{"id":31622,"date":"2018-08-01T00:34:11","date_gmt":"2018-07-31T16:34:11","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=31622"},"modified":"2019-07-31T11:08:03","modified_gmt":"2019-07-31T03:08:03","slug":"%e5%af%b5%e7%89%a9%e6%94%9d%e5%bd%b1%e6%a9%9f%e6%8f%90%e4%be%9b%e5%8f%a6%e9%a1%9e%e5%ad%b8%e7%bf%92%e6%b3%95","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=31622","title":{"rendered":"\u5bf5\u7269\u651d\u5f71\u6a5f\u63d0\u4f9b\u53e6\u985e\u5b78\u7fd2\u6cd5"},"content":{"rendered":"<figure id=\"attachment_31623\" aria-describedby=\"caption-attachment-31623\" style=\"width: 450px\" class=\"wp-caption alignleft\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-31623\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/07\/06010.png\" alt=\"\" width=\"450\" height=\"312\" data-wp-pid=\"31623\" \/><figcaption id=\"caption-attachment-31623\" class=\"wp-caption-text\">\u5716\u7247\u4f86\u6e90:Shutterstock<\/figcaption><\/figure>\n<p><strong>\u7de8\u8b6f\uff5c\u845b\u7ad1\u5fd7<\/strong><\/p>\n<p>\u5f88\u591a\u4e3b\u4eba\u6703\u5728\u81ea\u5df1\u7684\u5bf5\u7269\u8eab\u4e0a\u88dd\u500b\u651d\u5f71\u6a5f\uff0c\u4f86\u770b\u770b\u81ea\u5df1\u5bb6\u7684\u72d7\u72d7\u8c93\u8c93\u662f\u600e\u9ebc\u5ea6\u904e\u7260\u5011\u7684\u4e00\u5929\u3002\u4f60\u6709\u60f3\u904e\u9019\u7a2e\u5f71\u7247\u9664\u4e86\u5177\u6709\u7aba\u63a2\u5bf5\u7269\u96b1\u79c1\u7684\u529f\u80fd\uff08\u54a6\uff1f\uff09\uff0c\u9084\u80fd\u5920\u505a\u4ec0\u9ebc\u55ce\uff1f\u6700\u8fd1\u6709\u4e00\u7bc7\u6295\u7a3f\u81f3ArXiv\u7684\u6587\u7ae0\uff0c\u8868\u793a\u4ed6\u5011\u9084\u80fd\u5920\u4f7f\u7528\u9019\u4e9b\u5f71\u7247\uff0c\u5728\u4e00\u4e9b\u60c5\u5883\u4e0b\u6a21\u64ec\u6a5f\u5668\u72d7\u7684\u52d5\u4f5c\u3002<\/p>\n<p>\u4eba\u5011\u5e38\u81ea\u7136\u800c\u4f86\u5730\u628a\u81ea\u5df1\u7684\u89c0\u9ede\u5e36\u5230\u5176\u4ed6\u751f\u7269\u8eab\u4e0a\uff0c\u79c1\u4ee5\u70ba\u72d7\u72d7\u6416\u5c3e\u5df4\u4ee3\u8868\u958b\u5fc3\uff0c\u8c93\u54aa\u6298\u624b\u624b\u662f\u4fe1\u4efb\u4f60\uff0c\u5728\u73a9\u5f04\u5bf5\u7269\u7684\u6642\u5019\uff0c\u6709\u4eba\u6709\u60f3\u904e\u5bf5\u7269\u7684\u611f\u53d7\u55ce\uff1f\u9019\u88e1\u4e0d\u662f\u8981\u8ac7\u6fe0\u6881\u4e4b\u8faf\uff0c\u4f46\u662f\u5f97\u53bb\u601d\u8003\u4e00\u4e0b\uff0c\u50b3\u7d71\u4e0a\uff0c\u7576\u6211\u5011\u60f3\u8981\u6a21\u64ec\u52d5\u7269\u7684\u884c\u70ba\u6642\uff08\u4eff\u751f\u6a5f\u5668\u4eba\uff09\uff0c\u90fd\u662f\u4f9d\u64da\u5957\u597d\u7684\u523a\u6fc0\u8207\u52d5\u4f5c\u4e0b\u53bb\u5efa\u6a21\uff0c\u5982\u6b64\u4eba\u5de5\u7684\u6a21\u578b\u662f\u5426\u6703\u504f\u96e2\u4e86\u52d5\u7269\u771f\u5be6\u7684\u7fd2\u6027\uff1f\u76f8\u5c0d\u7684\uff0c\u9019\u7bc7\u6587\u7ae0\u7684\u4f5c\u8005\u5247\u63d0\u4f9b\u4e86\u4e0d\u540c\u7684\u5b78\u7fd2\u89d2\u5ea6\uff0c\u8a66\u8457\u70ba\u52d5\u7269\u7684\u884c\u70ba\u6a21\u5f0f\u8ce6\u4e88\u610f\u7fa9\u3002<\/p>\n<p><strong><span style=\"color: #008080;\">\u25cf\u4ee5\u52d5\u7269\u505a\u70ba\u984c\u6750\u4e26\u4e0d\u5c11\u898b<\/span><\/strong><\/p>\n<p>\u5c31\u8b80\u83ef\u76db\u9813\u5927\u5b78\u7684Kiana\u4ed4\u7d30\u5730\u5e6b\u4e00\u96bb\u963f\u62c9\u65af\u52a0\u96ea\u6a47\u72ac\u7a7f\u4e0a\u5404\u7a2e\u88dd\u5099\uff0c\u5728\u7260\u7684\u80cc\u4e0a\u56fa\u5b9a\u4e86\u4e00\u53f0GoPro\u4e4b\u5f8c\uff0c\u5c31\u8b93\u98fc\u4e3b\u5e36\u8457\u7260\u5230\u8655\u6563\u6b65\u3002\u76f8\u6a5f\u8a18\u9304\u8457\u7260\u8d70\u904e\u6cb3\u5cb8\uff0c\u6643\u904e\u4ea4\u53c9\u8def\u53e3\uff0c\u5954\u8dd1\u5728\u8349\u5730\u4e0a\uff0c\u8ddf\u5404\u7a2e\u8def\u4eba\u4e92\u52d5\u518d\u56de\u5230\u5c0f\u7aa9\u7684\u4e00\u5929\u3002\u5728\u9019\u4e4b\u5f8c\u7684\u4e8b\u60c5\u4e5f\u4e0d\u8907\u96dc\uff0c\u5c31\u662f\u53d6\u51fa\u8a18\u61b6\u5361\uff0c\u628a\u8cc7\u6599\u9001\u9032\u6a5f\u5668\u88e1\u9032\u884c\u8a13\u7df4\u3002<\/p>\n<p>\u50cf\u9019\u6a23\u7684\u5f71\u7247\u8cc7\u6599\u96c6\uff0c\u53ef\u4ee5\u8ffd\u6eaf\u81f32014\u5e74\u7531\u4e5d\u5dde\u5927\u5b78\u5718\u968a\u5efa\u7acb\u7684\"DogCentric Activity Dataset\"\u3002\u4ed6\u5011\u641c\u96c6\u4e86\u5e7e\u500b\u5bf5\u7269\u72d7\u8eab\u4e0a\u7684\u5f71\u7247\uff0c\u7531\u4eba\u5de5\u6a19\u8a18\u72d7\u7684\u5404\u7a2e\u52d5\u4f5c\u5f8c\uff0c\u5c31\u9001\u5230\u6a5f\u5668\u88e1\u8a13\u7df4\u51fa\u4e00\u500b\u80fd\u505a\u52d5\u4f5c\u8fa8\u8b58\u7684\u6a21\u578b\u3002Kiana\u7684\u5718\u968a\u540c\u6a23\u4e5f\u5efa\u7acb\u4e86\u4e00\u5957\u540d\u70ba\"DECADE\"\u8cc7\u6599\u96c6\uff0c\u5f9e\u5b57\u9762\u4e0a\u7684\u610f\u601d\u4f86\u770b\uff0c\u8cc7\u6599\u96c6\u4fbf\u662f\u4ee5\u72d7\u7684\u8996\u89d2\u51fa\u767c\uff0c\u8a2d\u6cd5\u5207\u5165\u7260\u5011\u81ea\u6211\u4e2d\u5fc3\uff08ego-centric\uff09\uff0c\u4e86\u89e3\u9019\u6a23\u7684\u4e00\u500b\u667a\u6167\u751f\u7269\u662f\u5982\u4f55\u5728\u771f\u5be6\u4e16\u754c\u4e2d\u8207\u74b0\u5883\u4e92\u52d5\u3002<\/p>\n<p><figure id=\"attachment_31624\" aria-describedby=\"caption-attachment-31624\" style=\"width: 966px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-31624\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/07\/06011.png\" alt=\"\" width=\"966\" height=\"181\" data-wp-pid=\"31624\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/07\/06011.png 966w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/07\/06011-800x150.png 800w\" sizes=\"(max-width: 966px) 100vw, 966px\" \/><figcaption id=\"caption-attachment-31624\" class=\"wp-caption-text\">\u5716\u4e00\u3001\u4e5d\u5dde\u5927\u5b78\u5718\u968a\u7684Dataset\uff0c\u5716\u7247\u53d6\u81ea[2][3]<\/figcaption><\/figure>Kiana\u8aaa\uff1a\u300c\u6211\u5011\u7684\u77ed\u671f\u76ee\u6a19\u662f\u6a21\u64ec\u72d7\u7684\u884c\u70ba\uff0c\u4e26\u5c07\u9019\u6a23\u7684\u6a21\u578b\u5957\u7528\u5728\u6a5f\u5668\u72d7\u8eab\u4e0a\u3002\u300d<\/p>\n<p>\u8eab\u70ba\u96fb\u8166\u8996\u89ba\u7814\u7a76\u8005\u7684\u4ed6\u5011\u7a31\u9019\u4e9b\u5bf5\u7269\u53eb\u4f5c\u300c\u5177\u6709\u8996\u89ba\u667a\u6167\u7684\u500b\u9ad4\u300d\uff08Visually intelligent agents\uff09\u3002\u662f\u56e0\u70ba\u4ed6\u5011\u7684\u884c\u70ba\u6bd4\u4eba\u985e\u7c21\u55ae\u8a31\u591a\uff0c\u4e5f\u4e0d\u50cf\u4eba\u5011\u5728\u884c\u70ba\u51fa\u73fe\u4e4b\u524d\u6703\u60f3\u5f88\u591a\uff0c\u6b64\u5916\uff0c\u900f\u904e\u8207\u5176\u4ed6\u500b\u9ad4\u7684\u4e92\u52d5\uff0c\u53c8\u80fd\u505a\u51fa\u4e00\u4e9b\u66f4\u8907\u96dc\u7684\u884c\u70ba\u8207\u53cd\u994b\u3002\u5728\u96fb\u8166\u8996\u89ba\u7684\u9032\u7a0b\u9081\u5165\u66f4\u8907\u96dc\u7684\u4efb\u52d9\u4e4b\u524d\uff0c\u5f9e\u5bf5\u7269\u8eab\u4e0a\u505a\u6a21\u64ec\u61c9\u8a72\u6703\u662f\u500b\u8f03\u4f73\u7684\u9078\u64c7\u3002<\/p>\n<p><strong><span style=\"color: #008080;\">\u25cf\u5efa\u7acb\u8cc7\u6599\u5eab\u7684\u8003\u91cf<\/span><\/strong><\/p>\n<p>\u9664\u4e86\u5728\u72d7\u7684\u982d\u4e0a\u5b89\u88dd\u4e00\u53f0GoPro\uff0c\u4ed6\u5011\u4e5f\u8b93\u72d7\u5152\u7a7f\u4e0a\u4e00\u5957\u5b89\u88dd\u8457\u52a0\u901f\u5ea6\u8a08\u548c\u9640\u87ba\u5100\u7684\u8863\u670d\uff0c\u7528\u4f86\u8a18\u9304\u7260\u8eab\u9ad4\u3001\u95dc\u7bc0\u3001\u56db\u80a2\u7684\u76f8\u5c0d\u79fb\u52d5\u91cf\u3002\u300c\u9996\u5148\uff0c\u9019\u7a2e\u8a2d\u8a08\u5fc5\u9808\u5920\u5805\u56fa\u8010\u7528\uff0c\u80fd\u627f\u53d7\u4f4f\u72d7\u7684\u6240\u6709\u52d5\u4f5c\u548c\u7529\u52d5\uff0c\u518d\u4f86\u4e5f\u5f97\u5920\u8f15\u8584\u8212\u9069\uff0c\u78ba\u4fdd\u9019\u6a23\u7684\u7d00\u9304\u65b9\u5f0f\u4e0d\u6703\u5f71\u97ff\u5230\u72d7\u672c\u4f86\u7684\u7fd2\u6027\u3002\u300d<\/p>\n<p><figure id=\"attachment_31625\" aria-describedby=\"caption-attachment-31625\" style=\"width: 602px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-31625\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/07\/06012.png\" alt=\"\" width=\"602\" height=\"293\" data-wp-pid=\"31625\" \/><figcaption id=\"caption-attachment-31625\" class=\"wp-caption-text\">\u5716\u4e8c\u3001DECADE\u8cc7\u6599\u5eab\u7684\u6536\u96c6\u6a21\u5f0f\uff0c\u5716\u7247\u53d6\u81ea[1][4]<\/figcaption><\/figure>\u5f97\u5230\u4e86\u7531\u5f71\u50cf\u8207\u52d5\u4f5c\u7d44\u6210\u7684\u89c0\u6e2c\u8cc7\u6599\uff0c\u63a5\u8457\u5c31\u662f\u505a\u524d\u8655\u7406\u9001\u5230\u6a21\u578b\u7684\u6642\u523b\u3002\u9019\u6642\u63d0\u5230\u9019\u7a2e\u9023\u7e8c\u53c8\u5177\u6709\u524d\u5f8c\u76f8\u95dc\u6027\u7684\u8cc7\u6599\uff0c\u9019\u6642\u5c31\u5f88\u5bb9\u6613\u60f3\u5230\u4ed6\u5011\u63a1\u7528\u7684\u662fSequence-to-Sequence\u7684\u67b6\u69cb\u3002\u8209\u4f8b\u4f86\u8aaa\uff0c\u7d66\u5b9a\u5f9eA\u9ede\u8d70\u5230B\u9ede\u7684\u5f71\u50cf\uff0c\u6a5f\u5668\u80fd\u5920\u9810\u6e2c\u9019\u904e\u7a0b\u4e2d\u72d7\u72d7\u7684\u4e00\u9023\u4e32\u80a2\u9ad4\u52d5\u4f5c\uff0c\u5305\u62ec\u5982\u4f55\u79fb\u52d5\u95dc\u7bc0\u3001\u8f49\u52d5\u9838\u90e8\u7b49\u7b49\u3002\u8a13\u7df4\u5f97\u597d\u5c31\u6709\u6a5f\u6703\u8b93\u6a5f\u5668\u72d7\u505a\u51fa\u66f4\u6829\u6829\u5982\u751f\u7684\u53cd\u61c9\u3002<\/p>\n<p><span 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style=\"color: #008080;\"><strong>\u25cf\u4ee4\u4eba\u9a5a\u8c54\u7684\u7d50\u679c<\/strong><\/span><\/p>\n<p>\u8003\u616e\u5230\u72d7\u7684\u884c\u52d5\u61c9\u8a72\u5177\u6709\u907f\u958b\u969c\u7919\u7269\u7684\u8003\u91cf\uff0cKiana\u7b49\u4eba\u5be6\u4f5c\u4e86\u4e00\u9805\u88ab\u7a31\u4f5c\u300c\u8fa8\u8b58\u53ef\u884c\u8d70\u5340\u57df\u300d\u7684\u4efb\u52d9\uff0c\u8981\u6c42\u6a5f\u5668\u6a19\u793a\u51fa\u5f71\u50cf\u5167\u7684\u53ef\u884c\u8d70\u5340\u57df\uff0c\u4e26\u8207\u771f\u5be6\u5340\u57df\u505a\u91cd\u758a\u6bd4\u8f03\u3002\u4ed6\u5011\u767c\u73fe\u4f7f\u7528ResNet-18\uff08\u4e00\u7a2eCNN\u67b6\u69cb\uff09\u5728DECADE\u4e0a\u8a13\u7df4\u51fa\u4f86\u7684\u7d50\u679c\uff0c\u6bd4\u8d77\u4f7f\u7528\u540c\u6a23\u7684\u6a21\u578b\u5728ImageNet\uff08\u5716\u7247\u8cc7\u6599\u5eab\uff09\u4e0a\u7684\u7d50\u679c\u9ad8\u51fa\u4e863%\u3002<\/p>\n<p><figure id=\"attachment_31626\" aria-describedby=\"caption-attachment-31626\" style=\"width: 438px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-31626\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/07\/06013.png\" alt=\"\" width=\"438\" height=\"178\" data-wp-pid=\"31626\" \/><figcaption id=\"caption-attachment-31626\" class=\"wp-caption-text\">\u5716\u4e09\u3001\u300c\u53ef\u884c\u8d70\u5340\u57df\u300d\u7684\u8a13\u7df4\u6a21\u5f0f\uff0c\u5716\u7247\u53d6\u81ea[1][4]<\/figcaption><\/figure>\u9019\u807d\u8d77\u4f86\u96d6\u7136\u4e0d\u662f\u5f88\u53b2\u5bb3\u3002\u4f46\u662f\u8981\u77e5\u9053\u7684\u662f\uff0c\u8a13\u7df4\u6642\u6240\u4f7f\u7528\u7684ImageNet\u662f\u7531\u8d85\u904e\u4e00\u767e\u842c\u7b46\u7cbe\u5fc3\u6a19\u8a18\u7684\u8cc7\u6599\u7d44\u6210\uff0c\u76f8\u5f62\u4e4b\u4e0b\uff0cDECADE\u5247\u53ea\u6709\u7d04\u5169\u842c\u7b46\u672a\u7d93\u6a19\u8a18\u7684\u8cc7\u6599\u7d44\u6210\uff0c\u537b\u80fd\u7522\u751f\u5982\u6b64\u5f37\u7684\u7d50\u679c\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u5728\u4e00\u4e9b\u9810\u6e2c\u53cd\u61c9\u4efb\u52d9\u4e2d\uff0c\u50cf\u662f\u5982\u4f55\u8abf\u6574\u8eab\u9ad4\u59ff\u614b\u53bb\u8ffd\u9010\u4e3b\u4eba\u6254\u51fa\u7684\u7403\uff0c\u6bd4\u8d77\u5176\u4ed6\u65b9\u6cd5\u90fd\u6709\u8f03\u597d\u7684\u8868\u73fe\u3002<\/p>\n<p>\u95dc\u65bcKiana\u5718\u968a\u7684\u4e0b\u4e00\u6b65\uff0c\u4ed6\u5011\u8a8d\u70baAI\u7684\u6838\u5fc3\u8b70\u984c\u9084\u662f\u5982\u4f55\u5c07\u6a21\u578b\u671d\u4e00\u822c\u5316\u65b9\u5411\u63a8\u9032\u3002\u4e5f\u8a31\u662f\u591a\u9032\u884c\u5728\u4e0d\u540c\u54c1\u7a2e\u4e0a\u7684\u5be6\u9a57\uff0c\u4e5f\u8a31\u9084\u9700\u8981\u8a31\u591a\u5fd7\u9858\u8005\u7684\u5e6b\u52a9\uff0c\u53ea\u8981\u5728\u72d7\u5152\u8eab\u4e0a\u5b89\u88dd\u4e00\u4e9b\u8a2d\u5099\uff0c\u4e3b\u4eba\u53ea\u9700\u8981\u591a\u8ddf\u7260\u73a9\uff0c\u51fa\u53bb\u6563\u6563\u6b65\u5c31\u80fd\u5920\u6301\u7e8c\u8b93\u6a21\u578b\u8b8a\u5f97\u66f4\u597d\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u7de8\u8b6f\u4f86\u6e90\uff1a<\/strong>Jeremy Hsu.\u00a0 <a href=\"https:\/\/spectrum.ieee.org\/tech-talk\/robotics\/artificial-intelligence\/real-dog-behavior-could-inspire-robot-dogs\">\u201cDog Cam\u201d Trains Computer Vision Software for Robot Dogs<\/a>. IEEE SPECTRUM. 18 Apr 2018.<\/p>\n<p><strong>\u53c3\u8003\u8cc7\u6599\uff1a<br \/>\n<\/strong>[1] Kiana Ehsani, Hessam Bagherinezhad, Joseph Redmon, Roozbeh Mottaghi, Ali Farhadi. <a href=\"https:\/\/arxiv.org\/abs\/1803.10827\">Who Let The Dogs Out? Modeling Dog Behavior From Visual Data<\/a>. Mar 2018.<br \/>\n[2] Yumi Iwashita, Asamichi Takamine, Ryo Kurazume, M.S. Ryoo. <a href=\"https:\/\/ieeexplore.ieee.org\/document\/6977451\/\">First-Person Animal Activity Recognition from Egocentric Videos<\/a>. ICPR 2014.<br \/>\n[3] <a href=\"http:\/\/robotics.ait.kyushu-u.ac.jp\/yumi\/db\/first_dog.html\">DogCentric Activity Dataset<br \/>\n<\/a>[4] <a href=\"https:\/\/github.com\/ehsanik\/dogTorch\">dogTorch<\/a><\/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\u5f88\u591a\u4e3b\u4eba\u6703\u5728\u81ea\u5df1\u7684\u5bf5\u7269\u8eab\u4e0a\u88dd\u500b\u651d\u5f71\u6a5f\uff0c\u4f86\u770b\u770b\u81ea\u5df1\u5bb6\u7684\u72d7\u72d7\u8c93\u8c93\u662f\u600e\u9ebc\u5ea6\u904e\u7260\u5011\u7684\u4e00\u5929\u3002\u4f60\u6709\u60f3\u904e\u9019\u7a2e\u5f71\u7247\u9664\u4e86\u5177\u6709\u7aba\u63a2\u5bf5\u7269\u96b1\u79c1\u7684\u529f\u80fd\uff0c\u9084\u80fd\u5920\u505a\u4ec0\u9ebc\u55ce\uff1f\u6700\u8fd1\u6709\u4e00\u7bc7\u6295\u7a3f\u81f3ArXiv\u7684\u6587\u7ae0\uff0c\u8868\u793a\u4ed6\u5011\u9084\u80fd\u5920\u4f7f\u7528\u9019\u4e9b\u5f71\u7247\uff0c\u5728\u4e00\u4e9b\u60c5\u5883\u4e0b\u6a21\u64ec\u6a5f\u5668\u72d7\u7684\u52d5\u4f5c\u3002<\/p>\n","protected":false},"author":20,"featured_media":31623,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293,2977],"tags":[3006,162,3950],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/07\/06010.png","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/31622"}],"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=31622"}],"version-history":[{"count":3,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/31622\/revisions"}],"predecessor-version":[{"id":32040,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/31622\/revisions\/32040"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/31623"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=31622"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=31622"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=31622"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}