b78\u7cfb\u6559\u6388<strong>\u738b\u5e73\u5b89\u6559\u6388<\/strong>\u53ca\u5176\u7814\u7a76\u5718\u968a\uff0c\u6700\u8fd1\u6210\u529f\u61c9\u7528\u4eba\u5de5\u667a\u80fd\u5f71\u50cf\u8b58\u5225\u6280\u8853\uff0c\u901a\u904e\u6df1\u5ea6\u5b78\u7fd2(Deep Learning)\u7cfb\u7d71\u5224\u8b80\u96fb\u8166\u65b7\u5c64\u6383\u7784(CT)\u53ca\u75c5\u7406\u7d44\u7e54\u5207\u7247\u7b49\u91ab\u5b78\u5f71\u50cf\uff0c\u4e26\u91dd\u5c0d\u9999\u6e2f\u5169\u5927\u9ad8\u5371\u75be\u75c5\u2500\u2500\u80ba\u764c\u53ca\u4e73\u817a\u764c\u7684\u5f71\u50cf\u9032\u884c\u7814\u7a76\u3002\u7d50\u679c\u986f\u793a\uff0c\u5229\u7528\u4eba\u5de5\u667a\u80fd\u5224\u8b80\u8a72\u5169\u7a2e\u764c\u75c7\u7684\u91ab\u5b78\u5f71\u50cf\uff0c\u6e96\u78ba\u7387\u5206\u5225\u9ad8\u905491%\u53ca99%\uff0c\u8b58\u5225\u904e\u7a0b\u53ea\u970030\u79d2\u81f310\u5206\u9418\uff0c\u53ef\u898b\u6b64\u6280\u8853\u80fd\u5927\u5e45\u63d0\u5347\u81e8\u5e8a\u8a3a\u65b7\u7684\u6548\u7387\uff0c\u4e26\u964d\u4f4e\u8aa4\u8a3a\u7387\u3002\u9810\u8a08\u5728\u672a\u4f86\u4e00\u81f3\u5169\u5e74\uff0c\u9019\u7a2e\u81ea\u52d5\u5316\u6aa2\u6e2c\u6280\u8853\u5c07\u53ef\u65bc\u672c\u5730\u91ab\u7642\u754c\u5ee3\u6cdb\u61c9\u7528\u3002&nbsp;<\/p><p><strong>\u901a\u904e\u6df1\u5c64\u795e\u7d93\u7db2\u7d61\u81ea\u52d5\u6aa2\u6e2c\u80ba<\/strong><strong>\u5c0f<\/strong><strong>\u7d50\u7bc0<\/strong>&nbsp;<\/p><p>\u80ba\u764c\u662f\u672c\u6e2f\u982d\u865f\u81f4\u547d\u764c\u75c7\uff0c\u65e9\u671f\u80ba\u764c\u591a\u4ee5\u80ba\u5c0f\u7d50\u7bc0\uff08small pulmonary nodule\uff09\u7684\u5f62\u5f0f\u51fa\u73fe\uff0c\u5373\u5728\u80ba\u90e8\u5f71\u50cf\u51fa\u73fe\u7d30\u5c0f\u7684\u5718\u72c0\u9670\u5f71\u3002\u73fe\u6642\uff0c\u91ab\u751f\u4e3b\u8981\u901a\u904e\u80f8\u8154CT\u5716\u50cf\u53bb\u6aa2\u67e5\u662f\u5426\u5b58\u5728\u80ba\u5c0f\u7d50\u7bc0\uff0c\u7136\u800c\uff0c\u6bcf\u6b21\u6aa2\u67e5\u90fd\u53ef\u7522\u751f\u591a\u9054\u6578\u767e\u5f35\u65b7\u5c64\u6383\u63cf\u5716\u50cf\uff0c\u55ae\u9760\u8089\u773c\u5224\u65b7\uff0c\u5f80\u5f80\u8017\u8cbb\u5927\u91cf\u6642\u9593\u7cbe\u529b\uff0c\u6e96\u78ba\u5ea6\u6216\u6703\u56e0\u91ab\u751f\u7684\u7d93\u9a57\u53ca\u7cbe\u529b\u5dee \u7570\u800c\u6709\u6240\u5f71\u97ff\u3002\u738b\u5e73\u5b89\u6559\u6388\u53ca\u5176\u5718\u968a\u63a1\u7528\u6df1\u5ea6\u5b78\u7fd2\u6280\u8853\u5224\u8b80CT\u6383\u63cf\u5716\u50cf\uff0c\u50c5\u970030\u79d2\uff0c\u5c31\u80fd\u81ea\u52d5\u8b58\u5225\u51fa\u53ef\u80fd\u51fa\u73fe\u80ba\u5c0f\u7d50\u7bc0\u7684\u4f4d\u7f6e\uff0c\u6e96\u78ba\u5ea6\u9ad8\u9054\u4e5d\u6210\u3002\u4e00\u822c\u60c5\u6cc1\u4e0b\uff0c\u6bcf\u6b21CT\u6aa2\u67e5\u6703\u7522\u751f\u6578\u767e\u5f35\u4e8c\u7dad\u5207\u9762\u5716\uff0c\u5982\u9010\u4e00\u4ee5\u8089\u773c\u89c0\u5bdf\uff0c\u6bcf\u5e45\u82b13\u79d2\uff0c\u8017\u6642\u81f3\u5c115\u5206\u9418\u3002<\/p><p>\u4e2d\u5927\u7814\u7a76\u5718\u968a\u65e9\u65bc\u4e94\u5e74\u524d\u5c55\u958b\u76f8\u95dc\u5be6\u9a57\uff0c\u6280\u8853\u8d70\u5728\u570b\u969b\u524d\u6cbf\uff0c\u73fe\u4eca\u6e2c\u8a66\u6548\u679c\u5df2\u53d6\u5f97\u91ab\u5b78\u754c\u7684\u6b63\u9762\u56de\u97ff\u3002\u738b\u5e73\u5b89\u6559\u6388\u76f8\u4fe1\u6b64\u6280\u8853\u5c07\u65bc\u672a\u4f86\u4e00\u81f3\u5169\u5e74\u5167\u88ab\u5ee3\u6cdb\u61c9\u7528\uff0c\u4ed6\u8868\u793a\uff1a\u300c\u6df1\u5ea6\u5b78\u7fd2\u900f\u904e\u5148\u9032\u7684\u65b9\u6cd5\uff0c\u63d0\u5347\u6280\u8853\u7684\u654f\u611f\u5ea6\uff0c\u5254\u9664\u7591\u4f3c\u53ca\u96dc\u8a0a\u7684\u8aa4\u5831\uff08\u5047\u967d\u6027\uff09\uff0c\u89e3\u6c7a\u4e86\u7528\u8089\u773c\u6aa2\u6e2c\u5f71\u50cf\u6240\u9047\u5230\u7684\u6700\u5927\u6311\u6230\u3002\u300d\u4ed6\u900f\u9732\uff0c\u5718\u968a\u5c07\u806f\u540c\u5317\u4eac\u5e7e\u6240\u91ab\u9662\u5408\u4f5c\u958b\u767c\u76f8\u95dc\u7522\u54c1\uff0c\u4ee5\u512a\u5316\u6280\u8853\uff0c\u53ca\u65e9\u8b58\u5225\u80ba\u7d50\u7bc0\u75c5\u8b8a\uff0c\u70ba\u80ba\u764c\u7684\u65e9\u671f\u8a3a\u65b7\u548c\u6cbb\u7642\u63d0\u4f9b\u53ef\u9760\u7684\u4f9d\u64da\u3002&nbsp;<\/p><p><strong>\u81ea\u52d5\u6aa2\u6e2c\u7d44\u7e54\u75c5\u7406\u5b78\u5716\u50cf\u4e2d\u7684\u4e73\u817a\u764c\u6dcb\u5df4\u7d50\u8f49\u79fb<\/strong>&nbsp;<\/p><p>\u81ea1990\u5e74\u4ee5\u4f86\uff0c\u672c\u6e2f\u4e73\u817a\u764c\u65b0\u589e\u500b\u6848\u6301\u7e8c\u4e0a\u5347\u3002\u4e73\u817a\u764c\u662f\u9999\u6e2f\u5973\u6027\u6700\u5e38\u898b\u7684\u764c\u75c7\uff0c\u5728\u5e38\u898b\u764c\u75c7\u4e2d\u6392\u540d\u7b2c\u4e09\u3002\u91ab\u751f\u4e00\u822c\u8981\u901a\u904e\u4e73\u623fX\u5149\u9020\u5f71\u6216MR\u6383\u7784\uff0c\u6aa2\u6e2c\u786c\u584a\u4f4d\u7f6e\uff1a\u5728\u6aa2\u6e2c\u6dcb\u5df4\u7d50\u8f49\u79fb\u6642\uff0c\u91ab\u751f\u9808\u5207\u53d6\u4e00\u5c0f\u584a\u6d3b\u7d44\u7e54\u70ba\u6a23\u672c\uff0c\u5728\u986f\u5fae\u93e1\u4e0b\u6aa2\u67e5\u6dcb\u5df4\u7d50\u6709\u5426\u8f49\u79fb\uff0c\u4ee5\u53ca\u816b\u7624\u662f\u826f\u6027\u9084\u662f\u60e1\u6027\u3002\u4e00\u5e45\u6578\u78bc\u6d3b\u7d44\u7e54\u5168\u5207\u7247\u5716\u50cf\u7684\u89e3\u50cf\u5ea6\u975e\u5e38\u9ad8\uff0c\u6a94\u6848\u5927\u5c0f\u53ef\u90541GB\uff08Gigabyte\uff09\uff0c\u76f8\u7576\u65bc\u4e00\u90e890\u5206\u9418\u9ad8\u6e05\u96fb\u5f71\u7684\u5132\u5b58\u5bb9\u91cf\uff0c\u6aa2\u6e2c\u904e\u7a0b\u6975\u4e4b\u8cbb\u6642\u8cbb\u529b\u3002&nbsp;<\/p><p>\u4e2d\u5927\u7814\u7a76\u5718\u968a\u958b\u767c\u4e86\u4e00\u7a2e\u5d84\u65b0\u7684\u6df1\u5c64\u758a\u5377\u7a4d\u795e\u7d93\u7db2\u7d61\uff0c\u5206\u968e\u6bb5\u8655\u7406\u4e73\u817a\u764c\u7684\u5207\u7247\u5716\u50cf\u3002\u9996\u5148\u4f7f\u7528\u6539\u826f\u7248\u7684\u5168\u5377\u7a4d\u7db2\u7d61\uff08Fully Convolutional Network\uff09&mdash;&mdash;\u4e00\u7a2e\u5c0d\u5716\u50cf\u9032\u884c\u8f03\u7c97\u7565\u4f46\u4fdd\u6301\u9ad8\u9748\u654f\u5ea6\u7684\u5feb\u901f\u9810\u6e2c\u6a21\u578b\uff0c\u91cd\u69cb\u51fa\u66f4\u52a0\u7cbe\u5bc6\u800c\u6e96\u78ba\u7684\u9810\u6e2c\u7d50\u679c\uff0c\u6700\u5f8c\u5b9a\u4f4d\u4e26\u6311\u9078\u51fa\u542b\u6709\u6dcb\u5df4\u7d50\u8f49\u79fb\u7684\u5716\u50cf\u3002\u6574\u500b\u81ea\u52d5\u5316\u6aa2\u6e2c\u904e\u7a0b\u53ea\u9700\u7d045\u81f310\u5206\u9418\uff0c\u5982\u55ae\u9760\u8089\u773c\u67e5\u770b\u5247\u75c5\u7406\u91ab\u751f\u5f80\u5f80\u8981\u82b1\u8cbb15\u81f330\u5206\u9418\u3002\u6e96\u7e69\u5ea6\u65b9\u9762\uff0c\u5c0d\u6bd4\u8cc7\u6df1\u75c5\u7406\u91ab\u751f\u4eba\u5de5\u6aa2\u6e2c\u7684\u7d50\u679c\uff0c\u81ea\u52d5\u5316\u6aa2\u6e2c\u7684\u6e96\u78ba\u5ea6\u9ad8\u51fa2%\uff0c\u9054\u523098.75%\uff0c\u5c0d\u4e73\u817a\u764c\u7684\u81e8\u5e8a\u8a3a\u65b7\u6975\u5177\u53c3\u8003\u50f9\u503c\u3002&nbsp;<\/p><p>\u4eba\u5de5\u667a\u80fd\u6df1\u5ea6\u5b78\u7fd2\u7684\u512a\u9ede\uff0c\u662f\u80fd\u5bb9\u7d0d\u5927\u898f\u6a21\u7684\u53c3\u6578\uff0c\u96a8\u8457\u6578\u64da\u4e4b\u7d2f\u7a4d\uff0c\u7cbe\u6e96\u5ea6\u80fd\u5920\u4e0d\u65b7\u63d0\u5347\uff1b\u61c9\u7528\u65bc\u91ab\u5b78\u4e0a\u7684\u81ea\u52d5\u7be9\u67e5\u53ca\u6aa2\u6e2c\uff0c\u6709\u5982\u4e00\u500b\u6c38\u4e0d\u75b2\u52de\u7684\u91ab\u8b77\u52a9\u624b\uff0c\u5354\u52a9\u91ab\u751f\u5feb\u901f\u8b58\u5225\u75c5\u6e90\uff0c\u53ca\u6642\u5236\u5b9a\u9069\u5207\u7684\u6cbb\u7642\u65b9\u6848\uff0c\u5c0d\u75c7\u4e0b\u85e5\u3002<\/p>","show_as_achievement":false,"achievement_category":[],"show_as_clarification":false,"show_as_announcement":false,"photos":null,"attachments":null,"video_source":null,"video_file":null,"add_play_button":false,"video_caption":"","show_migration":false,"original_id":"2582","photos_original":[{"photo":"59afb5fb2cb7f.jpg","caption":"\u4e2d\u5927\u8a08\u7b97\u6a5f\u79d1\u5b78\u8207\u5de5\u7a0b\u5b78\u7cfb\u6559\u6388\u738b\u5e73\u5b89\u6559\u6388\uff08\u5de6\uff09\u8207\u535a\u58eb\u7814\u7a76\u751f\u7ac7\u742a\u3002"},{"photo":"59afb5fc157c2.jpg","caption":"\u65e9\u671f\u80ba\u764c\u80ba\u5c0f\u7d50\u7bc0\u81ea\u52d5\u6aa2\u6e2c"}],"attachments_original":null},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/www.cpr.cuhk.edu.hk\/tc\/wp-json\/wp\/v2\/press\/49560","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.cpr.cuhk.edu.hk\/tc\/wp-json\/wp\/v2\/press"}],"about":[{"href":"https:\/\/www.cpr.cuhk.edu.hk\/tc\/wp-json\/wp\/v2\/types\/press"}],"version-history":[{"count":0,"href":"https:\/\/www.cpr.cuhk.edu.hk\/tc\/wp-json\/wp\/v2\/press\/49560\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.cpr.cuhk.edu.hk\/tc\/wp-json\/wp\/v2\/media?parent=49560"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.cpr.cuhk.edu.hk\/tc\/wp-json\/wp\/v2\/tags?post=49560"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}