{"id":37250,"date":"2021-09-20T10:00:52","date_gmt":"2021-09-20T02:00:52","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=37250"},"modified":"2021-09-17T17:16:22","modified_gmt":"2021-09-17T09:16:22","slug":"%e6%a9%9f%e5%99%a8%e9%80%8f%e9%81%8e%e4%ba%92%e7%9b%b8%e7%a0%a5%e7%a4%aa%e4%be%86%e5%ad%b8%e6%9c%83%e5%a6%82%e4%bd%95%e5%89%b5%e9%80%a0%e2%94%80%e2%94%80%e5%b0%8d%e6%8a%97%e5%bc%8f%e5%ad%b8%e7%bf%92","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=37250","title":{"rendered":"\u6a5f\u5668\u900f\u904e\u4e92\u76f8\u7825\u792a\u4f86\u5b78\u6703\u5982\u4f55\u5275\u9020\u2500\u2500\u5c0d\u6297\u5f0f\u5b78\u7fd2\uff08\u4e0a\uff09"},"content":{"rendered":"<p><span style=\"color: #333399;\"><strong>\u8fd1\u5e74\u4f86\uff0c\u96a8\u8457\u4eba\u5de5\u667a\u6167\u7684\u767c\u5c55\uff0c\u6a5f\u5668\u7684\u80fd\u529b\u8d8a\u4f86\u8d8a\u5f37\uff0c\u76f8\u95dc\u6280\u8853\u5df2\u7d93\u9032\u5165\u6211\u5011\u7684\u751f\u6d3b\u4e2d\uff0c\u4f8b\u5982\u7576\u6211\u5011\u4e0a\u50b3\u4e00\u5f35\u7167\u7247\u5230\u81c9\u66f8\u6642\uff0c\u81c9\u66f8\u53ef\u4ee5\u7cbe\u78ba\u5730\u627e\u51fa\u7167\u7247\u4e2d\u7684\u4eba\u81c9\uff0c\u800ciPhone\u751a\u81f3\u53ef\u4ee5\u77e5\u9053\u4e00\u5f35\u81c9\u662f\u4e0d\u662f\u4ed6\u7684\u4e3b\u4eba\u3002\u7136\u800c\uff0c\u4eca\u65e5\u6a5f\u5668\u8f03\u64c5\u9577\u7684\u662f\u5f9e\u8cc7\u6599\u4e2d\u6b78\u7d0d\u627e\u51fa\u901a\u5247\uff0c\u4f8b\u5982\u81c9\u66f8\u77e5\u9053\u4eba\u81c9\u6709\u90a3\u4e9b\u5171\u540c\u7684\u7279\u5fb5\uff0c\u6240\u4ee5\u53ef\u4ee5\u5075\u6e2c\u51fa\u4eba\u81c9\uff0c\u4f46\u662f\u5728\u80fd\u5920\u6b78\u7d0d\u5f8c\uff0c\u6a5f\u5668\u80fd\u4e0d\u80fd\u9032\u4e00\u6b65\u5275\u9020\u5462\uff1f\u4f8b\u5982\u6a5f\u5668\u65e2\u7136\u77e5\u9053\u4eba\u81c9\u7684\u7279\u5fb5\uff0c\u80fd\u4e0d\u80fd\u9032\u4e00\u6b65\u756b\u51fa\u4eba\u81c9\u4f86\u5462\uff1f\u8b93<\/strong><strong>\u6a5f\u5668\u5177\u5099\u5275\u4f5c\u7684\u80fd\u529b\u662f\u8fd1\u5e74\u5099\u53d7\u91cd\u8996\u7684\u7814\u7a76\u9818\u57df\uff0c\u4eca\u5929\u6211\u5011\u8981\u4f86\u8ac7\u4e00\u8ac7\u5176\u4e2d\u5099\u53d7\u77da\u76ee\u7684\u6280\u8853\u2500\u2500 \u5c0d\u6297\u5f0f\u5b78\u7fd2\uff08adversarial learning\uff09\u3002<\/strong><\/span><br \/>\n<!--more--><\/p>\n<p><strong>\u64b0\u6587\uff0f\u674e\u5b8f\u6bc5\uff08\u570b\u7acb\u81fa\u7063\u5927\u5b78\u96fb\u6a5f\u5de5\u7a0b\u7cfb\u526f\u6559\u6388\uff09<\/strong><br \/>\n<strong>\u8f49\u8f09\u81ea\u300a\u79d1\u5b78\u6708\u520a\u300b2018\u5e744\u6708\u7b2c580\u671f<\/strong><\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u5c0d\u6297\u5f0f\u5b78\u7fd2<\/strong><\/span><\/p>\n<p>\u5275\u4f5c\u7684\u6311\u6230\u5728\u54ea\u88e1\uff1f\u6a5f\u5668\u7684\u5275\u65b0\u662f\u5f9e\u6a21\u4eff\u958b\u59cb\uff0c\u7576\u6a5f\u5668\u5b78\u7fd2\u5beb\u8a69\u6642\uff0c\u6211\u5011\u6703\u7d66\u5b83\u4e00\u5806\u8a69\u4eba\u7684\u8a69\u53e5\uff1b\u5b78\u7fd2\u756b\u5716\u6642\uff0c\u6211\u5011\u6703\u7d66\u5b83\u4e00\u5806\u756b\u5bb6\u7684\u4f5c\u54c1\uff0c\u6a5f\u5668\u53ef\u4ee5\u8f15\u6613\u5730\u628a\u6210\u5343\u4e0a\u842c\u7684\u7bc4\u4f8b\u786c\u8a18\u4e0b\u4f86\uff0c\u4f46\u662f\u8981\u5982\u4f55\u8b93\u6a5f\u5668\u53ef\u4ee5\u81ea\u51fa\u6a5f\u677c\uff0c\u800c\u4e0d\u662f\u6284\u8972\u5b83\u770b\u904e\u7684\u7bc4\u4f8b\u5462\uff1f\u4ee5\u4e0b\u6211\u5011\u4ee5\u5b78\u7fd2\u5275\u4f5c\u4e8c\u6b21\u5143\u4eba\u7269\u982d\u50cf\u70ba\u4f8b\uff0c\u4f86\u770b\u770b\u5c0d\u6297\u5f0f\u5b78\u7fd2\u5982\u4f55\u89e3\u6c7a\u4e0a\u8ff0\u554f\u984c\u3002<\/p>\n<p>\u5728\u5c0d\u6297\u5f0f\u5b78\u7fd2\u4e2d\uff0c\u9700\u8981\u5169\u500b\u7531\u6a5f\u5668\u626e\u6f14\u7684\u89d2\u8272\uff0c\u4e00\u500b\u662f\u751f\u6210\u8005\uff08generator\uff09\uff0c\u751f\u6210\u8005\u7684\u5de5\u4f5c\u5c31\u662f\u5275\u4f5c\u4e8c\u6b21\u5143\u4eba\u7269\uff0c\u53e6\u4e00\u500b\u662f\u9451\u5225\u8005\uff08discriminator\uff09\uff0c\u9451\u5225\u8005\u7684\u5de5\u4f5c\u662f\u6839\u64da\u4eba\u985e\u63d0\u4f9b\u7684\u7bc4\u672c\u8a55\u50f9\u751f\u6210\u8005\u7684\u6210\u679c\uff0c\u56e0\u70ba\u901a\u5e38\u751f\u6210\u8005\u548c\u9451\u5225\u8005\u90fd\u662f\u985e\u795e\u7d93\u7db2\u8def\uff0c\u6240\u4ee5\u9019\u500b\u6280\u8853\u53c8\u7a31\u70ba\u751f\u6210\u5f0f\u5c0d\u6297\u7db2\u8def\uff08Generative Adversarial Network\uff0cGAN\uff09\uff0c \u751f\u6210\u8005\u548c\u9451\u5225\u8005\u9019\u5169\u500b\u89d2\u8272\u6703\u4e92\u76f8\u7825\u792a\uff0c\u8b93\u5f7c\u6b64\u7684\u80fd\u529b\u90fd\u8d8a\u4f86\u8d8a\u5f37\u3002\u5728\u4e8c\u6b21\u5143\u4eba\u7269\u982d\u50cf\u5275\u4f5c\u7684\u5b78\u7fd2\u904e\u7a0b\u4e2d\uff0c\u4ee5\u4e0b\u662f\u751f\u6210\u8005\u548c\u9451\u5225\u8005\u53ef\u80fd\u7684\u4e92\u52d5\u60c5\u5f62\uff1a<\/p>\n<ul>\n<li>\u751f\u6210\u8005\u4e00\u958b\u59cb\u6839\u672c\u4e0d\u77e5\u9053\u4e8c\u6b21\u5143\u4eba\u7269\u9577\u4ec0\u9ebc\u6a23\u5b50\uff0c\u6240\u4ee5\u53ea\u662f\u4fe1\u624b\u5857\u9d09\uff0c\u4ed6\u756b\u51fa\u4f86\u7684\u5716\u53ef\u80fd\u5c31\u662f\u4e00\u5806\u96dc\u8a0a\uff0c\u6839\u672c\u4e0d\u77e5\u9053\u5728\u756b\u4ec0\u9ebc\uff0c\u50cf\u662f\u9019\u6a23\uff1a<\/li>\n<\/ul>\n<figure id=\"attachment_37251\" aria-describedby=\"caption-attachment-37251\" style=\"width: 251px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-37251 size-full\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/0-1.png\" alt=\"\" width=\"251\" height=\"66\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/0-1.png 251w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/0-1-250x66.png 250w\" sizes=\"(max-width: 251px) 100vw, 251px\" \/><figcaption id=\"caption-attachment-37251\" class=\"wp-caption-text\">\uff08\u4f5c\u8005\u7e6a\u88fd\uff09<\/figcaption><\/figure>\n<ul>\n<li>\u63a5\u4e0b\u4f86\uff0c\u4eba\u985e\u63d0\u4f9b\u5927\u91cf\u6f2b\u756b\u5bb6\u7e6a\u88fd\u7684\u4e8c\u6b21\u5143\u4eba\u7269\u982d\u50cf\u7d66\u9451\u5225\u8005\uff0c\u9451\u5225\u8005\u6bd4\u5c0d\u751f\u6210\u8005\u7e6a\u88fd\u7684\u5716\u7247\u548c\u4eba\u7e6a\u88fd\u7684\u5716\u7247\u5f8c\uff0c\u6703\u6b78\u7d0d\u51fa\u751f\u6210\u5716\u7247\u548c\u771f\u5be6\u5716\u7247\u7684\u5dee\u7570\uff08\u9019\u662f\u4eca\u65e5\u6a5f\u5668\u6240\u64c5\u9577\u7684\uff09\uff0c\u9451\u5225\u8005\u53ef\u80fd\u6703\u767c\u73fe\u771f\u5be6\u5716\u7247\u4e0a\u90fd\u6709\u5169\u500b\u5713\u5708\uff08\u4e5f\u5c31\u662f\u773c\u775b\uff09\uff0c\u4e0d\u904e\u751f\u6210\u5716\u7247\u6c92\u6709\u3002<\/li>\n<li>\u9451\u5225\u8005\u628a\u6b78\u7d0d\u6210\u679c\u544a\u8a34\u751f\u6210\u8005\uff0c\u751f\u6210\u8005\u7684\u76ee\u6a19\u662f\u5e0c\u671b\u7522\u751f\u51fa\u4f86\u7684\u5716\u6703\u88ab\u9451\u5225\u8005\u8a8d\u70ba\u662f\u4eba\u6240\u7e6a\u88fd\uff0c\u65e2\u7136\u9451\u5225\u8005\u8a8d\u70ba\u4eba\u7e6a\u88fd\u7684\u982d\u50cf\u4e0a\u61c9\u8a72\u8981\u6709\u5169\u500b\u5713\u5708\uff0c\u6240\u4ee5\u63a5\u4e0b\u4f86\u751f\u6210\u8005\u756b\u51fa\u7684\u5716\u5c31\u6703\u6709\u5169\u500b\u5713\u5708\uff0c\u50cf\u4ee5\u4e0b\u9019\u6a23\uff1a<\/li>\n<\/ul>\n<figure id=\"attachment_37252\" aria-describedby=\"caption-attachment-37252\" style=\"width: 248px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-37252 size-full\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/0-2.png\" alt=\"\" width=\"248\" height=\"63\" \/><figcaption id=\"caption-attachment-37252\" class=\"wp-caption-text\">\uff08\u4f5c\u8005\u7e6a\u88fd\uff09<\/figcaption><\/figure>\n<ul>\n<li>\u9451\u5225\u8005\u63a5\u4e0b\u4f86\u6bd4\u5c0d\u751f\u6210\u8005\u65b0\u7522\u751f\u7684\u5716\u7247\u548c\u4eba\u7e6a\u88fd\u7684\u5716\u7247\u7684\u5dee\u7570\uff0c\u56e0\u70ba\u751f\u6210\u8005\u5df2\u7d93\u5b78\u6703\u4eba\u81c9\u5c31\u662f\u6709\u773c\u775b\u9019\u4ef6\u4e8b\uff0c\u6240\u4ee5\u7528\u662f\u5426\u6709\u5169\u500b\u5713\u5708\u4f86\u5224\u65b7\u662f\u5426\u70ba\u4eba\u756b\u7684\u5716\u7247\u9019\u689d\u898f\u5247\u5c31\u4e0d\u9069\u7528\u4e86\uff0c\u6240\u4ee5\u9451\u5225\u8005\u9700\u8981\u627e\u51fa\u65b0\u7684\u898f\u5247\uff0c\u4f8b\u5982\u5b83\u53ef\u80fd\u767c\u73fe\u8aaa\uff0c\u751f\u6210\u5716\u7247\u548c\u4eba\u7e6a\u88fd\u7684\u5716\u7247\u7684\u5dee\u7570\u70ba\u662f\u5426\u984f\u8272\u7e7d\u7d1b\u3002<\/li>\n<li>\u9451\u5225\u8005\u518d\u5c07\u6b78\u7d0d\u51fa\u4f86\u7684\u898f\u5247\u56de\u994b\u7d66\u751f\u6210\u8005\uff0c\u751f\u6210\u8005\u5c31\u6703\u7522\u751f\u5f69\u8272\u7684\u5716\u7247\u5982\u4e0b\uff1a<\/li>\n<\/ul>\n<figure id=\"attachment_37253\" aria-describedby=\"caption-attachment-37253\" style=\"width: 248px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-37253 size-full\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/0-3.png\" alt=\"\" width=\"248\" height=\"63\" \/><figcaption id=\"caption-attachment-37253\" class=\"wp-caption-text\">\uff08\u4f5c\u8005\u7e6a\u88fd\uff09<\/figcaption><\/figure>\n<p>\u4e0a\u8ff0\u904e\u7a0b\u6703\u4e0d\u65b7\u53cd\u8986\u9032\u884c\uff0c\u76f4\u5230\u9451\u5225\u8005\u518d\u4e5f\u7121\u6cd5\u6b78\u7d0d\u51fa\u751f\u6210\u5716\u7247\u548c\u771f\u5be6\u5716\u7247\u9593\u7684\u5dee\u7570\u3002<\/p>\n<figure id=\"attachment_37254\" aria-describedby=\"caption-attachment-37254\" style=\"width: 298px\" class=\"wp-caption alignleft\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-37254 size-medium\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u4e00\uff1a\u9019\u662f\u6a5f\u5668\u900f\u904e\u5c0d\u6297\u5f0f\u5b78\u7fd2\u756b\u51fa\u7684\u4e8c\u6b21\u5143\u4eba\u7269\uff0c\u662f\u4e0d\u662f\u6839\u672c\u5c31\u53ef\u4ee5\u4ee5\u5047\u4e82\u771f\u5462\uff1f-298x300.png\" alt=\"\" width=\"298\" height=\"300\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u4e00\uff1a\u9019\u662f\u6a5f\u5668\u900f\u904e\u5c0d\u6297\u5f0f\u5b78\u7fd2\u756b\u51fa\u7684\u4e8c\u6b21\u5143\u4eba\u7269\uff0c\u662f\u4e0d\u662f\u6839\u672c\u5c31\u53ef\u4ee5\u4ee5\u5047\u4e82\u771f\u5462\uff1f-298x300.png 298w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u4e00\uff1a\u9019\u662f\u6a5f\u5668\u900f\u904e\u5c0d\u6297\u5f0f\u5b78\u7fd2\u756b\u51fa\u7684\u4e8c\u6b21\u5143\u4eba\u7269\uff0c\u662f\u4e0d\u662f\u6839\u672c\u5c31\u53ef\u4ee5\u4ee5\u5047\u4e82\u771f\u5462\uff1f-150x150.png 150w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u4e00\uff1a\u9019\u662f\u6a5f\u5668\u900f\u904e\u5c0d\u6297\u5f0f\u5b78\u7fd2\u756b\u51fa\u7684\u4e8c\u6b21\u5143\u4eba\u7269\uff0c\u662f\u4e0d\u662f\u6839\u672c\u5c31\u53ef\u4ee5\u4ee5\u5047\u4e82\u771f\u5462\uff1f.png 533w\" sizes=\"(max-width: 298px) 100vw, 298px\" \/><figcaption id=\"caption-attachment-37254\" 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