{"id":38071,"date":"2020-08-28T00:00:41","date_gmt":"2020-08-27T16:00:41","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=38071"},"modified":"2021-12-27T12:01:02","modified_gmt":"2021-12-27T04:01:02","slug":"ai%e5%9c%a8%e8%a3%bd%e9%80%a0%e6%a5%ad%e7%9a%84%e7%93%b6%e9%a0%b8","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=38071","title":{"rendered":"AI\u5728\u88fd\u9020\u696d\u7684\u74f6\u9838"},"content":{"rendered":"<div class=\"single-post-media clr\">\n<div class=\"post-thumbnail\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2020\/08\/quality-control.jpg\" alt=\"AI\u5728\u88fd\u9020\u696d\u7684\u74f6\u9838\" width=\"500\" height=\"328\" \/><\/div>\n<\/div>\n<div class=\"entry clr\">\n<div class=\"pf-content\">\n<p><strong>\u64b0\u6587\uff0f\u9ec3\u74bd\u8ed2\uff08\u6a02\u9054\u5275\u610f\u79d1\u6280\u6280\u8853\u9577\uff09<\/strong><\/p>\n<p>\u70ba\u4ec0\u9ebc\u88fd\u9020\u696d\u7684\u8001\u95c6\u5c0d\u65bc\u4eba\u5de5\u667a\u6167\u7684\u89e3\u6c7a\u65b9\u6848\u53c8\u611b\u53c8\u6068\u5462\uff1f\u8001\u95c6\u5011\u5230\u5e95\u5728\u64d4\u5fc3\u4ec0\u9ebc\uff1f<span id=\"more-84061\"><\/span><\/p>\n<p>\u88fd\u9020\u696d\u696d\u4e3b\uff1a\u300e\u6211\u5e0c\u671b\u5c0e\u5165AI\u5230\u6211\u5011\u7684\u5de5\u5ee0\uff0c\u8acb\u554f\u8981\u600e\u9ebc\u505a\uff1f\u300f<br \/>\nAI\u670d\u52d9\u5546\uff1a\u300c\u8acb\u60a8\u5148\u63d0\u4f9b20,000\u5f35\u6578\u64da\uff0c\u8981\u9644\u4e0a\u6a19\u8a18\uff0c\u8b93\u6211\u5011\u505a\u8cc7\u6599\u8a13\u7df4\u3002\u300d<br \/>\n\u88fd\u9020\u696d\u696d\u4e3b\uff1a\u300e\u6211\u9019\u908a\u53ea\u670925\u5f35\uff0c\u4f60\u770b\u770b\u80fd\u4e0d\u80fd\u505a\u4e00\u4e0b\u8a55\u4f30\u3002\u300f<br \/>\nAI\u670d\u52d9\u5546\uff1a\u300c\u2026\u2026\u300d<\/p>\n<p>\u5c07\u4eba\u5de5\u667a\u6167\u843d\u5be6\u65bc\u88fd\u9020\u696d\uff0c\u64d4\u4efb\u5916\u89c0\u54c1\u8cea\u7684\u628a\u95dc\u8005\uff0c\u662f\u4e00\u500b\u5f88\u597d\u7684\u6572\u9580\u78da\uff0c\u8001\u95c6\u6700\u5728\u4e4e\u7684\u9084\u662f\u80fd\u4e0d\u80fd\u5920\u63d0\u4f9b\u54c1\u8cea\u826f\u597d\u7684\u7522\u54c1\u7d66\u7d42\u7aef\u5ba2\u6236\u3002\u8209\u4f8b\u4f86\u8aaa\uff0c\u4eba\u5011\u6bcf\u5929\u5728\u6234\u7684\u96b1\u5f62\u773c\u93e1\uff0c\u5176\u5be6\u6bcf\u7247\u90fd\u662f\u6709\u76ee\u6aa2\u54e1\u4e00\u7247\u4e00\u7247\u6aa2\u67e5\u51fa\u4f86\u7684\uff0c\u4e00\u4f4d\u76ee\u6aa2\u54e1\u5e73\u5747\u4e00\u5929\u5fc5\u9808\u8981\u6aa2\u67e5\u81f3\u5c11\u4e09\u5343\u516b\u767e\u7247\u4ee5\u4e0a\uff0c\u5176\u6aa2\u9a57\u54c1\u8cea\u4ee5\u53ca\u53ef\u9760\u5ea6\u4ee4\u4eba\u5b58\u7591\u4e4b\u5916\uff0c\u51fa\u4e86\u554f\u984c\u4e5f\u5f88\u96e3\u5c0b\u627e\u8b49\u64da\uff0c\u696d\u4e3b\u5011\u671f\u5f85\u6a5f\u5668\u8996\u89ba\u80fd\u5920\u89e3\u6c7a\u54c1\u8cea\u628a\u95dc\u6240\u9047\u5230\u7684\u554f\u984c\u3002<\/p>\n<p><strong>\u4f7f\u7528\u76e3\u7763\u5f0f\u5b78\u7fd2\u7684\u74f6\u9838<\/strong><\/p>\n<p>\u81ea\u52d5\u5149\u5b78\u6aa2\u6e2c\u4e3b\u8981\u7684\u76ee\u7684\u662f\u5354\u52a9\u88fd\u9020\u696d\u696d\u4e3b\u5c07\u5176\u7522\u54c1\u8868\u9762\u7684\u7f3a\u9677\u6311\u51fa\u4f86\uff0c\u4f8b\u5982\u60f3\u8981\u627e\u5230\u5e03\u6599\u4e0a\u7684\u7834\u6d1e\u3001\u932f\u8272\u3001\u6c61\u6f2c\uff0c\u6211\u5011\u53ef\u4ee5\u63a1\u7528\u7269\u4ef6\u5075\u6e2c\u7684\u65b9\u5f0f\u4f86\u9032\u884c\u8cc7\u6599\u8a13\u7df4\u3002\u7269\u4ef6\u5075\u6e2c\u53ef\u4ee5\u5728\u5716\u7247\u88e1\u7528\u6846\u6a19\u51fa\u7269\u4ef6\u7684\u7bc4\u570d\uff0c\u4e26\u91dd\u5c0d\u8a72\u7bc4\u570d\u9032\u884c\u7f3a\u9677\u5206\u985e\u3002\u5728\u9032\u884c\u7269\u4ef6\u5075\u6e2c\u7684\u6a21\u578b\u8a13\u7df4\u4e4b\u524d\uff0c\u5fc5\u9808\u8981\u505a\u5230\u5b9a\u7fa9\u7f3a\u9677\u985e\u5225\u3001\u8490\u96c6\u5927\u91cf\u8cc7\u6599\u3001\u4ee5\u53ca\u9032\u884c\u7f3a\u9677\u6a19\u8a18\u4e09\u5927\u5de5\u4f5c\u3002<\/p>\n<p>\u7f3a\u9677\u6a19\u8a18\u662f\u6307\u5728\u6bcf\u4e00\u5f35\u5716\u7247\u4e0a\u9762\uff0c\u4eba\u5de5\u5c07\u7f3a\u9677\u7684\u4f4d\u7f6e\u6a19\u8a18\u51fa\u4f86\uff0c\u4e26\u4e14\u6a19\u8a18\u4e0a\u7f3a\u9677\u7684\u985e\u5225\uff0c\u5728\u6a19\u8a18\u5b8c\u6210\u4e4b\u5f8c\uff0c\u6bcf\u5f35\u5716\u7247\u90fd\u6703\u6709\u4e00\u500b\u6a19\u8a18\u6a94\u3002\u6211\u5011\u5c07\u542b\u6709\u7f3a\u9677\u7684\u5716\u7247\u4ee5\u53ca\u6a19\u8a18\u6a94\uff0c\u9001\u5165\u6a5f\u5668\u9032\u884c\u5b78\u7fd2\uff0c\u76ee\u6a19\u662f\u5e0c\u671b\u6a21\u578b\u5728\u5b78\u7fd2\u904e\u5f8c\uff0c\u672a\u4f86\u80fd\u5920\u5728\u5be6\u969b\u7522\u7dda\u4e0a\u5224\u5b9a\u51fa\u7f3a\u9677\u7684\u4f4d\u7f6e\u4ee5\u53ca\u985e\u5225\u3002\u5229\u7528\u6a19\u8a18\u8cc7\u6599\u544a\u8a34\u6a5f\u5668\u76f8\u5c0d\u61c9\u7684\u503c\uff0c\u4ee5\u63d0\u4f9b\u6a5f\u5668\u5b78\u7fd2\u5728\u8f38\u51fa\u6642\u5224\u65b7\u8aa4\u5dee\u4f7f\u7528\uff0c\u9019\u7a2e\u65b9\u6cd5\u53eb\u505a\u76e3\u7763\u5f0f\u5b78\u7fd2\u3002<\/p>\n<p>\u5982\u679c\u8981\u80fd\u5920\u5b8c\u7f8e\u5730\u57f7\u884c\u76e3\u7763\u5f0f\u5b78\u7fd2\u7684\u4f5c\u6cd5\uff0c\u5fc5\u9808\u8981\u6709\u8db3\u5920\u7684\u6578\u64da\u4ee5\u53ca\u6e96\u78ba\u7684\u6a19\u8a18\uff0c\u7136\u800c\u9019\u6a23\u7684\u4f5c\u6cd5\u5728\u521d\u671f\u537b\u5f88\u96e3\u88ab\u696d\u4e3b\u63a5\u53d7\u3002\u9996\u5148\uff0c\u5927\u90e8\u5206\u5de5\u5ee0\u751f\u7522\u7684\u7522\u54c1\u4e0d\u6703\u6709\u592a\u591a\u7684\u7f3a\u9677\u6a23\u54c1\uff0c\u771f\u5be6\u7684\u72c0\u6cc1\u826f\u54c1\uff08\u6c92\u6709\u7f3a\u9677\uff09\u6240\u4f54\u6bd4\u4f8b\u53ef\u80fd\u8d85\u904e90%\u751a\u81f3\u9ad8\u523099%\uff0c\u696d\u4e3b\u96e3\u4ee5\u63d0\u4f9b\u8db3\u5920\u7684\u6578\u64da\u9032\u884c\u76e3\u7763\u5f0f\u5b78\u7fd2\uff1b\u9664\u6b64\u4e4b\u5916\uff0c\u5927\u90e8\u5206\u7684\u696d\u4e3b\u4e5f\u5f88\u96e3\u914d\u5408\u63d0\u4f9b\u7f3a\u9677\u7684\u5b9a\u7fa9\uff0c\u56e0\u800c\u7121\u6cd5\u9032\u884c\u6578\u64da\u7684\u6a19\u8a18\uff0c\u4ee5\u4e0a\u7a2e\u7a2e\u539f\u56e0\u90fd\u8b93\u8cc7\u6599\u79d1\u5b78\u5718\u968a\u96e3\u4ee5\u5feb\u901f\u505a\u51fa\u8a55\u4f30\uff0c\u8b93\u696d\u8005\u5c0d\u65bc\u5c0e\u5165\u4eba\u5de5\u667a\u6167\u6709\u6240\u9867\u5fcc\u3002<\/p>\n<p><strong>\u975e\u76e3\u7763\u5f0f\u5b78\u7fd2\u7684\u74f6\u9838<\/strong><\/p>\n<p>\u975e\u76e3\u7763\u5f0f\u5b78\u7fd2\u662f\u4e00\u7a2e\u5c0d\u65bc\u8cc7\u6599\u4e2d\u4e0d\u5305\u542b\u4eba\u985e\u5224\u65b7\uff08\u6a19\u8a18\uff09\u7684\u6a5f\u5668\u5b78\u7fd2\u65b9\u6cd5\uff0c\u7570\u5e38\u5075\u6e2c\uff08Anomaly detection\uff09\u5c31\u662f\u5176\u4e2d\u4e00\u9805\u5728\u81ea\u52d5\u5149\u5b78\u6aa2\u6e2c\u9818\u57df\u7684\u61c9\u7528\u3002\u88fd\u9020\u696d\u696d\u4e3b\u53ea\u9700\u8981\u63d0\u4f9b\u826f\u54c1\u7684\u5716\u7247\uff0c\u5373\u53ef\u7522\u751f\u4e00\u500b\u9032\u884c\u7455\u75b5\u6aa2\u6e2c\u7684\u6a21\u578b\uff0c\u9019\u500b\u6a21\u578b\u53ef\u4ee5\u7528\u4f86\u9810\u6e2c\u6a23\u54c1\u4e0a\u6bcf\u500b\u50cf\u7d20\u662f\u6b63\u5e38\u9084\u662f\u7570\u5e38\uff0c\u4f8b\u5982\u4e0b\u5716\u3002<\/p>\n<div id=\"attachment_84062\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-84062\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2020\/08\/abnomaly-detection-1.png\" alt=\"\" width=\"1527\" height=\"473\" \/><\/p>\n<p class=\"wp-caption-text\">(\u5716\u7247\u4f86\u6e90\uff1aNapoletano P et al., 2018.)<\/p>\n<\/div>\n<p>\u7570\u5e38\u5075\u6e2c\u7684\u4f5c\u6cd5\u5f88\u591a\u7a2e\uff0c\u5176\u4e2d\u4e00\u9805\u88ab\u666e\u904d\u4f7f\u7528\u7684\u6280\u8853\u662f\u81ea\u52d5\u7de8\u78bc\u5668\uff08Autoencoder, AE\uff09\uff0c\u5176\u67b6\u69cb\u5206\u70ba\u7de8\u78bc\u5668\uff08Encoder\uff09\u4ee5\u53ca\u89e3\u78bc\u5668\uff08Decoder\uff09\uff0c\u7de8\u78bc\u5668\u5728\u9ad8\u7dad\u5ea6\u7684\u5716\u7247\u7d93\u904e\u591a\u5c64\u795e\u7d93\u7db2\u8def\u5f8c\u63d0\u53d6\u51fa\u7279\u5fb5\uff0c\u7136\u5f8c\u900f\u904e\u89e3\u78bc\u5668\u9084\u539f\u6210\u8207\u539f\u5716\u76f8\u540c\u7dad\u5ea6\u7684\u8cc7\u6599\u3002\u5728\u7279\u5fb5\u5b78\u7fd2\u7684\u968e\u6bb5\u6211\u5011\u53ea\u9001\u5165\u826f\u54c1\u7684\u5716\u7247\uff0c\u8b93\u81ea\u52d5\u7de8\u78bc\u5668\u5b78\u7fd2\u5982\u4f55\u505a\u5230\u9084\u539f\u826f\u54c1\u9019\u500b\u52d5\u4f5c\u3002\u5728\u9810\u6e2c\u7684\u968e\u6bb5\uff0c\u56e0\u70ba\u81ea\u52d5\u7de8\u78bc\u5668\u53ea\u77e5\u9053\u600e\u9ebc\u6a23\u9084\u539f\u826f\u54c1\u7684\u5716\u7247\uff0c\u5982\u679c\u9001\u5165\u7f3a\u9677\u7684\u5716\u7247\uff0c\u81ea\u52d5\u7de8\u78bc\u5668\u56e0\u70ba\u6c92\u6709\u5b78\u904e\u7f3a\u9677\u7684\u8cc7\u6599\uff0c\u56e0\u6b64\u6c92\u6709\u80fd\u529b\u9032\u884c\u597d\u7684\u9084\u539f\uff0c\u6700\u5f8c\u518d\u5c07\u539f\u5716\u8207\u9084\u539f\u7684\u5716\u7247\u9032\u884c\u6bd4\u8f03\u5c31\u53ef\u4ee5\u627e\u5230\u5dee\u7570\u7684\u4f4d\u7f6e\uff0c\u8a72\u8655\u5c31\u662f\u671f\u671b\u88ab\u6aa2\u6e2c\u51fa\u4f86\u7684\u7f3a\u9677\u3002<\/p>\n<p>\u7570\u5e38\u5075\u6e2c\u5728\u521d\u671f\u8a55\u4f30\uff0c\u53ea\u9700\u8981\u826f\u54c1\u4ee5\u53ca\u76f8\u5c0d\u5c11\u91cf\u7684\u6578\u64da\uff0c\u5728\u8a13\u7df4\u5b8c\u6a21\u578b\u4e4b\u5f8c\uff0c\u99ac\u4e0a\u53ef\u4ee5\u62ff\u4f86\u6aa2\u6e2c\u4e0d\u826f\u54c1\uff0c\u5927\u5927\u63d0\u5347\u696d\u4e3b\u5c0d\u65bc\u63a8\u52d5\u667a\u80fd\u6aa2\u6e2c\u7684\u8208\u8da3\u3002\u7136\u800c\uff0c\u5728\u5be6\u52d9\u4e0a\uff0c\u9019\u6a23\u7684\u65b9\u6cd5\u4ecd\u7136\u5b58\u6709\u4e00\u4e9b\u554f\u984c\uff0c\u56e0\u70ba\u4e0a\u8ff0\u7684\u81ea\u52d5\u7de8\u78bc\u5668\u65b9\u6cd5\uff0c\u76ee\u524d\u5927\u90e8\u5206\u662f\u5c07\u9084\u539f\u51fa\u4f86\u7684\u5716\u7247\u4ee5\u53ca\u539f\u672c\u7684\u5716\u7247\u9032\u884c\u6bd4\u5c0d\uff0c\u5982\u679c\u9084\u539f\u7684\u54c1\u8cea\u4e0d\u662f\u5f88\u597d\uff0c\u90a3\u9ebc\u5c07\u6703\u9020\u6210\u904e\u6bba\u7684\u73fe\u8c61\uff08\u5c07\u826f\u54c1\u5224\u5b9a\u70ba\u4e0d\u826f\u54c1\uff09\uff1b\u6b64\u5916\uff0c\u5982\u679c\u7f3a\u9677\u672c\u8eab\u8207\u80cc\u666f\u5dee\u7570\u4e0d\u5927\uff0c\u90a3\u4e5f\u6703\u6709\u53ef\u80fd\u6709\u6f0f\u6293\u7684\u73fe\u8c61\uff08\u5c07\u4e0d\u826f\u54c1\u5224\u5b9a\u70ba\u826f\u54c1\uff09\uff0c\u9019\u4e9b\u554f\u984c\u90fd\u5c07\u963b\u7919\u667a\u80fd\u6aa2\u6e2c\u7684\u5f8c\u7e8c\u63a8\u52d5\u3002<\/p>\n<p><strong>\u7d50\u5408\u76e3\u7763\u5f0f\u8207\u975e\u76e3\u7763\u5f0f\u5b78\u7fd2<\/strong><\/p>\n<p>\u76e3\u7763\u5f0f\u5b78\u7fd2\u7684\u7269\u4ef6\u5075\u6e2c\u5728\u8db3\u5920\u7684\u6578\u64da\u4ee5\u53ca\u9ad8\u54c1\u8cea\u7684\u6a19\u8a18\u4e0b\uff0c\u53ef\u4ee5\u6e96\u78ba\u5730\u9810\u6e2c\u7f3a\u9677\u7684\u4f4d\u7f6e\u4ee5\u53ca\u7a2e\u985e\uff0c\u537b\u53d7\u9650\u65bc\u5de5\u5ee0\u96e3\u4ee5\u5728\u521d\u671f\u63d0\u4f9b\u5927\u91cf\u7f3a\u9677\u6a23\u54c1\u3001\u6a19\u8a18\u904e\u5ea6\u8017\u6642\u8017\u529b\u800c\u7121\u6cd5\u9032\u884c\uff1b\u975e\u76e3\u7763\u5f0f\u5b78\u7fd2\u7684\u7570\u5e38\u5075\u6e2c\u53ea\u9700\u8981\u5c11\u91cf\u7684\u826f\u54c1\u5373\u53ef\u4ee5\u9054\u5230\u521d\u6b65\u7684\u7f3a\u9677\u6aa2\u6e2c\uff0c\u8b93\u696d\u4e3b\u9858\u610f\u555f\u52d5\u667a\u80fd\u88fd\u9020\u7684\u7b2c\u4e00\u6b65\uff0c\u537b\u56e0\u70ba\u6a21\u578b\u53ef\u80fd\u9020\u6210\u7684\u904e\u6bba\u6216\u6f0f\u6293\u800c\u6700\u5f8c\u7121\u6cd5\u9054\u5230\u696d\u4e3b\u7684\u671f\u671b\u3002<\/p>\n<p>\u5728\u5be6\u969b\u7684\u5c08\u6848\u9032\u884c\u4e2d\uff0c\u7570\u5e38\u5075\u6e2c\u6a21\u578b\u9664\u4e86\u62ff\u4f86\u63a8\u52d5\u958b\u767c\u4ee5\u5916\uff0c\u4e5f\u7d93\u5e38\u88ab\u62ff\u4f86\u9032\u884c\u5354\u52a9\u8cc7\u6599\u6a19\u8a18\u3002\u5373\u4fbf\u6a21\u578b\u7121\u6cd5\u5b8c\u5168\u7cbe\u6e96\u5730\u5c07\u7f3a\u9677\u908a\u7de3\u6a19\u8a18\u51fa\u4f86\u800c\u9020\u6210\u904e\u6bba\u7684\u72c0\u6cc1\uff0c\u4f46\u9019\u6a23\u7684\u6a19\u8a18\u8cc7\u8a0a\uff0c\u537b\u53ef\u4ee5\u88ab\u53e6\u5916\u62ff\u4f86\u4f7f\u7528\u4f5c\u70ba\u5354\u52a9\u76e3\u7763\u5f0f\u5b78\u7fd2\u6a19\u8a18\u7684\u5de5\u5177\uff0c\u800c\u4eba\u529b\u53ea\u9700\u8981\u518d\u9032\u884c\u6aa2\u67e5\u7684\u52d5\u4f5c\u5373\u53ef\uff0c\u7bc0\u7701\u4e86\u975e\u5e38\u591a\u6a19\u8a18\u7684\u6642\u9593\u3002\u6b64\u5916\uff0c\u9019\u7a2e\u6f38\u9032\u5f0f\u7684\u63a8\u52d5\uff0c\u53ef\u4ee5\u8b93\u696d\u4e3b\u5728\u751f\u7522\u7684\u904e\u7a0b\u4e2d\uff0c\u6162\u6162\u5efa\u7acb\u8d77\u7f3a\u9677\u7684\u6a19\u8a18\u8cc7\u6599\uff0c\u9032\u800c\u53ef\u4ee5\u5728\u672a\u4f86\u8f49\u70ba\u4f7f\u7528\u76e3\u7763\u5f0f\u5b78\u7fd2\uff0c\u9032\u884c\u9ad8\u7cbe\u6e96\u5ea6\u7684\u9810\u6e2c\u3002<\/p>\n<p>\u7269\u4ef6\u5075\u6e2c\u7684\u6a21\u578b\u53ef\u4ee5\u627e\u51fa\u66fe\u7d93\u6a19\u8a18\u904e\u7684\u7f3a\u9677\u985e\u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Shukla, S. Bakas, S. Rathore, H. Akbari, A. Sotiras and C. Davatzikos, \u201cRadiomic Features from Multi-Institutional Glioblastoma MRI Offer Additive Prognostic Value to Clinical and Genomic Markers: Focus on TCGA-GBM Collection\u201d,\u00a0<em>International Journal of Radiation Oncology*Biology*Physics<\/em>, vol. 99, no. 2, pp. E107-E108, 2017.<\/li>\n<li>P. Bergmann, M. Fauser, D. Sattlegger and C. Steger, \u201cMVTec AD \u2014 A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection\u201d,\u00a0<em>2019 IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR)<\/em>, 2019.<\/li>\n<li>P. Bergmann, S. L\u00f6we, M. Fauser, D. Sattlegger and C. Steger, \u201cImproving Unsupervised Defect Segmentation by Applying Structural Similarity to Autoencoders\u201d,\u00a0<em>Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications<\/em>, 2019.<\/li>\n<\/ol>\n<p>(\u672c\u6587\u7531\u6559\u80b2\u90e8\u88dc\u52a9\u300cAI\u5831\u5831\u2500AI\u79d1\u666e\u63a8\u5ee3\u8a08\u756b\u300d\u57f7\u884c\u5718\u968a\u7de8\u8b6f)<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u64b0\u6587\uff0f\u9ec3\u74bd\u8ed2\uff08\u6a02\u9054\u5275\u610f\u79d1\u6280\u6280\u8853\u9577\uff09 \u70ba\u4ec0<\/p>\n","protected":false},"author":21,"featured_media":38073,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[5474,5475,5476],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/12\/quality-control.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38071"}],"collection":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/users\/21"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=38071"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38071\/revisions"}],"predecessor-version":[{"id":38074,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38071\/revisions\/38074"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/38073"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=38071"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=38071"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=38071"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}