{"id":38624,"date":"2019-09-04T00:00:33","date_gmt":"2019-09-03T16:00:33","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=38624"},"modified":"2022-01-04T01:08:14","modified_gmt":"2022-01-03T17:08:14","slug":"%e6%96%b0%e8%81%9e%e3%80%81%e8%ac%8a%e8%a8%80%e3%80%81%e5%81%87%e5%bd%b1%e7%89%872-4","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=38624","title":{"rendered":"\u65b0\u805e\u3001\u8b0a\u8a00\u3001\u5047\u5f71\u7247(2\/4)"},"content":{"rendered":"
\n
\"\u65b0\u805e\u3001\u8b0a\u8a00\u3001\u5047\u5f71\u7247(2\/4)\"<\/div>\n<\/div>\n
\n
\n

\u64b0\u6587\uff0fBrendan Borrell\uff5c\u8b6f\u8005\uff0f\u937e\u6a39\u4eba<\/strong>
\n\u8f49\u8f09\u81ea\u300a\u79d1\u5b78\u4eba\u300b2018\u5e7411\u6708\u7b2c201\u671f<\/strong><\/p>\n

\u96fb\u8166\u865b\u69cb\u5834\u666f<\/strong><\/p>\n

\u5047\u5f71\u7247\u7684\u767c\u5c55\u53ef\u8ffd\u6eaf\u52301960\u5e74\u4ee3\uff0c\u4eba\u5011\u7b2c\u4e00\u6b21\u60f3\u5230\u53ef\u4ee5\u5229\u7528\u96fb\u8166\u88fd\u4f5c\u5f71\u50cf\u30021980 \u5e74\u4ee3\uff0c\u9019\u4e9b\u7279\u6548\u6210\u70ba\u4e3b\u6d41\uff0c\u5f71\u8ff7\u770b\u8457\u9019\u9805\u6280\u8853\u8207\u6642\u4ff1\u9032\uff0c\u5f9e\u79d1\u5e7b\u96fb\u5f71\u52301994\u5e74\u300c\u963f\u7518\u6b63\u50b3\u300d\uff08Forrest Gump\uff09\u4e3b\u89d2\u963f\u7518\u8ddf\u7f8e\u570b\u7e3d\u7d71\u7518\u8ffa\u8fea\u63e1\u4e86\u624b\uff0c2016 \u5e74\u300c\u661f\u969b\u5927\u6230\u5916\u50b3\uff1a\u4fe0\u76dc\u4e00\u865f\u300d\uff08Rogue One\uff09\u5247\u662f\u8b93\u5df2\u904e\u4e16\u7684\u6f14\u54e1\u5eab\u8208\uff08Peter Cushing\uff09\u548c\u8cbb\u96ea\uff08Carrie Fisher\uff09\u8eab\u5f71\u91cd\u73fe\u3002\u5357\u52a0\u5dde\u5927\u5b78\u7684\u8cc7\u8a0a\u79d1\u5b78\u52a9\u7406\u6559\u6388\u9ece\u9865\uff08Hao Li\uff09\u662f\u64f4\u589e\u5be6\u5883\uff08AR\uff09\u65b0\u5275\u516c\u53f8Pinscreen\u57f7\u884c\u9577\uff0c\u4ed6\u8868\u793a\uff0c\u9019\u9805\u6280\u8853\u7684\u76ee\u6a19\u4e00\u76f4\u662f\u300c\u5275\u9020\u53ef\u4ee5\u4e0a\u6f14\u4efb\u4f55\u6545\u4e8b\u7684\u6578\u4f4d\u4e16\u754c\u3002\u6211\u5011\u5982\u4f55\u80fd\u5275\u9020\u770b\u4f3c\u771f\u5be6\u7684\u6771\u897f\uff0c\u4f46\u5be6\u969b\u4e0a\u90fd\u662f\u865b\u64ec\u7684\uff1f\u300d<\/p>\n

\u65e9\u671f\uff0c\u9019\u4e9b\u5716\u50cf\u5927\u591a\u51fa\u81ea\u85dd\u8853\u5bb6\uff0c\u4ed6\u5011\u4f7f\u7528\u96fb\u8166\u5efa\u7acb3D\u6a21\u578b\uff0c\u7136\u5f8c\u624b\u5de5\u7e6a\u88fd\u7d0b\u8def\u8207\u5176\u4ed6\u7d30\u7bc0\uff1b\u9019\u500b\u904e\u7a0b\u5197\u9577\uff0c\u7121\u6cd5\u64f4\u5927\u898f\u6a21\u3002\u5927\u7d0420 \u5e74\u524d\uff0c\u4e00\u4e9b\u96fb\u8166\u8996\u89ba\u7814\u7a76\u4eba\u54e1\u958b\u59cb\u4ee5\u4e0d\u540c\u65b9\u5f0f\u601d\u8003\u5716\u50cf\uff1a\u8207\u5176\u82b1\u6642\u9593\u5728\u500b\u5225\u6a21\u578b\u4e0a\uff0c\u4f55\u4e0d\u6559\u96fb\u8166\u6839\u64da\u8cc7\u6599\u5efa\u7acb\u6a21\u578b\uff1f1997 \u5e74\uff0c\u7f8e\u570b\u5340\u9593\u7814\u767c\u516c\u53f8\uff08Interval Research Corporation\uff09\u7684\u79d1\u5b78\u5bb6\u958b\u767c\u51fa\u300c\u5f71\u7247\u91cd\u5beb\u300d\uff08Video Rewrite\uff09\u8edf\u9ad4\uff0c\u80fd\u628a\u65e2\u6709\u5f71\u7247\u5206\u5272\u6210\u7247\u6bb5\uff0c\u7136\u5f8c\u91cd\u65b0\u7de8\u6392\u3002\u7814\u7a76\u4eba\u54e1\u88fd\u4f5c\u4e86\u4e00\u5c0f\u6bb5\u5f71\u7247\uff0c\u5167\u5bb9\u662f\u7518\u8ffa\u8fea\u8aaa\uff1a\u300c\u6211\u5f9e\u672a\u8ddf\u963f\u7518\u898b\u904e\u9762\u3002\u300d\u4e0d\u4e45\u4e4b\u5f8c\uff0c\u5fb7\u570b\u99ac\u514b\u58eb\u666e\u6717\u514b\u751f\u7269\u6a21\u63a7\u7814\u7a76\u6240\u7684\u79d1\u5b78\u5bb6\u6559\u5c0e\u96fb\u8166\u5f9e200\u5f35\u4eba\u81c9\u76843D\u6383\u63cf\u8cc7\u6599\u96c6\u88e1\u6293\u53d6\u7279\u5fb5\uff0c\u7136\u5f8c\u88fd\u4f5c\u65b0\u7684\u81c9\u5b54\u5f71\u50cf\u3002<\/p>\n

\u8fd1\u4f86\u96a8\u8457\u4e00\u7a2e\u540d\u70ba\u6df1\u5ea6\u5b78\u7fd2\uff08deep learning\uff09\u7684AI\u9032\u5c55\uff0c\u96fb\u8166\u8996\u89ba\u3001\u8cc7\u6599\u8207\u81ea\u52d5\u5316\u4e4b\u9593\u6700\u5927\u7684\u7a81\u7834\u61c9\u8a72\u662f\u57282012 \u5e74\u30021990 \u5e74\u4ee3\u665a\u671f\u7684\u7814\u7a76\u662f\u4f7f\u7528\u975c\u614b\u8cc7\u6599\uff0c\u800c\u4e14\u4e26\u672a\u6539\u5584\uff1b\u6df1\u5ea6\u5b78\u7fd2\u5247\u4e0d\u540c\uff0c\u4e0d\u4f46\u53ef\u8abf\u6574\u529f\u80fd\uff0c\u800c\u4e14\u6703\u6f38\u5165\u4f73\u5883\u3002\u5fb7\u570b\u99ac\u514b\u58eb\u666e\u6717\u514b\u79d1\u5b78\u53f2\u7814\u7a76\u6240\u7684\u535a\u58eb\u5f8c\u7814\u7a76\u54e1\u674e\u66c9\u660c\uff08Xiaochang Li\uff0c\u97f3\u8b6f\uff09\u8868\u793a\uff0c\u9019\u9805\u6280\u8853\u628a\u81c9\u5b54\u5f71\u50cf\u9019\u985e\u7269\u4ef6\u7c21\u5316\u6210\u4f4d\u5143\u8cc7\u6599\uff0c\u300c\u9019\u6642\u5de5\u7a0b\u5e2b\u6703\u8aaa\uff0c\u6211\u5011\u4e0d\u518d\u4f9d\u64da\u67d0\u7269\u5efa\u7acb\u6a21\u578b\u3002\u6211\u5011\u5c0d\u67d0\u7269\u4e00\u7121\u6240\u77e5\uff0c\u53ea\u662f\u904b\u7b97\u8cc7\u6599\u4f86\u4e86\u89e3\u6a21\u5f0f\u3001\u5efa\u7acb\u6a21\u578b\u3002\u300d<\/p>\n

\u6df1\u5ea6\u5b78\u7fd2\u4f7f\u7528\u4e00\u9053\u9053\u7c21\u55ae\u7684\u6578\u5b78\u65b9\u7a0b\u5f0f\uff0c\u5176\u6578\u5b78\u6a21\u578b\u7a31\u70ba\u985e\u795e\u7d93\u7db2\u8def\uff08neural network\uff09\uff0c\u6df1\u5ea6\u5b78\u7fd2\u96a8\u8457\u6642\u9593\u7cbe\u901a\u4efb\u52d9\u3002\u4f8b\u5982\u8cc7\u8a0a\u79d1\u5b78\u5bb6\u53ef\u4ee5\u6559\u6df1\u5ea6\u5b78\u7fd2\u5de5\u5177\u8fa8\u8b58\u4eba\u81c9\uff0c\u65b9\u6cd5\u662f\u8f38\u5165\u6210\u5343\u4e0a\u842c\u5f35\u5f71\u50cf\uff0c\u800c\u4e14\u9010\u6b21\u8aaa\u660e\u300c\u9019\u662f\u4e00\u5f35\u81c9\u300d\u6216\u300c\u9019\u4e0d\u662f\u4e00\u5f35\u81c9\u300d\u3002\u4e4b\u5f8c\uff0c\u7576\u9019\u7a2e\u5de5\u5177\u63a5\u6536\u5230\u65b0\u7684\u4eba\u81c9\u5f71\u50cf\uff0c\u5c31\u80fd\u8fa8\u8b58\u51fa\u69cb\u6210\u4eba\u81c9\u7279\u5fb5\u7684\u6a21\u5f0f\uff0c\u7136\u5f8c\uff08\u5f9e\u7d71\u8a08\u4e0a\uff09\u56de\u61c9\u300c\u9019\u4e5f\u662f\u4e00\u5f35\u81c9\u300d\u3002<\/p>\n

\u63a5\u7e8c\u63a8\u51fa\u7684\u65b0\u6280\u8853\u80fd\u5920\u865b\u69cb\u51fa\u770b\u8d77\u4f86\u50cf\u771f\u4eba\u81c9\u5b54\u7684\u5f71\u50cf\uff0c\u5176\u6df1\u5ea6\u5b78\u7fd2\u5de5\u5177\u5c31\u662f\u6240\u8b02\u7684\u751f\u6210\u7db2\u8def\uff08generativenetwork\uff09\u3002\u904b\u7528\u7684\u662f\u76f8\u540c\u908f\u8f2f\uff1a\u8cc7\u8a0a\u79d1\u5b78\u5bb6\u4ee5\u6210\u5343\u4e0a\u842c\u5f35\u5f71\u50cf\u4f86\u8a13\u7df4\u751f\u6210\u7db2\u8def\uff0c\u4f46\u751f\u6210\u7db2\u8def\u662f\u6839\u64da\u5f9e\u7bc4\u4f8b\u4e2d\u8490\u96c6\u7684\u6a21\u5f0f\u4f86\u88fd\u4f5c\u65b0\u81c9\u5b54\u5f71\u50cf\u3002\u73fe\u5728\u6709\u4e9b\u516c\u53f8\u4f7f\u7528\u76f8\u540c\u7684\u7b56\u7565\u4f86\u8655\u7406\u97f3\u6a94\u3002\u4eca\u5e74\u7a0d\u65e9\uff0cGoogle\u767c\u8868Duplex\uff0c\u5b83\u662f\u57fa\u65bcWaveNet\u8edf\u9ad4\u7684AI\u52a9\u7406\uff1bDuplex\u80fd\u64a5\u6253\u96fb\u8a71\uff0c\u807d\u8d77\u4f86\u50cf\u771f\u4eba\u8aaa\u8a71\uff0c\u9084\u6703\u52a0\u4e0a\u8a9e\u6c23\u505c\u9813\uff0c\u4f8b\u5982\u300c\u5443\u300d\u3001\u300c\u55ef\u300d\u3002\u5c07\u4f86\uff0c\u88fd\u4f5c\u653f\u5ba2\u7684\u5047\u5f71\u7247\u6216\u8a31\u5c31\u4e0d\u9700\u8981\u76ae\u723e\u9019\u985e\u6f14\u54e1\u3002\u53bb\u5e744\u6708\u6642\uff0c\u52a0\u62ff\u5927\u65b0\u5275\u516c\u53f8Lyrebird\u767c\u8868\u4e86\u97f3\u6a94\u7bc4\u4f8b\uff0c\u807d\u8d77\u4f86\u5c31\u50cf\u6b50\u5df4\u99ac\u3001\u5ddd\u666e\u3001\u5e0c\u62c9\u854a\u5728\u8aaa\u8a71\uff0c\u4ee4\u4eba\u4e0d\u5bd2\u800c\u6144\u3002<\/p>\n

\u4f46\u751f\u6210\u7db2\u8def\u9700\u8981\u5de8\u91cf\u8cc7\u6599\u96c6\u9032\u884c\u8a13\u7df4\uff0c\u9019\u53ef\u80fd\u8017\u8cbb\u5927\u91cf\u4eba\u529b\u3002\u6539\u5584\u865b\u69cb\u5167\u5bb9\u7684\u4e0b\u4e00\u6b65\u662f\u6559AI\u8a13\u7df4\u81ea\u5df1\u30022014 \u5e74\uff0c\u52a0\u62ff\u5927\u8499\u7279\u5a41\u5927\u5b78\u7684\u7814\u7a76\u4eba\u54e1\u4ee5\u751f\u6210\u5c0d\u6297\u7db2\u8def\uff08generative adversarial network, GAN\uff09\u505a\u5230\u9019\u4e00\u9ede\uff0c\u65b9\u6cd5\u662f\u8b93\u5169\u500b\u985e\u795e\u7d93\u7db2\u8def\u9032\u884c\u5c0d\u6297\u3002\u5176\u4e00\u662f\u751f\u6210\u7db2\u8def\uff0c\u8ca0\u8cac\u88fd\u4f5c\u5047\u5f71\u50cf\uff0c\u53e6\u4e00\u662f\u9451\u5225\u7db2\u8def\uff0c\u5b78\u7fd2\u8fa8\u5225\u5f71\u50cf\u7684\u771f\u507d\u3002\u5728\u5e7e\u4e4e\u6c92\u4eba\u76e3\u7763\u7684\u60c5\u6cc1\u4e0b\uff0cGAN\u900f\u904e\u5c0d\u6297\u65b9\u5f0f\u8a13\u7df4\u5f7c\u6b64\uff1b\u9451\u5225\u7db2\u8def\u8fa8\u5225\u751f\u6210\u7db2\u8def\u6240\u88fd\u4f5c\u8d8a\u4f86\u8d8a\u903c\u771f\u7684\u5047\u5f71\u50cf\uff0c\u800c\u751f\u6210\u7db2\u8def\u4e0d\u65b7\u60f3\u9a19\u904e\u9451\u5225\u7db2\u8def\u3002GAN\u53ef\u4ee5\u88fd\u4f5c\u4efb\u4f55\u6578\u4f4d\u5167\u5bb9\u3002\u52a0\u5dde\u5927\u5b78\u67cf\u514b\u840a\u5206\u6821\u7684\u79d1\u5b78\u5bb6\u767c\u5c55\u51fa\u4e00\u7a2eGAN\uff0c\u53ef\u4ee5\u628a\u99ac\u7684\u5f71\u50cf\u8b8a\u6210\u6591\u99ac\u5f71\u50cf\uff0c\u6216\u662f\u628a\u83ab\u5167\u9019\u985e\u5370\u8c61\u6d3e\u85dd\u8853\u5bb6\u7684\u756b\u4f5c\u8b8a\u6210\u5982\u76f8\u7247\u822c\u771f\u5be6\u7684\u666f\u8272\u3002<\/p>\n

\u4eca\u5e745\u6708\uff0c\u5fb7\u570b\u99ac\u514b\u58eb\u666e\u6717\u514b\u8cc7\u8a0a\u5b78\u7814\u7a76\u6240\u7684\u7814\u7a76\u4eba\u54e1\u548c\u540c\u4e8b\u767c\u8868\u4e86\u300c\u6df1\u5ea6\u5f71\u7247\u300d\uff08deep video\uff09\uff0c\u4e5f\u662f\u4f7f\u7528\u67d0\u7a2eGAN\u3002\u6df1\u5ea6\u5f71\u7247\u80fd\u8b93\u6f14\u54e1\u63a7\u5236\u9304\u88fd\u5f71\u7247\u88e1\u5176\u4ed6\u4eba\u7684\u5634\u3001\u773c\u548c\u81c9\u90e8\u52d5\u4f5c\uff0c\u76ee\u524d\u53ea\u80fd\u5728\u8096\u50cf\u59ff\u614b\uff08\u4e5f\u5c31\u662f\u4e00\u500b\u4eba\u76f4\u8996\u651d\u5f71\u6a5f\uff09\u4e0b\u904b\u4f5c\uff1b\u5982\u679c\u6f14\u54e1\u982d\u90e8\u64fa\u52d5\u7684\u5e45\u5ea6\u592a\u5927\uff0c\u5f71\u7247\u6703\u6709\u660e\u986f\u7684\u7455\u75b5\uff0c\u4f8b\u5982\u4eba\u81c9\u5f71\u50cf\u5468\u570d\u51fa\u73fe\u6a21\u7cca\u7684\u50cf\u7d20\u3002<\/p>\n

GAN\u9084\u7121\u6cd5\u5728\u5f71\u7247\u4e2d\u5efa\u69cb\u8907\u96dc\u7684\u5834\u666f\uff0c\u4e00\u5982\u5f71\u7247\u6240\u5448\u73fe\u7684\u771f\u5be6\u5834\u666f\u3002\u6709\u6642\uff0cGAN\u6703\u5728\u5f71\u50cf\u4e2d\u865b\u69cb\u51fa\u5947\u602a\u7684\u6771\u897f\uff0c\u4f8b\u5982\u4eba\u7684\u984d\u982d\u6709\u773c\u73e0\u3002\u4e0d\u904e\u4eca\u5e742\u6708\uff0c\u8f1d\u9054\uff08NVIDIA\uff09\u516c\u53f8\u7684\u7814\u7a76\u4eba\u54e1\u627e\u5230\u65b9\u6cd5\uff0c\u8b93GAN\u80fd\u88fd\u4f5c\u51fa\u9ad8\u89e3\u6790\u5ea6\u7684\u81c9\u5b54\u5f71\u50cf\uff1b\u4ed6\u5011\u5148\u4ee5\u89e3\u6790\u5ea6\u76f8\u5c0d\u8f03\u5c0f\u7684\u76f8\u7247\u8a13\u7df4GAN\uff0c\u7136\u5f8c\u7531GAN\u9010\u6b65\u63d0\u9ad8\u89e3\u6790\u5ea6\u3002\u5357\u52a0\u5dde\u5927\u5b78\u7684\u9ece\u9865\u5718\u968a\u5df2\u7d93\u4f7f\u7528GAN\u88fd\u4f5c\u51fa\u903c\u771f\u7684\u76ae\u819a\u3001\u7259\u9f52\u548c\u5634\u5df4\u5f71\u50cf\uff0c\u9019\u4e9b\u90fd\u662f\u6578\u4f4d\u65b9\u6cd5\u96e3\u4ee5\u91cd\u5efa\u7684\u90e8\u4f4d\u3002(\u5f85\u7e8c<\/a>)<\/p>\n

\u5ef6\u4f38\u95b1\u8b80\uff1a<\/strong>\u771f\u507d\u83ab\u8fa8\u7684\u4eba\u50cf\u7522\u751f\u5668<\/a>\uff1bAI\u5f71\u50cf\u771f\u5047\u96e3\u8fa8<\/a>\uff1b\u8d85\u903c\u771f\uff01AI\u81ea\u52d5\u5f71\u7247\u751f\u6210<\/a><\/p>\n

(\u672c\u6587\u7531\u6559\u80b2\u90e8\u88dc\u52a9\u300cAI\u5831\u5831\u2500AI\u79d1\u666e\u63a8\u5ee3\u8a08\u756b\u300d\u53d6\u5f97\u7db2\u8def\u8f49\u8f09\u6388\u6b0a)<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u4eba\u5de5\u667a\u6167\u8b93\u6bcf\u4e00\u500b\u4eba\u90fd\u80fd\u8f15\u6613\u7be1\u6539\u5f71\u97f3\uff0c\u6700\u5927\u7684\u5a01\u8105\u5c07\u662f\u6211\u5011\u4e0d\u518d\u76f8\u4fe1\u4efb\u4f55\u4e8b\u3002(\u7e8c\u524d\u6587)<\/p>\n","protected":false},"author":21,"featured_media":38620,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[5863,5479,4161,5864],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/01\/deepfake.png","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38624"}],"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=38624"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38624\/revisions"}],"predecessor-version":[{"id":38625,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38624\/revisions\/38625"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/38620"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=38624"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=38624"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=38624"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}