{"id":34958,"date":"2020-02-11T00:01:21","date_gmt":"2020-02-10T16:01:21","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=34958"},"modified":"2020-02-07T17:29:18","modified_gmt":"2020-02-07T09:29:18","slug":"%e7%9b%b8%e8%bc%83%e6%96%bc%e6%84%9b%e6%83%85%e8%88%87%e4%bd%9b%e6%b3%95%ef%bc%8cai%e6%9b%b4%e5%85%b7%e5%8f%af%e8%a7%a3%e9%87%8b%e6%80%a7","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=34958","title":{"rendered":"\u76f8\u8f03\u65bc\u611b\u60c5\u8207\u4f5b\u6cd5\uff0cAI\u66f4\u5177\u53ef\u89e3\u91cb\u6027"},"content":{"rendered":"

\u9084\u8a18\u5f97\u5728\u6e96\u5099\u5927\u5b78\u5165\u5b78\u9762\u8a66\u6642\uff0c\u8001\u5e2b\u7e3d\u6703\u8b66\u544a\uff1a\u300c\u8a18\u5f97\u5343\u842c\u4e0d\u8981\u641e\u602a\uff01\u300d\u4e0d\u8981\u641e\u602a\u7684\u610f\u601d\u5f88\u7c21\u55ae\uff0c\u5c07\u4e94\u984f\u516d\u8272\u7684\u982d\u9aee\u67d3\u56de\u9ed1\u8272\uff0c\u6216\u5c07\u6642\u4e0b\u6d41\u884c\u7684\u6f6eT\u6539\u56de\u897f\u88dd\uff0c\u7e3d\u4e4b\u53bb\u56de\u60f3\u60f3\u963f\u5b24\u7684\u4e56\u5b6b\u8a72\u9577\u600e\u6a23\uff0c\u9762\u8a66\u90a3\u5929\u6253\u626e\u6210\u90a3\u6a23\u5c31\u5c0d\u4e86\uff01\u5982\u679c\u4eca\u5929\u9762\u8a66\u5b98\u5f9e\u4eba\u985e\u63db\u6210\u7121\u6cd5\u88ab\u7aba\u898b\u559c\u6012\u54c0\u6a02\u7684AI\uff0c\u90a3\u53c8\u8a72\u5982\u4f55\u6210\u529f\u9054\u9663\u5462\uff1f<\/strong><\/span><\/p>\n

\"\"\u8b1b\u8005\uff5c\u570b\u7acb\u81fa\u7063\u5927\u5b78\u5fc3\u7406\u5b78\u7cfb\u52a9\u7406\u6559\u6388 \u9ec3\u5f9e\u4ec1<\/strong>
\n\u5f59\u6574\u64b0\u6587\uff5c\u7f85\u5d07\u7db1<\/strong><\/p>\n

\u25cf\u60f3\u8981\u89e3\u91cb<\/strong>AI<\/strong>\uff0c\u5148\u5f9e\u5bb9\u8c8c\u958b\u59cb<\/strong><\/span><\/p>\n

\u6bd4\u8d77\u89c0\u5bdf\u60c5\u4eba\u9593\u7684\u611b\u6068\u7cfe\u845b\uff0c\u6216\u8005\u5b97\u6559\u88e1\u6642\u800c\u4ee4\u4eba\u6478\u4e0d\u8457\u982d\u7dd2\u7684\u6559\u7fa9\uff0c\u4f3c\u4e4eAI\u7684\u6c7a\u7b56\u66f4\u53ef\u80fd\u8b93\u4eba\u4e86\u89e3\u5176\u4e2d\u9053\u7406\u3002\u6f14\u8b1b\u4e2d\uff0c\u9ec3\u5f9e\u4ec1\u6559\u6388\u5e0c\u671b\u56de\u6b78\u5fc3\u7406\u5b78\u4e2d\u6700\u57fa\u672c\u7684\u89c0\u5bdf\u6cd5\u548c\u5be6\u9a57\u6cd5\uff0c\u601d\u8003\u5230\u5e95AI\u7684\u6c7a\u7b56\u6a19\u6e96\u5728\u54ea\u88e1\uff1f\u842c\u4e8b\u8d77\u982d\u96e3\uff0c\u8981\u56de\u7b54\u9019\u500b\u554f\u984c\uff0c\u9ec3\u6559\u6388\u5e0c\u671b\u5148\u5f9e\u300c\u5bb9\u8c8c\u300d\u958b\u59cb\u3002<\/p>\n

\u65bc2016\u5e74\u8209\u8fa6\u7684Beauty.AI\uff0c\u662f\u7b2c\u4e00\u500b\u7531AI\u64d4\u4efb\u8a55\u5be9\u7684\u570b\u969b\u9078\u7f8e\u6bd4\u8cfd\uff0c\u898f\u5247\u5f88\u7c21\u55ae\uff0c\u53ea\u8981\u5c07\u7db2\u7ad9(http:\/\/beauty.ai\/<\/a>)\u63d0\u4f9b\u7684App\u4e0b\u8f09\u5165\u624b\u6a5f\u4e26\u81ea\u62cd\u4e0a\u50b3\uff0cAI\u8a55\u5be9\u5c31\u6703\u91dd\u5c0d\u5bb9\u8c8c\u9032\u884c\u8a55\u5206\uff0c\u88ab\u8a8d\u8b49\u7684\u5e25\u54e5\u7f8e\u5973\u5c07\u6709\u88ab\u4e16\u754c\u770b\u898b\u7684\u6a5f\u6703\u3002\u300c\u4f60\u662f\u5fd8\u8a18\u53c3\u52a0\uff0c\u9084\u662f\u6015\u6bd4\u8cfd\u6703\u8f38\uff1f\u300d\u6bcf\u6b21\u88ab\u554f\u5230\u662f\u5426\u53c3\u52a0\u6bd4\u8cfd\uff0c\u8eab\u908a\u7684\u670b\u53cb\u7e3d\u6703\u5982\u6b64\u8abf\u4f83\u3002\u56e0\u6b64\uff0c\u9ec3\u6559\u6388\u6bc5\u7136\u6c7a\u7136\u5730\u5c07\u81ea\u5df1\u7684\u7167\u7247\u4e0a\u50b3\u3002\u53ea\u662f\uff0c\u4ed6\u90a3\u5f35\u5e36\u6709\u9ed1\u6846\u773c\u93e1\u3001\u5634\u5507\u7dca\u9589\u7684\u6a19\u6e96\u300c\u7406\u5de5\u7537\u300d\u81c9\u5b54\u4f3c\u4e4e\u4e0d\u662fAI\u7684\u83dc\u3002\u4e0d\u904e\uff0c\u6211\u5011\u80fd\u5920\u4e86\u89e3AI\u9752\u775e\u600e\u6a23\u7684\u81c9\u5b54\uff0c\u4f9d\u7167\u54ea\u4e9b\u7279\u5fb5\u4f86\u505a\u984f\u503c\u7684\u5224\u65b7\u55ce\uff1f<\/p>\n

\u25cf\u5fc3\u7406\u5b78\u4e5f\u4f86\u53c3\u4e00\u8173\uff1a\u89c0\u5bdf\u6cd5\u548c\u5be6\u9a57\u6cd5<\/strong><\/span><\/p>\n

\u70ba\u4e86\u8981\u793a\u7bc4\u5982\u4f55\u900f\u904e\u5fc3\u7406\u5b78\u7684\u7814\u7a76\u6cd5\u4f86\u4e86\u89e3\"\u985e\u4eba\"\u7684AI\u4e4b\u6c7a\u7b56\u6a19\u6e96\u8207\u50be\u5411\uff0c<\/p>\n

\u9ec3\u6559\u6388\u4f7f\u7528\u4e86\u5177\u6709500\u4f4d\u4e9e\u6d32\u5973\u6027\u81c9\u5b54\u7684SCUT-FBP\u984f\u503c\u8cc7\u6599\u5eab\u4f86\u8a13\u7df4\u4e00\u300c\u5377\u7a4d\u795e\u7d93\u7db2\u8def\u300d(Convolutional Neural Network)\uff0c\u4f7f\u9019\u500b\u985e\u795e\u7d93\u7db2\u8def\u80fd\u5b78\u7fd2\u5728\u770b\u5230\u4e00\u5f35\u8f38\u5165\u7167\u7247(x)\u5f8c\u80fd\u5920\u8f38\u51fa\u4e00\u500b\u8fd1\u4f3c\u4eba\u985e\u8a55\u5be9\u6240\u7d66\u7684\u984f\u503c\u5206\u6578(y)\u3002\u7d93\u904e\u4e00\u6bb5\u6642\u9593\u7684\u7db2\u8def\u8a13\u7df4\u5f8c\uff0cAI\u548c\u4eba\u985e\u8a55\u5206\u7684\u4e00\u81f4\u6027\u53ef\u4ee5\u4f86\u5230\u76ae\u723e\u68ee\u76f8\u95dc\u4fc2\u6578(Pearson correlation coefficient)\u70bar = 0.82 \u00b1 0.03\u7684\u6c34\u6e96\u3002\u63db\u53e5\u8a71\u8aaa\uff0c\u9019\u500bAI\u8a55\u5be9\u548c\u4eba\u985e\u8a55\u5be9\u96d6\u6709\u5f88\u9ad8\u7684\u4e00\u81f4\u6027\uff0c\u4f46\u5169\u8005\u7684\u8a55\u50f9\u4e26\u975e\u7e3d\u662f\u76f8\u540c(\u5373r = 1.0)\u3002<\/p>\n

\u6709\u4e86\u5716\u7247\u7d20\u6750(x)\u548c\u4eba\u70ba\u8a55\u5be9\u5206\u6578(y)\uff0c\u9ec3\u6559\u6388\u60f3\u8981\u7528\u89c0\u5bdf\u6cd5\u56de\u7b54\u9032\u4e00\u6b65\u56de\u7b54\uff1a\u4eba\/\u6a5f\u5668\u70ba\u4f55\u6703\u504f\u597d\u4e00\u500b\u4eba\uff1f\u5fc3\u7406\u7814\u7a76\u6cd5\u4e2d\u7684\u89c0\u5bdf\u6cd5\u6307\u7684\u662f\u5728\u74b0\u5883\u523a\u6fc0\u4e0d\u53ef\u53d7\u7814\u7a76\u8005\u63a7\u5236\u6642\uff0c\u7814\u7a76\u8005\u89c0\u5bdf\u4eba\u985e\u884c\u70ba\u5982\u4f55\u6839\u64da\u523a\u6fc0(x)\u505a\u51fa\u53cd\u61c9(y)\uff0c\u4e26\u5c0d\u6240\u8a18\u9304\u7684\u7d50\u679c\u9032\u884c\u5206\u6790\uff0c\u9032\u800c\u63a8\u6f14\u51fa\u4eba\u985e\u5fc3\u7406\u6d3b\u52d5\u4e2d\u7684\u898f\u5f8b\u3002\u7c21\u55ae\u4f86\u8aaa\uff0c\u5c31\u662f\u5c07AI\u8996\u70ba\u4e00\u500b\u6b63\u5728\u7259\u7259\u5b78\u8a9e\u7684\u5152\u7ae5\uff0c\u4e1f\u7d66\u4ed6\u6bdb\u7b46\u3001\u6ed1\u9f20\u3001\u934b\u93df\u7b49\u7269\u54c1\uff0c\u89c0\u5bdf\u5152\u7ae5\u7684\u9078\u64c7\u4e26\u63a8\u8ad6\u5176\u559c\u597d\u3002\u9019\u7a2e\u65b9\u6cd5\u7684\u7f3a\u9ede\u5728\u65bc\u53ea\u80fd\u6839\u64da\u7d50\u8ad6\u5f97\u5230\u76f8\u95dc\u6027\u7684\u89e3\u91cb\uff0c\u800c\u975e\u56e0\u679c\u63a8\u8ad6\u3002<\/p>\n

\u5177\u9ad4\u4f86\u8aaa\uff0c\u9ec3\u6559\u6388\u5c07\u4e00\u5927\u6279\u7684\u5716\u7247\u8f38\u5165\u7d66\u8a13\u7df4\u597d\u7684AI\u8a55\u5be9\u4f86\u5f97\u5230\u5c0d\u61c9\u7684\u984f\u503c\u5206\u6578(y)\uff0c\u4e26\u5c07\u9019\u4e9b\u5716\u7247\u6309\u7167\u5176\u984f\u503c\u5206\u6578\u5f9e\u5c0f\u5230\u5927\u4f86\u505a\u6392\u5e8f\u3002\u63a5\u8457\uff0c\u4ed6\u5c07\u9ad8\u5206\u7d44\u548c\u4f4e\u5206\u7d44\u7684\u6574\u9ad4\u7279\u5fb5\u9032\u884c\u5e73\u5747\uff0c\u5f97\u5230\u9ad8\u5206\u7d44\u548c\u4f4e\u5206\u7d44\u7684\u4ee3\u8868\u6027\u81c9\u5b54\u3002\u4ed4\u7d30\u6aa2\u67e5\u9ad8\u5206\u7d44\u548c\u4f4e\u5206\u7d44\u81c9\u5b54\u5dee\u7570\uff0c\u9ec3\u6559\u6388\u767c\u73fe\uff1a\u6bd4\u8d77\u4f4e\u5206\u7d44\uff0c\u9ad8\u5206\u7d44\u5177\u6709\u81c9\u8f03\u7d30\u9577\u3001\u773c\u775b\u8f03\u5927\u3001\u9f3b\u6a11\u8f03\u9577\u3001\u5634\u89d2\u4e0a\u63da\u7b49\u7279\u5fb5\u3002\u6b64\u5916\uff0c\u82e5\u518d\u5c07\u8cc7\u6599\u5eab\u4e2d\u7684\u6700\u9ad8\u5206\u548c\u6700\u4f4e\u5206\u7684\u81c9\u5b54\u5716\u62c9\u51fa\u6bd4\u8f03\uff0c\u53ef\u89c0\u5bdf\u5230AI\u5728\u7d66\u51fa\u4f4e\u5206\u6642\u662f\u5c07\u6ce8\u610f\u529b\u96c6\u4e2d\u65bc\u5927\u9f3b\u5b54\u548c\u9ed1\u773c\u888b\u7b49\u90e8\u4f4d\uff0c\u800c\u5728\u7d66\u51fa\u6700\u9ad8\u5206\u6642(\u7167\u7247\u6b63\u597d\u662f\u4e2d\u570b\u85dd\u4eba\u7ae0\u5b50\u6021)\u5247\u662f\u5c07\u6ce8\u610f\u529b\u96c6\u4e2d\u65bc\u81c9\u90e8\u4e2d\u8f03\u767d\u7699\u7684\u90e8\u5206\u3002\u56e0\u6b64\uff0c\u6839\u64da\u89c0\u5bdf\u4fbf\u5f97\u5230\u4e86AI\u504f\u597d\u76ae\u819a\u8f03\u767d\u7699\u81c9\u5b54\u7684\u5047\u8aaa\u3002<\/p>\n

\u4f9d\u64da\u904e\u53bb\u4eba\u969b\u5438\u5f15\u7684\u6587\u737b\u8207\u89c0\u5bdf\u6cd5\u7684\u7d50\u679c\uff0c\u9ec3\u6559\u6388\u9032\u4e00\u6b65\u5229\u7528\u5be6\u9a57\u6cd5\u4f86\u6e2c\u8a66\u5169\u500b\u5047\u8aaa\uff1a\u4e00\u662f\u81c9\u6108\u5c0d\u7a31\u6108\u8a0e\u559c\uff0c\u4e8c\u662f\u81c9\u6108\u767d\u5206\u6578\u6108\u9ad8\u3002\u5fc3\u7406\u7814\u7a76\u6cd5\u4e2d\u7684\u5be6\u9a57\u6cd5\u6307\u7684\u662f\u5728\u5be6\u9a57\u523a\u6fc0\u53ef\u53d7\u7814\u7a76\u8005\u63a7\u5236\u6642\uff0c\u7814\u7a76\u8005\u89c0\u5bdf\u4eba\u985e\u884c\u70ba\u5982\u4f55\u6839\u64da\u523a\u6fc0(x)\u505a\u51fa\u53cd\u61c9(y)\uff0c\u4e26\u85c9\u7531\u5be6\u9a57\u7684\u7d50\u679c\u63a8\u8ad6\u56e0\u679c\u95dc\u4fc2\u3002\u76f8\u8f03\u65bc\u5148\u524d\u7684\u89c0\u5bdf\u6cd5\u662f\u5c07\u81c9\u5b54\u5716\u7247\u6309\u7167\u984f\u503c\u5206\u6578(y)\u4f86\u505a\u6392\u5e8f\u4ee5\u63a2\u7d22\u9ad8\u4f4e\u5206\u7684\u81c9\u5b54\u7279\u5fb5\u5dee\u7570\uff0c\u9019\u88e1\u7684\u5be6\u9a57\u6cd5\u662f\u5c07\u81c9\u5b54\u5716\u7247\u6309\u7167\u5c0d\u7a31\u6027\u6216\u767d\u7684\u7a0b\u5ea6\u7b49\u81c9\u5b54\u7279\u5fb5(x)\u4f86\u505a\u6392\u5e8f\u4ee5\u9a57\u8b49\u7279\u5b9a\u7684\u81c9\u5b54\u7279\u5fb5\u662f\u5426\u771f\u6703\u5f71\u97ff\u984f\u503c\u5206\u6578\u3002<\/p>\n

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\u9ec3\u5f9e\u4ec1(2019)\u3002\u7406\u89e3\u4f7f\u7528\u76e3\u7763\u5f0f\u5b78\u7fd2\u800c\u6f5b\u5728\u6709\u504f\u8aa4\u7684\u4eba\u5de5\u4ee3\u7406\u8005\uff1a\u8a8d\u77e5\u5fc3\u7406\u5b78\u8207\u8a8d\u77e5\u795e\u7d93\u79d1\u5b78\u7684\u89c0\u9ede\u3002\u4e2d\u83ef\u5fc3\u7406\u5b78\u520a\uff0c61\u53773\u671f\uff0c97-208\u9801\u3002http:\/\/doi.org\/10.6129\/CJP.201909_61(3).0002<\/a><\/p>\n

 <\/p>\n","protected":false},"excerpt":{"rendered":"

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