{"id":31225,"date":"2018-08-29T00:07:38","date_gmt":"2018-08-28T16:07:38","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=31225"},"modified":"2018-08-23T16:55:46","modified_gmt":"2018-08-23T08:55:46","slug":"%e5%be%9e%e4%b8%80%e5%bc%b52d%e5%bd%b1%e5%83%8f%e7%9b%b4%e6%8e%a5%e5%bb%ba%e6%a7%8b3d%e8%b3%87%e8%a8%8a","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=31225","title":{"rendered":"\u5f9e\u4e00\u5f352D\u5f71\u50cf\u76f4\u63a5\u5efa\u69cb3D\u8cc7\u8a0a"},"content":{"rendered":"<p><span style=\"color: #333399;\"><strong>\u25a0\u9762\u5c0d\u4e00\u5f35\u5f71\u50cf\uff0c\u6211\u5011\u300c\u5f97\u5230\u300d\u7684\u6bd4\u8d77\u6211\u5011\u5be6\u969b\u300c\u770b\u5230\u300d\u7684\u8c50\u5bcc\u8a31\u591a\u3002\u6211\u5011\u7684\u5927\u8166\u5728\u7406\u89e3\u5f71\u50cf\u6642\uff0c\u6703\u5c07\u5e38\u8b58\u61c9\u7528\u5728\u5176\u4e2d\uff0c\u89e3\u8b80\u5f71\u50cf\u6c92\u6709\u5305\u542b\u7684\u90e8\u5206\u3002\u4f8b\u5982\uff1a\u770b\u5230\u684c\u5b50\u7684\u4e09\u96bb\u8173\uff0c\u6211\u5011\u80fd\u63a8\u8ad6\u51fa\u88ab\u64cb\u4f4f\u7684\u7b2c\u56db\u96bb\u8173\u7684\u5f62\u72c0\u548c\u984f\u8272\u3002\u8981\u8a13\u7df4\u4eba\u5de5\u7cfb\u7d71\u9054\u5230\u76f8\u540c\u7684\u7a7a\u9593\u8a8d\u77e5\u80fd\u529b\uff0c\u9700\u8981\u5927\u91cf\u624b\u5de5\u6a19\u8a18\u7684\u6578\u64da\u3002\u5c0d\u6b64\uff0cDeepMind\u516c\u53f8\u8fd1\u65e5\u767c\u5c55\u4e00\u7a2e\u4eba\u5de5\u667a\u6167\uff0c\u80fd\u8490\u96c6\u6578\u64da\u4e26\u8a13\u7df4\u81ea\u5df1\uff0c\u7a81\u7834\u6578\u64da\u4e0d\u8db3\u7684\u9650\u5236\u3002\u5c0d\u65bc\u4e00\u5f352D\u5f71\u50cf\uff0c\u5b83\u80fd\u5efa\u69cb\u51fa3D\u7684\u7a7a\u9593\u8cc7\u8a0a\uff0c\u4e26\u4e14\u5c0d\u5f9e\u672a\u770b\u904e\u7684\u5834\u666f\u505a\u51fa\u6b63\u78ba\u7684\u9810\u6e2c\u3002<\/strong><\/span><\/p>\n<p><strong><img fetchpriority=\"high\" decoding=\"async\" class=\"alignleft wp-image-31226\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/front.png\" alt=\"\" width=\"450\" height=\"312\">\u64b0\u6587\uff5c\u9673\u5955\u5ef7<\/strong><\/p>\n<p>\u9762\u5c0d\u4e00\u5f35\u5f71\u50cf\uff0c\u6211\u5011\u300c\u5f97\u5230\u300d\u7684\u6bd4\u8d77\u6211\u5011\u5be6\u969b\u300c\u770b\u5230\u300d\u7684\u8c50\u5bcc\u8a31\u591a\u3002\u6211\u5011\u7684\u5927\u8166\u5728\u7406\u89e3\u5f71\u50cf\u6642\uff0c\u6703\u5c07\u5e38\u8b58\u61c9\u7528\u5728\u5176\u4e2d\uff0c\u89e3\u8b80\u5f71\u50cf\u6c92\u6709\u62cd\u5230\u7684\u90e8\u5206\u3002\u4f8b\u5982\uff1a\u9032\u5165\u4e00\u500b\u5f9e\u672a\u770b\u904e\u7684\u623f\u9593\uff0c\u770b\u5230\u684c\u5b50\u7684\u4e09\u96bb\u8173\uff0c\u6211\u5011\u80fd\u63a8\u8ad6\u51fa\u88ab\u64cb\u4f4f\u7684\u7b2c\u56db\u96bb\u8173\u7684\u5f62\u72c0\u548c\u984f\u8272\u3002\u5118\u7ba1\u6211\u5011\u6c92\u6709\u770b\u904d\u623f\u9593\u7684\u6bcf\u4e00\u500b\u89d2\u843d\uff0c\u4e5f\u4ecd\u7136\u53ef\u4ee5\u5927\u81f4\u4e0a\u756b\u51fa\u623f\u9593\u7684\u7a7a\u9593\u5f62\u72c0\uff0c\u6216\u662f\u60f3\u50cf\u51fa\u5f9e\u53e6\u4e00\u500b\u89d2\u5ea6\u770b\u623f\u9593\u6703\u662f\u4ec0\u9ebc\u6a23\u5b50\u3002<\/p>\n<p>\u9019\u500b\u7a7a\u9593\u8996\u89ba\u8a8d\u77e5\u80fd\u529b\u5c0d\u4eba\u985e\u4f86\u8aaa\u6beb\u4e0d\u8cbb\u52c1\uff0c\u4f46\u5c0d\u4eba\u5de5\u7cfb\u7d71\u4f86\u8aaa\u537b\u76f8\u7576\u4e0d\u5bb9\u6613\u3002\u76f4\u81f3\u4eca\u65e5\uff0c\u6700\u5148\u9032\u7684\u8996\u89ba\u8fa8\u8b58\u7cfb\u7d71\u5927\u591a\u662f\u7528\u5927\u6578\u64da\u8a13\u7df4\u7684\u4eba\u5de5\u667a\u6167\uff0c\u8a13\u7df4\u7684\u904e\u7a0b\u9700\u8981\u5927\u91cf\u624b\u5de5\u6a19\u8a18\u7684\u6578\u64da\u3002\u53d6\u5f97\u9019\u4e9b\u6578\u64da\u975e\u5e38\u6602\u8cb4\u4e14\u8cbb\u6642\u3002\u56e0\u6b64\uff0c\u73fe\u6709\u7684\u6578\u64da\u5927\u90fd\u53ea\u5305\u542b\u7a7a\u9593\u4e2d\u7684\u4e00\u5c0f\u90e8\u5206\u800c\u5df2\uff0c\u4eba\u5de5\u667a\u6167\u7684\u8a8d\u77e5\u80fd\u529b\u88ab\u9019\u4e9b\u6578\u64da\u4fb7\u9650\u3002\u5728\u73fe\u5be6\u61c9\u7528\u4e2d\uff0c\u6211\u5011\u9700\u8981\u80fd\u5b8c\u6574\u8a8d\u77e5\u7a7a\u9593\u7684\u8cc7\u8a0a\u7684\u4eba\u5de5\u667a\u6167\u3002<\/p>\n<p><strong><span style=\"color: #008080;\">\u25cf\u5f9e2D\u5f71\u50cf\u7372\u5f973D\u8cc7\u8a0a<\/span><\/strong><\/p>\n<p>\u4f4d\u65bc\u82f1\u570b\u502b\u6566\u7684Google DeepMind \u8fd1\u65e5\u767c\u5c55\u4e00\u7a2e\u4eba\u5de5\u667a\u6167\uff0c\u80fd\u8490\u96c6\u6578\u64da\u4e26\u8a13\u7df4\u81ea\u5df1\uff0c\u7a81\u7834\u6578\u64da\u4e0d\u8db3\u7684\u9650\u5236\u3002\u9019\u7a2e\u4eba\u5de5\u667a\u6167\u88ab\u7a31\u70ba\u300c\u751f\u6210\u5f0f\u8a62\u554f\u7db2\u8def(Generative Query Network, GQN)\u300d\u3002\u5be6\u969b\u61c9\u7528\u60c5\u5f62\u5982\u5716\u4e00\u3002\u5728\u4e00\u500b\u7a7a\u9593\u4e2d\uff0c\u5c07\u4e00\u500b\u8996\u89d2v1(\u5305\u542b\u5ea7\u6a19\u548c\u65b9\u5411)\u548c\u5f9e\u9019\u500b\u8996\u89d2\u770b\u5230\u7684\u5f71\u50cf(i1)\u8f38\u5165\u4eba\u5de5\u667a\u6167\uff0c\u4eba\u5de5\u667a\u6167\u80fd\u4f9d\u6b64\u5efa\u69cb\u51fa\u7a7a\u9593\u7684\u8cc7\u8a0a\u3002\u63a5\u8457\uff0c\u4eba\u5de5\u667a\u6167\u80fd\u5c0d\u6c92\u770b\u904e\u7684\u8996\u89d2\u505a\u9810\u6e2c\uff0c\u4f8b\u5982\uff1a\u5728\u6c92\u770b\u904e\u7684\u8996\u89d2v2\u5b83\u80fd\u9810\u6e2c\u4e00\u5f35\u5f71\u50cfi2\uff0c\u9019\u500b\u9810\u6e2c\u5f71\u50cf\u548c\u771f\u76f8\u975e\u5e38\u63a5\u8fd1\u3002\u5728\u5716\u4e00\u4e2d\u5176\u4ed6\u6c92\u770b\u904e\u7684\u8996\u89d2v3, v4\u548cv5\u4e5f\u6709\u4e00\u6a23\u7684\u8868\u73fe\u3002\u53ea\u770b\u4e00\u5f35\u5f71\u50cf\u5c31\u80fd\u5efa\u69cb3D\u7a7a\u9593\u7684\u8cc7\u8a0a\uff0c\u4e26\u5c0d\u5176\u4ed6\u672a\u66fe\u770b\u904e\u7684\u8996\u89d2\u505a\u4e86\u5e7e\u4e4e\u6b63\u78ba\u7684\u9810\u6e2c\uff0c\u6548\u679c\u975e\u5e38\u9a5a\u4eba\u3002<\/p>\n<figure id=\"attachment_31227\" aria-describedby=\"caption-attachment-31227\" style=\"width: 650px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-31227\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/fig1-1-1.png\" alt=\"\" width=\"650\" height=\"393\"><figcaption id=\"caption-attachment-31227\" class=\"wp-caption-text\">\u5716\u4e00\u3001\u5f9e\u4e00\u5f352D\u5f71\u50cf\u5efa\u69cb3D\u7a7a\u9593\u8cc7\u8a0a[\u53c31]<\/figcaption><\/figure>\n<p><strong><span style=\"color: #008080;\">\u25cf\u751f\u6210\u5f0f\u8a62\u554f\u7db2\u8def<\/span><\/strong><\/p>\n<p>\u4ee5\u4e0b\u4ecb\u7d39\u9019\u500b\u4eba\u5de5\u667a\u6167\u7684\u539f\u7406\u3002\u5982\u5716\u4e8c\u6240\u793a\uff0c\u5b83\u7684\u67b6\u69cb\u5206\u70ba\u5169\u500b\u968e\u6bb5\uff1a\u7a7a\u9593\u7279\u5fb5\u7db2\u8defF\u548c\u751f\u6210\u7db2\u8defG\u3002\u524d\u8005\u8f38\u5165\u4e00\u500b\u8996\u89d2v1(\u5305\u542b\u5ea7\u6a19\u548c\u65b9\u5411)\u548cv1\u4e0a\u62cd\u7684\u4e00\u5f35\u5f71\u50cfi1\uff0c\u8f38\u51fa\u4e00\u500b\u7279\u5fb5\u5411\u91cfr1\u3002\u7a7a\u9593\u7684\u5404\u7a2e\u8cc7\u8a0a(\u5305\u542b\u4e00\u500b\u623f\u9593\u7684\u5927\u5c0f\u3001\u6709\u54ea\u4e9b\u50a2\u4ff1\u7269\u54c1\u3001\u50a2\u4ff1\u984f\u8272\u6750\u8cea\u7b49) 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id=\"attachment_31228\" aria-describedby=\"caption-attachment-31228\" style=\"width: 650px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-31228\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/fig2-2-1.png\" alt=\"\" width=\"650\" height=\"293\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/fig2-2-1.png 1738w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/fig2-2-1-800x361.png 800w\" sizes=\"(max-width: 650px) 100vw, 650px\" \/><figcaption id=\"caption-attachment-31228\" class=\"wp-caption-text\">\u5716\u4e8c\u3001\u751f\u6210\u5f0f\u8a62\u554f\u7db2\u8def\u67b6\u69cb[\u53c31]<\/figcaption><\/figure>\n<p>\u5728\u8a13\u7df4\u9019\u500b\u4eba\u5de5\u667a\u6167\u6642\uff0c\u7279\u5fb5\u548c\u751f\u6210\u7db2\u8def\u662f\u4e00\u8d77\u8a13\u7df4\u7684\uff0c\u9019\u6a23\u7684\u8a13\u7df4\u67b6\u69cb\u6709\u5169\u5927\u597d\u8655\u3002\u7b2c\u4e00\uff0c\u4e0d\u9700\u8981\u624b\u5de5\u6a19\u8a18\u7684\u6578\u64da\u3002\u5728\u5927\u90e8\u5206\u65b9\u6cd5\u4e2d\uff0c\u6578\u64da\u9700\u8981\u88ab\u4eba\u985e\u624b\u5de5\u5b9a\u7fa9\u6bcf\u500b\u50cf\u7d20\u7684\u666f\u6df1\u7b493D\u8cc7\u8a0a\u7576\u4f5c\u6b63\u78ba\u7b54\u6848\uff0c\u4eba\u5de5\u667a\u6167\u518d\u5f9e\u9019\u4e9b\u5df2\u6a19\u8a18\u7684\u6578\u64da\u4e2d\u5b78\u7fd2\u3002\u76f8\u8f03\u4e4b\u4e0b\uff0c\u5728\u751f\u6210\u5f0f\u8a62\u554f\u7db2\u8def\u4e2d\uff0c3D\u8cc7\u8a0a\u88ab\u96b1\u85cf\u5728\u7a7a\u9593\u7279\u5fb5r\u4e4b\u4e2d\u3002\u5728\u5b78\u7fd2\u7684\u904e\u7a0b\u4e2d\uff0c\u5c0d\u7b54\u6848\u7684\u5730\u65b9\u4e0d\u662f\u9019\u500b3D\u8cc7\u8a0ar\uff0c\u800c\u662f\u75313D\u8cc7\u8a0a\u751f\u6210\u76842D\u5f71\u50cfi3\u3002\u900f\u904e\u9019\u6a232D\u52303D\u518d\u52302D\u7684\u65b9\u6cd5\uff0c\u8b93\u4eba\u5de5\u667a\u6167\u5c0d\u624b\u5de5\u6a19\u8a18\u7684\u6578\u64da\u9700\u6c42\u964d\u4f4e\uff0c\u8a13\u7df4\u6642\u80fd\u4f7f\u7528\u7684\u6578\u64da\u66f4\u591a\uff0c\u8868\u73fe\u66f4\u53ef\u9760\u3002\u7b2c\u4e8c\uff0c\u5b83\u80fd\u8655\u7406\u8f03\u8907\u96dc\u7684\u554f\u984c\u3002\u9019\u500b\u67b6\u69cb\u5c07\u300c\u5b78\u7fd2\u7279\u5fb5\u300d\u548c\u300c\u5b78\u7fd2\u751f\u6210\u300d\u7684\u90e8\u5206\u5b8c\u5168\u5206\u958b\u3002\u7279\u5fb5\u7db2\u8def\u5c08\u7cbe\u65bc\u5b78\u7fd2\u7a7a\u9593\u6700\u91cd\u8981\u7684\u62bd\u8c61\u7279\u5fb5\uff0c\u4f8b\u5982\u9577\u65b9\u9ad4\u5404\u500b\u7bc0\u9ede\u7684\u5ea7\u6a19\u3002\u751f\u6210\u7db2\u8def\u5c08\u7cbe\u65bc\u5b78\u7fd2\u8f38\u51fa\u5f71\u50cf\uff0c\u4f8b\u5982\u756b\u51fa\u9577\u65b9\u5f62\u4e0a\u7684\u6750\u8cea\u548c\u9670\u5f71\u3002\u9019\u6a23\u5c08\u696d\u5206\u5de5\u7684\u67b6\u69cb\uff0c\u4f7f\u5f97\u4eba\u5de5\u667a\u6167\u5b78\u7fd2\u529b\u66f4\u5f37\u3002<\/p>\n<figure id=\"attachment_31229\" aria-describedby=\"caption-attachment-31229\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-31229\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/fig3.gif\" alt=\"\" width=\"800\" height=\"300\"><figcaption id=\"caption-attachment-31229\" class=\"wp-caption-text\">\u5716\u4e09\u3001\u5f9e2D\u5f71\u50cf\u5efa\u69cb3D\u8cc7\u8a0a\u3002\u5de6\u908a\u662f\u4eba\u5de5\u667a\u6167\u770b\u5230\u7684\u5716\u7247\uff0c\u53f3\u908a\u662f\u4eba\u5de5\u667a\u6167\u5efa\u69cb\u76843D\u6a21\u578b\u3002<\/figcaption><\/figure>\n<p><strong><span style=\"color: #008080;\">\u25cf\u82073D\u76f8\u6a5f\u7684\u6bd4\u8f03<\/span><\/strong><\/p>\n<p>\u9664\u4e86\u4f7f\u7528\u4eba\u5de5\u667a\u6167\u4e4b\u5916\uff0c\u53e6\u4e00\u7a2e\u5f9e2D\u5f71\u50cf\u7372\u5f973D\u8cc7\u8a0a\u7684\u65b9\u6cd5\u662f\u4f7f\u75283D\u76f8\u6a5f\u3002\u5b83\u7684\u539f\u7406\u662f\u5c0d\u540c\u6a23\u7684\u666f\u8272\u7528\u7a0d\u5fae\u4e0d\u540c\u7684\u8996\u89d2\u62cd\u5169\u5f35\u7167\u7247\u3002\u5728\u5169\u5f35\u7167\u7247\u4e2d\uff0c\u76f8\u540c\u7684\u7269\u54c1\u6703\u6709\u7a0d\u5fae\u4e0d\u540c\u7684\u4f4d\u7f6e\u3002\u5dee\u7570\u8d8a\u5c0f\u7684\u7269\u54c1\u4ee3\u8868\u8ddd\u96e2\u8d8a\u8fd1\uff0c\u53cd\u4e4b\u4ee3\u8868\u8d8a\u9060\u3002\u53f0\u7063\u7684\u5d4c\u5165\u5f0f\u76f8\u6a5f\u6a21\u7d44\u7522\u696d\u662f\u4e16\u754c\u77e5\u540d\u7684\uff0c\u5728\u8a31\u591a\u7121\u4eba\u8eca\u3001\u7121\u4eba\u6a5f\u548c\u4e9e\u99ac\u905c\u516c\u53f8\u7684\u7121\u4eba\u5546\u5e97AmazonGO\u4f7f\u7528\u76843D\u76f8\u6a5f\u90fd\u662f\u53f0\u7063\u88fd\u9020\u3002\u76f8\u8f03\u4eba\u5de5\u667a\u6167\uff0c3D\u76f8\u6a5f\u8a08\u7b97\u901f\u5ea6\u548c\u6e96\u78ba\u5ea6\u9ad8\u4e0a\u5f88\u591a\uff0c\u5728\u5546\u696d\u548c\u5de5\u696d\u4e0a\u90fd\u9054\u5230\u61c9\u7528\u7684\u6a19\u6e96\u3002\u4eba\u5de5\u667a\u6167\u7684\u65b9\u6cd5\u5247\u9084\u662f\u5728\u7814\u7a76\u7684\u968e\u6bb5\uff0c\u9664\u4e86\u901f\u5ea6\u6162\u3001\u6e96\u78ba\u5ea6\u7a0d\u4f4e\u4e4b\u5916\uff0c\u76ee\u524d\u53ea\u80fd\u91dd\u5c0d\u7c21\u55ae\u7684\u5834\u666f\u548c\u7269\u9ad4\u505a\u9810\u6e2c\u3002\u4f46\u662f\u4e0d\u540c\u65bc\u53ea\u80fd\u5206\u6790\u300c\u770b\u5f97\u5230\u7684\u7269\u54c1\u300d\u76843D\u76f8\u6a5f\uff0c\u4eba\u5de5\u667a\u6167\u80fd\u9810\u6e2c\u300c\u6c92\u6709\u770b\u5230\u7684\u7269\u9ad4\u300d\u7684\u5f62\u8c8c\uff0c\u9019\u65b9\u9762\u76f8\u7576\u5177\u6709\u6f5b\u529b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u53c3\u8003\u8cc7\u6599\uff1a<\/strong><\/p>\n<ol>\n<li>S. M. Ali Eslami et al., Neural scene representation and rendering, <em>Science<\/em>, 360, 6394, 1204 (2018)<\/li>\n<\/ol>\n<p>--<br \/>\n<strong>\u4f5c\u8005\uff1a\u9673\u5955\u5ef7\uff0c\u53f0\u5927\u7269\u7406\u7cfb\u5b78\u58eb\uff0c\u53f2\u4e39\u4f5b\u5927\u5b78\u61c9\u7528\u7269\u7406\u7cfb\u535a\u58eb\u73ed\u5c31\u8b80\u4e2d\u3002<wbr>\u5c0d\u5404\u9818\u57df\u7684\u79d1\u5b78\u90fd\u975e\u5e38\u597d\u5947\uff0c\u6b61\u8fce\u4e92\u76f8\u4ea4\u6d41\u3002<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/line.me\/R\/ti\/p\/%40fcx6182w\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/scdn.line-apps.com\/n\/line_add_friends\/btn\/zh-Hant.png\" alt=\"\u52a0\u5165\u597d\u53cb\" width=\"212\" height=\"36\" border=\"0\"><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u25a0\u9762\u5c0d\u4e00\u5f35\u5f71\u50cf\uff0c\u6211\u5011\u300c\u5f97\u5230\u300d\u7684\u6bd4\u8d77\u6211\u5011\u5be6\u969b\u300c\u770b\u5230\u300d\u7684\u8c50\u5bcc\u8a31\u591a\u3002\u6211\u5011\u7684\u5927\u8166\u5728\u7406\u89e3\u5f71\u50cf\u6642\uff0c\u6703\u5c07\u5e38\u8b58\u61c9\u7528\u5728\u5176\u4e2d\uff0c\u89e3\u8b80\u5f71\u50cf\u6c92\u6709\u5305\u542b\u7684\u90e8\u5206\u3002\u4f8b\u5982\uff1a\u770b\u5230\u684c\u5b50\u7684\u4e09\u96bb\u8173\uff0c\u6211\u5011\u80fd\u63a8\u8ad6\u51fa\u88ab\u64cb\u4f4f\u7684\u7b2c\u56db\u96bb\u8173\u7684\u5f62\u72c0\u548c\u984f\u8272\u3002\u8981\u8a13\u7df4\u4eba\u5de5\u7cfb\u7d71\u9054\u5230\u76f8\u540c\u7684\u7a7a\u9593\u8a8d\u77e5\u80fd\u529b\uff0c\u9700\u8981\u5927\u91cf\u624b\u5de5\u6a19\u8a18\u7684\u6578\u64da\u3002\u5c0d\u6b64\uff0cDeepMind\u516c\u53f8\u8fd1\u65e5\u767c\u5c55\u4e00\u7a2e\u4eba\u5de5\u667a\u6167\uff0c\u80fd\u8490\u96c6\u6578\u64da\u4e26\u8a13\u7df4\u81ea\u5df1\uff0c\u7a81\u7834\u6578\u64da\u4e0d\u8db3\u7684\u9650\u5236\u3002\u5c0d\u65bc\u4e00\u5f352D\u5f71\u50cf\uff0c\u5b83\u80fd\u5efa\u69cb\u51fa3D\u7684\u7a7a\u9593\u8cc7\u8a0a\uff0c\u4e26\u4e14\u5c0d\u5f9e\u672a\u770b\u904e\u7684\u5834\u666f\u505a\u51fa\u6b63\u78ba\u7684\u9810\u6e2c\u3002<\/p>\n","protected":false},"author":20,"featured_media":31226,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[3901,231,3900,2378],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/front.png","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/31225"}],"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\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=31225"}],"version-history":[{"count":5,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/31225\/revisions"}],"predecessor-version":[{"id":32800,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/31225\/revisions\/32800"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/31226"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=31225"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=31225"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=31225"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}