{"id":37265,"date":"2021-09-20T10:00:10","date_gmt":"2021-09-20T02:00:10","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=37265"},"modified":"2021-10-04T19:37:04","modified_gmt":"2021-10-04T11:37:04","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%92-2","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=37265","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\u4e0b\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>(<a href=\"http:\/\/case.ntu.edu.tw\/blog\/?p=37250\">\u7e8c\u524d\u6587<\/a>)<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u53ef\u4ee5\u63a5\u6536\u6307\u4ee4\u7684\u751f\u6210\u8005<\/strong><\/span><\/p>\n<p>\u5728\u524d\u6587\u4e2d\u6211\u5011\u50c5\u8981\u751f\u6210\u8005\u756b\u4e00\u4e9b\u4e8c\u6b21\u5143\u4eba\u7269\u982d\u50cf\uff0c\u756b\u4ec0\u9ebc\u90fd\u597d\uff0c\u4f46\u4e8b\u5be6\u4e0a\u6211\u5011\u9084\u53ef\u4ee5\u8b93\u751f\u6210\u8005\u6839\u64da\u8f38\u5165\u7684\u6307\u4ee4\u7522\u751f\u5c0d\u61c9\u7684\u5275\u4f5c\u3002\u5047\u8a2d\u6211\u5011\u5e0c\u671b\u53ef\u4ee5\u8f38\u5165\u6587\u5b57\uff08\u4f8b\u5982\u300c\u85cd\u9aee\u7d05\u773c\u300d\uff09\uff0c\u6a5f\u5668\u6839\u64da\u8f38\u5165\u7684\u6587\u5b57\u756b\u51fa\u64c1\u6709\u5c0d\u61c9\u9aee\u8272\u548c\u77b3\u8272\u7684\u89d2\u8272\uff0c\u6b64\u6642\u751f\u6210\u8005\u7684\u5de5\u4f5c\u662f\u8b80\u5165\u6587\u5b57\uff0c\u7522\u751f\u5c0d\u61c9\u5716\u7247\uff0c\u800c\u9451\u5225\u8005\u8981\u505a\u5169\u4ef6\u4e8b\uff0c\u4e00\u65b9\u9762\u9451\u5225\u8005\u8981\u8ddf\u524d\u6587\u4e00\u6a23\u770b\u751f\u6210\u8005\u7522\u751f\u7684\u5716\u7247\u548c\u6f2b\u756b\u7684\u5dee\u7570\uff0c\u540c\u6642\uff0c\u4eba\u985e\u9084\u8981\u63d0\u4f9b\u7d66\u9451\u5225\u8005\u4eba\u7269\u982d\u50cf\u548c\u5176\u5c0d\u61c9\u7684\u7279\u5fb5\u6587\u5b57\u6558\u8ff0\uff08\u7d05\u9aee\u3001\u85cd\u773c\u7b49\uff09\uff0c\u8b93\u9451\u5225\u8005\u80fd\u5920\u770b\u751f\u6210\u8005\u8f38\u5165\u7684\u6587\u5b57\u548c\u5176\u7e6a\u51fa\u7684\u5716\u7247\u662f\u5426\u5339\u914d\uff0c\u907f\u514d\u8f38\u5165\u300c\u85cd\u773c\u775b\u300d\u751f\u6210\u8005\u537b\u756b\u51fa\u7da0\u773c\u775b\u7684\u89d2\u8272\u3002\u5716\u4e8c\u662f\u8a13\u7df4\u904e\u5f8c\u5be6\u969b\u4e0a\u751f\u6210\u8005\u6309\u7167\u6307\u4ee4\u7522\u751f\u7684\u4eba\u7269\u982d\u50cf\uff0c\u751f\u6210\u8005\u5e7e\u4e4e\u53ef\u4ee5\u5b8c\u5168\u6b63\u78ba\u6309\u7167\u6307\u793a\uff0c\u5275\u9020\u51fa\u5c0d\u61c9\u7684\u4eba\u7269\u982d\u50cf\uff0c\u4e0d\u904e\u6a5f\u5668\u9084\u662f\u6709\u5931\u8aa4\u7684\u6642\u5019\uff0c\u4f8b\u5982\u8f38\u5165\u6307\u4ee4\u300c\u85cd\u9aee\u7d05\u773c\u300d\u6642\uff0c\u5716\u4e8c\u53f3\u4e0a\u89d2\u7684\u4eba\u7269\u4e00\u96bb\u773c\u775b\u662f\u7d05\u7684\u53e6\u4e00\u96bb\u773c\u775b\u537b\u662f\u85cd\u7684\uff0c\u986f\u7136\u751f\u6210\u8005\u8aa4\u4ee5\u70ba\u53ea\u8981\u6709\u4e00\u96bb\u773c\u775b\u662f\u7d05\u7684\u5c31\u7b97\u662f\u6eff\u8db3\u8981\u6c42\uff0c\u9019\u662f\u6a5f\u5668\u624d\u6703\u72af\u7684\u932f\u8aa4\u3002<\/p>\n<figure id=\"attachment_37255\" aria-describedby=\"caption-attachment-37255\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-37255 size-large\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u4e8c\uff1a\u6a5f\u5668\u6309\u7167\u8f38\u5165\u7684\u6307\u4ee4\u7e6a\u51fa\u4e8c\u6b21\u5143\u4eba\u7269\u982d\u50cf\u3002-1024x412.png\" alt=\"\" width=\"800\" height=\"322\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u4e8c\uff1a\u6a5f\u5668\u6309\u7167\u8f38\u5165\u7684\u6307\u4ee4\u7e6a\u51fa\u4e8c\u6b21\u5143\u4eba\u7269\u982d\u50cf\u3002-1024x412.png 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u4e8c\uff1a\u6a5f\u5668\u6309\u7167\u8f38\u5165\u7684\u6307\u4ee4\u7e6a\u51fa\u4e8c\u6b21\u5143\u4eba\u7269\u982d\u50cf\u3002-300x121.png 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u4e8c\uff1a\u6a5f\u5668\u6309\u7167\u8f38\u5165\u7684\u6307\u4ee4\u7e6a\u51fa\u4e8c\u6b21\u5143\u4eba\u7269\u982d\u50cf\u3002-768x309.png 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u4e8c\uff1a\u6a5f\u5668\u6309\u7167\u8f38\u5165\u7684\u6307\u4ee4\u7e6a\u51fa\u4e8c\u6b21\u5143\u4eba\u7269\u982d\u50cf\u3002.png 1498w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-37255\" class=\"wp-caption-text\">\u5716\u4e8c\uff1a\u6a5f\u5668\u6309\u7167\u8f38\u5165\u7684\u6307\u4ee4\u7e6a\u51fa\u4e8c\u6b21\u5143\u4eba\u7269\u982d\u50cf\u3002\uff08\u672c\u5716\u6240\u7528\u6280\u8853\u7531\u81fa\u7063\u5927\u5b78\u5433\u5b97\u7ff0\u3001\u8b1d\u6fec\u4e1e\u3001\u9673\u5ef6\u660a\u3001\u9322\u67cf\u5747\u7b49\u540c\u5b78\u5be6\u4f5c\uff09<\/figcaption><\/figure>\n<p>\u9664\u4e86\u6839\u64da\u8f38\u5165\u6587\u5b57\u7e6a\u88fd\u4e8c\u6b21\u5143\u4eba\u7269\u5916\uff0c\u4e0a\u8ff0\u6309\u7167\u6307\u4ee4\u9032\u884c\u5275\u4f5c\u7684\u6280\u8853\u9084\u6709\u5f88\u591a\u61c9\u7528\uff0c\u4f8b\u5982\uff1a<a href=\"http:\/\/paintstransfer.com\">\u8f38\u5165\u624b\u7e6a\u6f2b\u756b\u8349\u7a3f\uff0c\u751f\u6210\u8005\u53ef\u4ee5\u81ea\u52d5\u4e0a\u8272<\/a>\uff1b<a href=\"https:\/\/goo.gl\/uN7LmD\"> \u6211\u5011\u5df2\u7d93\u770b\u5230\u4e86\u667a\u80fd\u4fee\u5716\u8edf\u9ad4\u7684\u96db\u5f62\uff0c\u4f60\u53ef\u4ee5\u5728\u7db2\u8def\u4e0a\u627e\u5230\u76f8\u95dc\u7684\u5c55\u793a<\/a>\uff1b<a href=\"http:\/\/carlvondrick.com\/tinyvideo\/\">\u8f38\u5165\u4e00\u5f35\u7167\u7247\uff0c\u751f\u6210\u8005\u7522\u751f\u5f71\u7247\uff0c\u8b93\u7167\u7247\u4e2d\u7684\u4eba\u4e8b\u7269\u52d5\u8d77\u4f86<\/a>\uff08\u5c31\u50cf\u662f\u54c8\u5229\u6ce2\u7279\u7684\u9b54\u6cd5\u4e16\u754c\u4e2d\uff0c\u76f8\u7247\u4e2d\u7684\u4eba\u7269\u662f\u6703\u52d5\u7684\uff09\u3002<\/p>\n<p>\u4ee5\u4e0a\u90fd\u662f\u5f71\u50cf\u76f8\u95dc\u7684\u61c9\u7528\uff0c\u5c0d\u6297\u5f0f\u5b78\u7fd2\u7684\u61c9\u7528\u4e0d\u53ea\u5982\u6b64\uff0c\u8f38\u5165\u6587\u5b57\uff0c\u8b93\u751f\u6210\u8005\u7522\u751f\u56de\u61c9\u7684\u8a9e\u53e5\uff0c \u6211\u5011\u5c31\u6709\u4e86<a href=\"https:\/\/arxiv.org\/abs\/1701.06547\">\u804a\u5929\u6a5f\u5668\u4eba<\/a>\uff1b\u8f38\u5165\u4e00\u6bb5\u6709\u96dc\u8a0a\u7684\u8a9e\u97f3\uff0c<a href=\"https:\/\/arxiv.org\/abs\/1703.09452\">\u751f\u6210\u8005\u9084\u539f\u56de\u4e7e\u6de8\u7684\u8a9e\u97f3<\/a>\uff0c\u5c31\u53ef\u4ee5\u589e\u9032\u8a9e\u97f3\u52a9\u7406\u7684\u8a9e\u97f3\u8fa8\u8b58\u6b63\u78ba\u7387\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u518d\u52a0\u5165\u9084\u539f\u8005<\/strong><\/span><\/p>\n<p>\u6211\u5011\u73fe\u5728\u8a2d\u60f3\u53e6\u5916\u4e00\u500b\u4efb\u52d9\uff0c\u6211\u5011\u5e0c\u671b\u7d66\u751f\u6210\u8005\u4e00\u5f35\u98a8\u666f\u7167\uff0c\u751f\u6210\u8005\u628a\u98a8\u666f\u7167\u4ee5\u68b5\u8c37\u756b\u98a8\u91cd\u65b0\u7e6a\u88fd\uff0c\u4eba\u985e\u53ef\u4ee5\u8f15\u6613\u8490\u96c6\u5230\u4e00\u5806\u68b5\u8c37\u7684\u5716\u7d66\u9451\u5225\u8005\u770b\uff0c\u7531\u9451\u5225\u8005\u627e\u51fa\u68b5\u8c37\u5716\u756b\u7684\u7279\u5fb5\uff0c\u518d\u628a\u5b78\u5230\u7684\u7279\u5fb5\u6559\u7d66\u751f\u6210\u8005\uff0c\u8b93\u751f\u6210\u8005\u5b78\u5230\u7522\u751f\u6709\u68b5\u8c37\u98a8\u683c\u7684\u5716\uff0c\u4f46\u751f\u6210\u8005\u7522\u751f\u7684\u5716\u53ef\u80fd\u6703\u8ddf\u8f38\u5165\u6c92\u6709\u4efb\u4f55\u95dc\u9023\u6027\uff0c\u4f8b\u5982\u8f38\u5165\u662f\u4e00\u5f35\u98a8\u666f\u756b\uff0c\u4f46\u8f38\u51fa\u53ef\u80fd\u662f\u4eba\u7269\u81ea\u756b\u50cf\uff08\u96d6\u7136\u9019\u5f35\u81ea\u756b\u50cf\u53ef\u80fd\u5f88\u50cf\u68b5\u8c37\u756b\u7684\uff09\uff0c\u9019\u7a2e\u72c0\u6cc1\u4e0d\u662f\u6211\u5011\u6240\u671f\u5f85\u7684\u3002\u5982\u679c\u4eca\u5929\u6211\u5011\u53ef\u4ee5\u7d66\u9451\u5225\u8005\u4e00\u4e9b\u4e00\u822c\u98a8\u666f\u7167\u548c\u5c0d\u61c9\u7684\u68b5\u8c37\u4f5c\u54c1\uff0c\u9451\u5225\u8005\u5c31\u53ef\u4ee5\u53bb\u770b\u751f\u6210\u8005\u8f38\u5165\u7684\u98a8\u666f\u7167\u548c\u8f38\u51fa\u7684\u68b5\u8c37\u98a8\u683c\u4f5c\u54c1\u662f\u5426\u6709\u6b63\u78ba\u5c0d\u61c9\u95dc\u4fc2\uff0c\u9032\u800c\u6559\u5c0e\u751f\u6210\u8005\uff0c\u4f46\u554f\u984c\u662f\u5728\u4e00\u822c\u60c5\u6cc1\u4e0b\uff0c\u7d66\u4e00\u5f35\u98a8\u666f\u756b\uff08\u4f8b\u5982\uff1a\u65e5\u6708\u6f6d\uff09\uff0c\u4e16\u754c\u4e0a\u6839\u672c\u627e\u4e0d\u5230\u4e00\u5f35\u5c0d\u61c9\u7684\u68b5\u8c37\u4f5c\u54c1\uff08\u68b5\u8c37\u7576\u7136\u6c92\u756b\u904e\u65e5\u6708\u6f6d\uff09\uff0c\u600e\u9ebc\u8fa6\u5462\uff1f<\/p>\n<p>\u9019\u6642\u6211\u5011\u5c31\u9700\u8981\u65b0\u7684\u6280\u8853\uff0c\u9019\u500b\u6280\u8853\u53eb\u505a\u5faa\u74b0\u751f\u6210\u5f0f\u5c0d\u6297\u7db2\u8def\uff08Cycle GAN\uff09\uff0c\u5faa\u74b0\u751f\u6210\u5f0f\u5c0d\u6297\u7db2\u8def\u7684\u57fa\u672c\u539f\u7406\u8acb\u898b\u5716\u4e09\u3002\u5728\u5faa\u74b0\u751f\u6210\u5f0f\u5c0d\u6297\u7db2\u8def\u4e2d\u6211\u5011\u9700\u8981\u5f15\u5165\u7b2c\u4e09\u500b\u89d2\u8272\u2500\u2500\u9084\u539f\u8005\uff08reconstructor\uff09\uff0c\u9084\u539f\u8005\u7684\u5de5\u4f5c\u662f\u628a\u751f\u6210\u8005\u7684\u8f38\u51fa\u9084\u539f\u56de\u8f38\u5165\u7684\u539f\u5716\uff0c\u751f\u6210\u8005\u548c\u9084\u539f\u8005\u662f\u5408\u4f5c\u7684\u95dc\u4fc2\uff0c\u751f\u6210\u8005\u5fc5\u9808\u8981\u7522\u751f\u9084\u539f\u8005\u53ef\u4ee5\u9084\u539f\u7684\u5716\u7247\uff0c\u5982\u679c\u751f\u6210\u8005\u7684\u8f38\u5165\u662f\u6d77\u666f\u3001\u8f38\u51fa\u5f88\u7121\u5398\u982d\u5730\u662f\u81ea\u756b\u50cf\uff0c\u9084\u539f\u8005\u53ea\u770b\u5230\u81ea\u756b\u50cf\uff0c\u6839\u672c\u4e0d\u53ef\u80fd\u731c\u51fa\u539f\u4f86\u8f38\u5165\u7684\u662f\u6d77\u666f\uff0c\u5c31\u6703\u7121\u6cd5\u9084\u539f\uff0c\u751f\u6210\u8005\u8981\u5e6b\u52a9\u9084\u539f\u8005\u9084\u539f\uff0c\u90a3\u5c31\u4e0d\u6703\u8f38\u51fa\u548c\u8f38\u5165\u5b8c\u5168\u7121\u95dc\u7684\u6771\u897f\u3002<\/p>\n<figure id=\"attachment_37256\" aria-describedby=\"caption-attachment-37256\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-37256 size-large\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u4e09\uff1a\u5faa\u74b0\u751f\u6210\u5f0f\u5c0d\u6297\u7db2\u8def\u57fa\u672c\u539f\u7406\uff0c\u6b64\u8655\u5e0c\u671b\u751f\u6210\u8005\u53ef\u4ee5\u5b78\u6703\u628a\u98a8\u666f\u7167\u4ee5\u68b5\u8c37\u756b\u98a8\u91cd\u65b0\u7e6a\u88fd\u3002-1024x476.png\" alt=\"\" width=\"800\" height=\"372\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u4e09\uff1a\u5faa\u74b0\u751f\u6210\u5f0f\u5c0d\u6297\u7db2\u8def\u57fa\u672c\u539f\u7406\uff0c\u6b64\u8655\u5e0c\u671b\u751f\u6210\u8005\u53ef\u4ee5\u5b78\u6703\u628a\u98a8\u666f\u7167\u4ee5\u68b5\u8c37\u756b\u98a8\u91cd\u65b0\u7e6a\u88fd\u3002-1024x476.png 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u4e09\uff1a\u5faa\u74b0\u751f\u6210\u5f0f\u5c0d\u6297\u7db2\u8def\u57fa\u672c\u539f\u7406\uff0c\u6b64\u8655\u5e0c\u671b\u751f\u6210\u8005\u53ef\u4ee5\u5b78\u6703\u628a\u98a8\u666f\u7167\u4ee5\u68b5\u8c37\u756b\u98a8\u91cd\u65b0\u7e6a\u88fd\u3002-300x139.png 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u4e09\uff1a\u5faa\u74b0\u751f\u6210\u5f0f\u5c0d\u6297\u7db2\u8def\u57fa\u672c\u539f\u7406\uff0c\u6b64\u8655\u5e0c\u671b\u751f\u6210\u8005\u53ef\u4ee5\u5b78\u6703\u628a\u98a8\u666f\u7167\u4ee5\u68b5\u8c37\u756b\u98a8\u91cd\u65b0\u7e6a\u88fd\u3002-768x357.png 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u4e09\uff1a\u5faa\u74b0\u751f\u6210\u5f0f\u5c0d\u6297\u7db2\u8def\u57fa\u672c\u539f\u7406\uff0c\u6b64\u8655\u5e0c\u671b\u751f\u6210\u8005\u53ef\u4ee5\u5b78\u6703\u628a\u98a8\u666f\u7167\u4ee5\u68b5\u8c37\u756b\u98a8\u91cd\u65b0\u7e6a\u88fd\u3002.png 1600w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-37256\" class=\"wp-caption-text\">\u5716\u4e09\uff1a\u5faa\u74b0\u751f\u6210\u5f0f\u5c0d\u6297\u7db2\u8def\u57fa\u672c\u539f\u7406\uff0c\u6b64\u8655\u5e0c\u671b\u751f\u6210\u8005\u53ef\u4ee5\u5b78\u6703\u628a\u98a8\u666f\u7167\u4ee5\u68b5\u8c37\u756b\u98a8\u91cd\u65b0\u7e6a\u88fd\u3002\u9451\u5225\u8005\u770b\u904e\u5f88\u591a\u68b5\u8c37\u7684\u756b\u4f5c\uff0c\u5b83\u53ef\u4ee5\u544a\u8a34\u751f\u6210\u8005\u68b5\u8c37\u756b\u4f5c\u7684\u7279\u5fb5\uff1b\u9084\u539f\u8005\u5c07\u751f\u6210\u8005\u7684\u8f38\u5165\u9084\u539f\uff1b\u751f\u6210\u8005\u6709\u5169\u500b\u76ee\u6a19\uff0c\u5b83\u4e00\u65b9\u9762\u8981\u4f7f\u5f97\u7522\u751f\u51fa\u4f86\u7684\u5716\u7247\u8b93\u9451\u5225\u8005\u8a8d\u70ba\u50cf\u662f\u68b5\u8c37\u756b\u4f5c\uff0c\u53e6\u4e00\u65b9\u9762\u53c8\u8981\u8b93\u9084\u539f\u8005\u53ef\u4ee5\u5c07\u5176\u8f38\u51fa\u9084\u539f\u3002\uff08\u68b5\u8c37\u756b\u4f5c\u4f86\u6e90: Public Domain\uff09<\/figcaption><\/figure>\n<p>\u7528\u4e0a\u8ff0\u6280\u8853\u6211\u5011\u53ef\u4ee5\u628a\u7b46\u8005\u7684\u4eba\u81c9\u4f5c\u5404\u7a2e\u8f49\u63db\uff0c\u7d50\u679c\u5982\u5716\u56db\u6240\u793a\uff0c\u8b93\u9451\u5225\u8005\u770b\u5973\u6027\u7167\u7247\uff0c\u9451\u5225\u8005\u6703\u627e\u51fa\u5973\u6027\u5171\u540c\u7279\u5fb5\uff0c\u4f7f\u5f97\u751f\u6210\u8005\u7684\u8f38\u51fa\u6703\u628a\u7167\u7247\u4e2d\u7684\u4eba\u7269\u5973\u6027\u5316\uff08\u4f46\u53c8\u56e0\u70ba\u9084\u539f\u8005\u7684\u5b58\u5728\uff0c\u751f\u6210\u8005\u4e26\u4e0d\u6703\u8f38\u51fa\u5b8c\u5168\u4e0d\u76f8\u5e72\u7684\u5973\u6027\uff0c\u800c\u662f\u4fee\u6539\u7167\u7247\u4e2d\u7684\u4eba\u7269\uff09\uff0c\u6839\u64da\u5716\u56db\u7684\u7d50\u679c\uff0c\u986f\u7136\u9451\u5225\u8005\u5b78\u5230\u4e00\u4e9b\u5c0d\u5973\u6027\u7684\u523b\u677f\u5370\u8c61\uff0c\u5b83\u8a8d\u70ba\u5316\u599d\u548c\u9577\u9aee\u662f\u5973\u6027\u7684\u7279\u5fb5\uff0c\u6240\u4ee5\u5716\u56db\u7b2c\u4e8c\u5217\u4e0a\u9762\u7684\u5169\u5f35\u5716\u88ab\u52a0\u4e0a\u816e\u7d05\u3001\u4e0b\u9762\u7684\u5169\u5f35\u5716\u8b8a\u6210\u9577\u9aee\u3002\u7528\u540c\u6a23\u7684\u6280\u8853\uff0c\u7d66\u9451\u5225\u8005\u770b\u8001\u4eba\u7684\u7167\u7247\uff0c\u5c31\u53ef\u4ee5\u8b93\u751f\u6210\u8005\u5b78\u6703\u628a\u8f38\u5165\u7684\u7167\u7247\u4e2d\u7684\u4eba\u7269\u52a0\u4e0a\u76ba\u7d0b\uff1b\u7d66\u9451\u5225\u8005\u770b\u4e00\u5806\u91d1\u9aee\u4eba\u7269\u7684\u7167\u7247\uff0c\u5c31\u53ef\u4ee5\u628a\u4eba\u7269\u8b8a\u91d1\u9aee\u3002<\/p>\n<figure id=\"attachment_37257\" aria-describedby=\"caption-attachment-37257\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-37257 size-large\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u56db\uff1a\u5c07\u7b46\u8005\u7167\u7247\u505a\u5404\u7a2e\u8f49\u63db\u3002-1024x848.png\" alt=\"\" width=\"800\" height=\"663\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u56db\uff1a\u5c07\u7b46\u8005\u7167\u7247\u505a\u5404\u7a2e\u8f49\u63db\u3002-1024x848.png 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u56db\uff1a\u5c07\u7b46\u8005\u7167\u7247\u505a\u5404\u7a2e\u8f49\u63db\u3002-300x249.png 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u56db\uff1a\u5c07\u7b46\u8005\u7167\u7247\u505a\u5404\u7a2e\u8f49\u63db\u3002-768x636.png 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/\u5716\u56db\uff1a\u5c07\u7b46\u8005\u7167\u7247\u505a\u5404\u7a2e\u8f49\u63db\u3002.png 1043w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-37257\" class=\"wp-caption-text\">\u5716\u56db\uff1a\u5c07\u7b46\u8005\u7167\u7247\u505a\u5404\u7a2e\u8f49\u63db\u3002\uff08\u672c\u5716\u6240\u7528\u6280\u8853\u7531\u81fa\u7063\u5927\u5b78\u5433\u5143\u9b41\u540c\u5b78\u5be6\u4f5c\uff09<\/figcaption><\/figure>\n<p>\u4ee5\u4e0a\u8b1b\u7684\u662f\u5f71\u50cf\u76f8\u95dc\u7684\u6280\u8853\uff0c\u985e\u4f3c\u6280\u8853\u4e5f\u88ab\u7528\u5728\u6587\u5b57\u4e0a\uff0c\u4f8b\u5982\u7d66\u9451\u5225\u8005\u4e00\u5806\u6b63\u9762\u7684\u53e5\u5b50\uff0c\u6211\u5011\u5c31\u53ef\u4ee5\u81ea\u52d5\u5b78\u51fa\u4e00\u500b\u751f\u6210\u8005\uff0c\u53ef\u4ee5\u5c07\u8f38\u5165\u8a9e\u53e5\u8f49\u70ba\u6b63\u9762\u8a9e\u53e5\uff0c\u5716\u4e94\u662f\u751f\u6210\u8005\u5be6\u969b\u5b78\u51fa\u4f86\u7684\u6210\u679c\uff0c\u9019\u500b\u6280\u8853\u6709\u4ec0\u9ebc\u7528\u5462\uff1f\u5982\u679c\u4f60\u7684\u4e3b\u7ba1\u8b1b\u8a71\u523b\u8584\uff0c\u4f60\u5c31\u53ef\u4ee5\u5728\u8033\u6a5f\u4e2d\u88dd\u9019\u500b\u7cfb\u7d71\uff0c\u4f60\u7684\u4eba\u751f\u5c31\u6703\u904e\u5f97\u6bd4\u8f03\u6109\u5feb\u3002\u9019\u500b\u6280\u8853\u4e5f\u88ab\u7528\u5728\u7ffb\u8b6f\u4e0a\uff0c\u50b3\u7d71\u7684\u7ffb\u8b6f\u7cfb\u7d71\uff0c\u9700\u8981\u4eba\u6559\u6a5f\u5668\u8aaa\u300cGood morning\u300d\u7684\u4e2d\u6587\u7ffb\u8b6f\u662f\u300c\u65e9\u5b89\u300d\u3001\u300cGood afternoon\u300d\u7684\u4e2d\u6587\u7ffb\u8b6f\u662f\u300c\u5348\u5b89\u300d\u7b49\uff0c\u4f46\u662f\u73fe\u5728\u6709\u6a5f\u6703\u53ea\u8981\u4e00\u5806A\u8a9e\u8a00\u7684\u8a9e\u53e5\u3001\u4e00\u5806B\u8a9e\u8a00\u7684\u8a9e\u53e5\uff0c\u4e0d\u9700\u8981\u4eba\u53bb\u6a19\u8a3b\u5169\u7a2e\u8a9e\u8a00\u9593\u7684\u5c0d\u61c9\u95dc\u4fc2\uff0c\u7528\u985e\u4f3c\u5faa\u74b0\u5f0f\u5c0d\u6297\u7684\u6280\u8853\uff0c<a href=\"https:\/\/arxiv.org\/abs\/1711.00043\">\u7ffb\u8b6f\u5c45\u7136\u4e5f\u53ef\u4ee5\u9054\u6210<\/a>\u3002\u76f8\u95dc\u7684\u6280\u8853\u4e5f\u53ef\u4ee5\u7528\u5728\u8a9e\u97f3\u4e0a\uff0c\u53ea\u8981\u8490\u96c6\u4e00\u5806\u7537\u8072\uff0c\u9451\u5225\u8005\u5c31\u53ef\u4ee5\u627e\u51fa\u7537\u8072\u7684\u7279\u5fb5\uff0c\u8b93\u751f\u6210\u8005\u8f38\u5165\u4e00\u6bb5\u5973\u8072\u5f8c\u8f38\u51fa\u4e00\u6bb5\u5167\u5bb9\u4e00\u6a23\u7684\u7537\u8072\uff08\u56e0\u70ba\u9084\u539f\u8005\u7684\u5b58\u5728\uff0c\u6703\u8b93\u8f38\u5165\u548c\u8f38\u51fa\u6240\u8b1b\u7684\u5167\u5bb9\u76f8\u540c\uff0c\u53ea\u662f\u8072\u97f3\u6539\u8b8a\uff09\uff0c\u540c\u7406\uff0c\u53ea\u8981\u8490\u96c6\u4e00\u5806\u5973\u8072\uff0c\u900f\u904e\u9451\u5225\u8005\u548c\u9084\u539f\u8005\uff0c\u5c31\u53ef\u4ee5\u8b93\u751f\u6210\u8005\u5b78\u6703\u8f38\u5165\u4e00\u6bb5\u7537\u8072\u8f49\u6210\u5167\u5bb9\u4e00\u6a23\u7684\u5973\u8072\uff0c\u9019\u6a23\u5c31\u53ef\u4ee5\u505a\u51fa<a 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1043w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-37258\" class=\"wp-caption-text\">\u5716\u4e94\uff1a\u6a5f\u5668\u53ef\u4ee5\u628a\u8f38\u5165\u6587\u53e5\u8f49\u6210\u6b63\u9762\u7684\u53e5\u5b50\uff0c\u5de6\u5074\u7684\u8ca0\u9762\u6587\u53e5\u70ba\u4eba\u985e\u7684\u8f38\u5165\uff0c\u53f3\u5074\u7684\u6b63\u9762\u6587\u53e5\u70ba\u6a5f\u5668\u7684\u8f38\u51fa\u3002\uff08\u672c\u5716\u6240\u7528\u6280\u8853\u7531\u81fa\u7063\u5927\u5b78\u738b\u8000\u8ce2\u540c\u5b78\u5be6\u4f5c\uff09<\/figcaption><\/figure>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u589e\u5f37\u5f0f\u5b78\u7fd2\u8207\u5c0d\u6297\u5f0f\u5b78\u7fd2<\/strong><\/span><\/p>\n<p>\u81ea\u5f9e\u6709\u4e86AlphaGo \u4ee5\u5f8c\uff0c\u8857\u982d\u5df7\u5c3e\u90fd\u5728\u8a0e\u8ad6\u589e\u5f37\u5f0f\u5b78\u7fd2\uff08reinforcement learning\uff09\uff0c\u5176\u5be6\u589e\u5f37\u5f0f\u5b78\u7fd2\u548c\u5c0d\u6297\u5f0f\u5b78\u7fd2\u662f\u975e\u5e38\u6709\u95dc\u4fc2\u7684\u3002\u5728\u589e\u5f37\u5f0f\u5b78\u7fd2\u4e2d\uff0c\u6a5f\u5668\u8981\u548c\u74b0\u5883\u4e92\u52d5\uff0c\u4e92\u52d5\u904e\u7a0b\u6703\u5f97\u5230\u56de\u994b\uff08reward\uff09\uff0c\u6a5f\u5668\u6703\u81ea\u884c\u5b78\u7fd2\u5982\u4f55\u5f97\u5230\u6700\u5927\u56de\u994b\uff0c\u4ee5\u570d\u68cb\u70ba\u4f8b\uff0c\u74b0\u5883\u5c31\u662f\u6a5f\u5668\u7684\u5c0d\u624b\uff08\u53ef\u80fd\u662f\u771f\u4eba\u4e5f\u53ef\u80fd\u662f\u53e6\u4e00\u53f0\u6a5f\u5668\uff09\uff0c\u900f\u904e\u548c\u5c0d\u624b\u4e0d\u65b7\u5730\u5c0d\u5f08\uff0c\u6a5f\u5668\u6703\u81ea\u884c\u5b78\u7fd2\u5982\u4f55\u7372\u52dd\u3002\u589e\u5f37\u5f0f\u5b78\u7fd2\u548c\u5c0d\u6297\u5f0f\u5b78\u7fd2\u5728\u6f14\u7b97\u6cd5\u4e0a\u5176\u5be6\u6709\u5f88\u591a\u985e\u4f3c\u4e4b\u8655\uff0c\u589e\u5f37\u5f0f\u5b78\u7fd2\u662f\u6a5f\u5668\u548c\u74b0\u5883\u4e92\u52d5\uff0c\u800c\u5c0d\u6297\u5f0f\u5b78\u7fd2\u662f\u751f\u6210\u8005\u548c\u9451\u5225\u8005\u4e92\u52d5\uff0c\u4e0d\u540c\u4e4b\u8655\u5728\u65bc\u5728\u589e\u5f37\u5f0f\u5b78\u7fd2\u7684\u6f14\u7b97\u6cd5\u4e2d\uff0c\u4e00\u822c\u5047\u8a2d\u74b0\u5883\u4e0d\u6703\u96a8\u6642\u9593\u6539\u8b8a\uff0c\u4f46\u5c0d\u6297\u5f0f\u5b78\u7fd2\u66f4\u8907\u96dc\uff0c\u751f\u6210\u8005\u548c\u9451\u5225\u8005\u5169\u8005\u7686\u6703\u6301\u7e8c\u9032\u6b65\u3002\u96d6\u7136\u73fe\u4eca\u5728\u7814\u7a76\u4e0a\u589e\u5f37\u5f0f\u5b78\u7fd2\u548c\u5c0d\u6297\u5f0f\u5b78\u7fd2\u4ecd\u7136\u662f\u5169\u500b\u793e\u7fa4\uff0c\u4f46\u662f\u56e0\u70ba\u6709\u5f88\u591a\u6982\u5ff5\u662f\u5171\u901a\u7684\uff0c\u6240\u4ee5\u672a\u4f86\u9019\u5169\u500b\u9818\u57df\u7684\u5404\u7a2e\u8a13\u7df4\u6280\u5de7\u53ef\u4ee5\u4e92\u901a\u6709\u7121\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u7d50\u8a9e<\/strong><\/span><\/p>\n<p>\u5c0d\u6297\u5f0f\u5b78\u7fd2\u767c\u5c55\u8fc5\u901f\uff0c\u65b0\u6280\u8853\u4e0d\u65b7\u63a8\u9673\u51fa\u65b0\uff0c\u6709\u8208\u8da3\u6df1\u5165\u7814\u7a76\u7684\u8b80\u8005\u53ef\u4ee5\u5728\u7db2\u8def\u4e0a\u627e\u5230\u300c<a href=\"https:\/\/goo.gl\/XJUUS3\">\u751f\u6210\u5c0d\u6297\u7db2\u8def\u52d5\u7269\u5712<\/a>\u300d\uff08GAN Zoo\uff09\uff0c\u5728\u7b46\u8005\u5beb\u672c\u7bc7\u6587\u7ae0\u7684\u671f\u9593\uff082018 \u5e741 \u6708\uff09\uff0c\u52d5\u7269\u5712\u4e2d\u5df2\u7d93\u8490\u9304\u4e86\u81f3\u5c11250 \u7a2e\u4ee5\u4e0a\u4e0d\u540c\u7684\u751f\u6210\u5c0d\u6297\u7db2\u8def\u8b8a\u578b\uff0c\u5c0d\u6297\u5f0f\u5b78\u7fd2\u986f\u7136\u662f\u4e0b\u4e00\u500b\u4eba\u5de5\u667a\u6167\u7814\u7a76\u7684\u71b1\u9ede\uff0c\u70ba\u4eba\u5de5\u667a\u6167\u5e36\u4f86\u65b0\u7684\u60f3\u50cf\u3002(\u5b8c)<\/p>\n<p style=\"text-align: center;\"><span style=\"color: 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learning\uff09\u3002<\/p>\n","protected":false},"author":24,"featured_media":37260,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,5110,3293,4988],"tags":[5073,4989,5074,5072],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/09\/van-gogh-balloon.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/37265"}],"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\/24"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=37265"}],"version-history":[{"count":4,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/37265\/revisions"}],"predecessor-version":[{"id":37270,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/37265\/revisions\/37270"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/37260"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=37265"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=37265"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=37265"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}