{"id":45370,"date":"2025-05-16T18:00:54","date_gmt":"2025-05-16T10:00:54","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=45370"},"modified":"2025-05-13T14:27:46","modified_gmt":"2025-05-13T06:27:46","slug":"%e9%81%8b%e7%94%a8%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e5%be%9e%e8%87%89%e9%83%a8%e8%a1%a8%e6%83%85%e5%88%a4%e6%96%b7%e5%ad%b8%e7%94%9f%e5%ad%b8%e7%bf%92%e7%8b%80%e6%85%8b","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=45370","title":{"rendered":"\u904b\u7528\u6a5f\u5668\u5b78\u7fd2\u5f9e\u81c9\u90e8\u8868\u60c5\u5224\u65b7\u5b78\u751f\u5b78\u7fd2\u72c0\u614b"},"content":{"rendered":"<p><span style=\"color: #000080;\"><strong>\u5728COVID-19\u75ab\u60c5\u671f\u9593\uff0c\u4e0d\u5c11\u5b78\u6821\u958b\u59cb\u5c55\u958b\u4e86\u7dda\u4e0a\u6559\u5b78\uff0c\u800c\u5927\u898f\u6a21\u7684\u7dda\u4e0a\u6559\u5b78\u7684\u8208\u8d77\uff0c\u4e5f\u8b93\u4eba\u610f\u8b58\u5230\u4e86\u5927\u898f\u6a21\u7dda\u4e0a\u6559\u5b78\u6642\u6240\u9762\u81e8\u7684\u9650\u5236\u3002\u5c0d\u65bc\u6388\u8ab2\u6559\u5e2b\u800c\u8a00\uff0c\u5982\u4f55\u638c\u63e1\u5b78\u751f\u7684\u5b78\u7fd2\u9032\u5ea6\u3001\u8ab2\u5802\u53c3\u8207\u5ea6\u4ee5\u53ca\u8ab2\u7a0b\u7684\u7bc0\u594f\u7b49\u7b49\uff0c\u5728\u9060\u8ddd\u6388\u8ab2\u7684\u60c5\u5883\u4e0b\uff0c\u7531\u65bc\u7121\u6cd5\u7576\u9762\u76f4\u63a5\u89c0\u5bdf\u5b78\u751f\u5728\u8ab2\u5802\u4e0a\u7684\u53cd\u61c9\uff0c\u4f7f\u5f97\u6559\u5e2b\u5728\u638c\u63e1\u6559\u5b78\u7bc0\u594f\u548c\u5167\u5bb9\u6642\uff0c\u5177\u6709\u4e00\u5b9a\u7a0b\u5ea6\u7684\u6311\u6230\u6027\u3002<\/strong><\/span><\/p>\n<p><strong>\u64b0\u6587\uff5c\u738b\u51a0\u4e91<\/strong><\/p>\n<figure id=\"attachment_45371\" aria-describedby=\"caption-attachment-45371\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-45371\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/05\/\u5f9e\u81c9\u90e8\u8868\u60c5\u5224\u65b7\u5b78\u751f\u5b78\u7fd2\u72c0\u614b-1024x574.jpg\" alt=\"\" width=\"600\" height=\"336\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/05\/\u5f9e\u81c9\u90e8\u8868\u60c5\u5224\u65b7\u5b78\u751f\u5b78\u7fd2\u72c0\u614b-1024x574.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/05\/\u5f9e\u81c9\u90e8\u8868\u60c5\u5224\u65b7\u5b78\u751f\u5b78\u7fd2\u72c0\u614b-300x168.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/05\/\u5f9e\u81c9\u90e8\u8868\u60c5\u5224\u65b7\u5b78\u751f\u5b78\u7fd2\u72c0\u614b-768x430.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/05\/\u5f9e\u81c9\u90e8\u8868\u60c5\u5224\u65b7\u5b78\u751f\u5b78\u7fd2\u72c0\u614b-1536x861.jpg 1536w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/05\/\u5f9e\u81c9\u90e8\u8868\u60c5\u5224\u65b7\u5b78\u751f\u5b78\u7fd2\u72c0\u614b-2048x1148.jpg 2048w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-45371\" class=\"wp-caption-text\">\u4f86\u6e90\uff1aMotionElements<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #808000;\"><strong>\u904b\u7528\u6a5f\u5668\u5b78\u7fd2\u9032\u884c\u81c9\u90e8\u8868\u60c5\u5224\u65b7<\/strong><\/span><\/h6>\n<p>Wang\u7b49\u4eba (2025) \u7684\u7814\u7a76\u70ba\u4e86\u89e3\u6c7a\u9060\u8ddd\u6559\u5b78\u7121\u6cd5\u8b93\u6559\u5e2b\u8207\u5b78\u751f\u9762\u5c0d\u9762\u7684\u56f0\u64fe\uff0c\u958b\u767c\u4e86\u4e00\u500b\u4f7f\u7528\u7db2\u8def\u651d\u5f71\u6a5f (web camera) \u9032\u884c\u81c9\u90e8\u8868\u60c5\u5224\u8b80\u7684\u7cfb\u7d71\uff0c\u61c9\u7528\u4e86\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\uff0c\u8b93\u5b78\u751f\u5728\u57f7\u884c\u6307\u5b9a\u5b78\u7fd2\u4efb\u52d9\u7684\u540c\u6642\uff0c\u96fb\u8166\u4e00\u9762\u5c07\u5b78\u751f\u7684\u81c9\u90e8\u8868\u60c5\u9304\u4e0b\uff0c\u85c9\u6b64\u5224\u65b7\u5b78\u751f\u5728\u5b78\u7fd2\u7576\u4e0b\u7684\u5b78\u7fd2\u72c0\u614b\u3002<\/p>\n<p>\u5728\u7814\u7a76\u4e2d\uff0c\u7e3d\u5171\u67099\u4f4d\u5927\u5b78\u751f\u4f5c\u70ba\u5be6\u9a57\u53c3\u8207\u8005\uff0c\u4ed6\u5011\u5fc5\u9808\u4f7f\u7528\u4e00\u500b\u7814\u7a76\u8005\u8a2d\u8a08\u7684\u7db2\u7ad9\uff0c\u8a72\u7db2\u7ad9\u4e2d\uff0c\u4f7f\u7528\u7684\u662f\u8a9e\u8a00\u5b78\u5967\u6797\u5339\u4e9e\u7af6\u8cfd\u4e2d\u7684\u8a66\u984c\u3002\u8a72\u985e\u578b\u8a66\u984c\u4e0d\u9700\u8981\u4efb\u4f55\u5148\u5099\u77e5\u8b58\u5373\u53ef\u9032\u884c\u4f5c\u7b54\uff0c\u4f46\u540c\u6642\uff0c\u5c0d\u65bc\u65b0\u624b\u800c\u8a00\uff0c\u4ecd\u7136\u5fc5\u9808\u8981\u53d6\u5f97\u4e00\u5b9a\u7a0b\u5ea6\u7684\u63d0\u793a\uff0c\u624d\u8f03\u6709\u53ef\u80fd\u9806\u5229\u7684\u5b8c\u6210\u984c\u76ee\u3002\u56e0\u6b64\uff0c\u5728\u9032\u884c\u5b78\u7fd2\u4efb\u52d9\u7684\u904e\u7a0b\u4e2d\uff0c\u5be6\u9a57\u53c3\u8207\u8005\u5fc5\u9808\u4fdd\u6301\u4e00\u5b9a\u7a0b\u5ea6\u7684\u5c08\u6ce8\u5ea6\uff0c\u800c\u7576\u89e3\u984c\u6642\u7522\u751f\u56f0\u60d1\u6642\uff0c\u4e5f\u9810\u671f\u5be6\u9a57\u53c3\u8207\u8005\u5c07\u8868\u73fe\u51fa\u5c0b\u6c42\u5e6b\u52a9\u7684\u884c\u70ba\u3002<\/p>\n<p>\u57f7\u884c\u89e3\u984c\u7684\u904e\u7a0b\u5168\u7a0b\u7686\u4f7f\u7528\u7db2\u8def\u651d\u5f71\u6a5f\u8a18\u9304\uff0c\u7814\u7a76\u8005\u5c07\u62cd\u651d\u5230\u7684\u5f71\u7247\u8f38\u5165\u81f3\u300cOpenFace\u300d\u9032\u884c\u5206\u6790\uff0c\u9019\u662f\u4e00\u5957\u5960\u57fa\u65bc\u5fc3\u7406\u5b78\u5bb6\u7684\u81c9\u90e8\u52d5\u4f5c\u8868\u60c5\u7de8\u78bc\u300cFacial Action Coding System\u300d\u6240\u958b\u767c\u51fa\u4f86\u7684\u81c9\u90e8\u8868\u60c5\u8fa8\u8b58\u8edf\u9ad4\u3002\u5728\u81c9\u90e8\u8868\u60c5\u52d5\u4f5c\u7de8\u78bc\u7cfb\u7d71\u4e2d\uff0c\u5c07\u4e0d\u540c\u7684\u81c9\u90e8\u808c\u8089\u6240\u8868\u73fe\u51fa\u4f86\u7684\u81c9\u90e8\u8868\u60c5\uff0c\u5206\u5225\u4ee5\u4e0d\u540c\u7684\u7de8\u865f\u9032\u884c\u7de8\u78bc\uff0c\u4e26\u4e14\u5c07\u6bcf\u500b\u57fa\u672c\u52d5\u4f5c\u7a31\u4e4b\u70ba\u300c\u52d5\u4f5c\u55ae\u5143 (Action Unit)\u300d\uff0c\u800cOpenFace\u9019\u5957\u8edf\u9ad4\uff0c\u5c31\u662f\u900f\u904e\u7db2\u8def\u651d\u5f71\u6a5f\u4ee5\u53ca\u81c9\u90e8\u52d5\u4f5c\u7684\u756b\u9762\uff0c\u4ee5AI\u7684\u6280\u8853\u5206\u6790\u4eba\u81c9\u6240\u5448\u73fe\u51fa\u4f86\u7684\u52d5\u4f5c\u55ae\u5143\u7684\u6210\u5206\u6bd4\u4f8b\uff0c\u85c9\u4ee5\u63d0\u53d6\u81c9\u90e8\u8868\u60c5\u808c\u8089\u8b8a\u5316\u7684\u6578\u503c\uff0c\u4e14\u6578\u503c\u7686\u662f\u5960\u57fa\u65bc\u5fc3\u7406\u5b78\u5bb6\u7684\u57fa\u790e\u7406\u8ad6\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #808000;\"><strong>\u9810\u6e2c\u5c08\u6ce8\u5ea6\u548c\u5c0b\u6c42\u5e6b\u52a9\u884c\u70ba\u7684\u667a\u6167\u7cfb\u7d71<\/strong><\/span><\/h6>\n<p>Wang\u7b49\u4eba (2025) \u7684\u7814\u7a76\u6240\u8a2d\u8a08\u7684\u7cfb\u7d71\uff0c\u4ee5\u7db2\u9801\u7684\u5f62\u5f0f\u5448\u73fe\u7d66\u53c3\u8207\u5be6\u9a57\u7684\u89e3\u984c\u8005\u3002\u7cfb\u7d71\u4e2d\uff0c\u9664\u4e86\u6709\u4e00\u9053\u51fa\u81ea\u65bc\u8a9e\u8a00\u5b78\u5967\u6797\u5339\u4e9e\u7af6\u8cfd\u7684\u8a9e\u8a00\u5206\u6790\u8a66\u984c\u4e4b\u5916\uff0c\u70ba\u4e86\u63d0\u4f9b\u89e3\u984c\u8005\u5728\u89e3\u984c\u904e\u7a0b\u4e2d\u9047\u5230\u56f0\u96e3\u6642\u7684\u5e6b\u52a9\uff0c\u4e5f\u5728\u9801\u9762\u4e2d\u8a2d\u7f6e\u4e86\u4e00\u4e9b\u63d0\u793a\u6309\u9215\uff0c\u82e5\u89e3\u984c\u8005\u5728\u5206\u6790\u7684\u6642\u5019\u9047\u5230\u5361\u95dc\uff0c\u5373\u53ef\u9ede\u9078\u63d0\u793a\u9375\uff0c\u5c0b\u6c42\u53ef\u80fd\u7684\u5e6b\u52a9\u3002<\/p>\n<p>\u5728\u7814\u7a76\u4e2d\uff0c\u4e3b\u8981\u900f\u904e\u7db2\u8def\u651d\u5f71\u6a5f\u62cd\u651d\u7684\u5f71\u50cf\u5206\u6790\u5169\u7a2e\u5b78\u7fd2\u72c0\u614b\uff0c\u4e00\u7a2e\u662f\u300c\u5c08\u6ce8\u5ea6\u300d\uff0c\u53e6\u4e00\u7a2e\u5247\u662f\u300c\u5c0b\u6c42\u5e6b\u52a9\u300d\u7684\u72c0\u614b\u3002\u524d\u8005\u7684\u8cc7\u6599\u6a19\u8a3b (annotation) \u900f\u904e\u56db\u540d\u7d93\u904e\u8a13\u7df4\u7684\u6a19\u8a3b\u4eba\u54e1\u9032\u884c\u6a19\u8a3b\uff0c\u4ee5\u884c\u70ba\u4e0a\u7684\u5c08\u6ce8\u4f5c\u70ba\u5224\u65b7\u8a72\u89e3\u984c\u53c3\u8207\u8005\u7684\u5c08\u6ce8\u7a0b\u5ea6\uff0c\u5206\u70ba\u9ad8\u5c08\u6ce8\u4ee5\u53ca\u4f4e\u5c08\u6ce8\u7d44\uff0c\u4e26\u4e14\u5c07\u6a19\u8a3b\u904e\u5f8c\u7684\u8cc7\u6599\u63d0\u4f9b\u7d66AI\u9032\u884c\u6a5f\u5668\u5b78\u7fd2\u8a13\u7df4\u3002\u5f8c\u8005\u300c\u5c0b\u6c42\u5e6b\u52a9\u300d\u72c0\u614b\u5247\u662f\u4ee5\u9ede\u64ca\u63d0\u793a\u9375\u7684\u524d\u4e09\u79d2\u4f5c\u70ba\u5206\u6790\u7528\u7684\u76ee\u6a19\u5716\u50cf\uff0c\u7814\u7a76\u8005\u5047\u8a2d\u5be6\u9a57\u53c3\u8207\u8005\u5728\u9ede\u64ca\u63d0\u793a\u524d\u7684\u81c9\u90e8\u8868\u60c5\u5c07\u5448\u73fe\u51fa\u6b32\u53d6\u5f97\u5e6b\u52a9\u7684\u6a23\u614b\uff0c\u4e26\u4e14\u5c07\u5176\u5206\u985e\u70ba\u300c\u5de5\u4f5c\u72c0\u614b\u300d\u4ee5\u53ca\u300c\u5c0b\u6c42\u5e6b\u52a9\u72c0\u614b\u300d\u3002\u82e5\u80fd\u9806\u5229\u4ee5AI\u6a21\u578b\u9810\u6e2c\u9ede\u64ca\u63d0\u793a\u9375\u7684\u884c\u70ba\uff0c\u5c0d\u65bc\u672a\u4f86\u958b\u767c\u81ea\u52d5\u5316\u63d0\u793a\u4ee5\u53ca\u6559\u5b78\u8f14\u52a9\u7cfb\u7d71\u5c07\u6703\u6709\u975e\u5e38\u5927\u7684\u5e6b\u52a9\u3002<\/p>\n<p>Wang\u7b49\u4eba (2025) \u7684\u7814\u7a76\u4ee5\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u300c\u652f\u6301\u5411\u91cf\u6a5f (support vector machine, SVM)\u300d\u4ee5\u53ca\u300cLightGBM\u300d\u9032\u884c\u8cc7\u6599\u7684\u8a13\u7df4\u4ee5\u53ca\u5206\u985e\u3002\u652f\u6301\u5411\u91cf\u6a5f\u662f\u4e00\u9805\u50b3\u7d71\u800c\u7d93\u5178\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\uff0c\u5df2\u7d93\u88ab\u5927\u91cf\u61c9\u7528\u5728\u8a31\u591a\u4e0d\u540c\u7684\u5834\u57df\uff0c\u800cLightGBM\u5247\u662f\u4e00\u500b\u53ef\u4ee5\u5feb\u901f\u9032\u884c\u8a13\u7df4\u4ee5\u53ca\u9810\u6e2c\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\uff0c\u7279\u9ede\u5c31\u662f\u5b83\u7684\u8f15\u91cf\u5316\uff0c\u4f7f\u5f97\u5b83\u4f5c\u70ba\u5373\u6642\u7684\u9810\u6e2c\u8207\u8a13\u7df4\u5177\u6709\u4e00\u5b9a\u7a0b\u5ea6\u7684\u512a\u52e2\u3002\u82e5\u662f\u5728\u5be6\u52d9\u61c9\u7528\u65b9\u9762\u80fd\u5920\u6210\u529f\u5c0e\u5165\u81c9\u90e8\u8868\u60c5\u9810\u6e2c\u7684\u529f\u80fd\uff0c\u4f7f\u7528\u8f15\u91cf\u7684\u6a21\u578b\u6703\u66f4\u5177\u6709\u5be6\u52d9\u61c9\u7528\u7684\u53ef\u80fd\u6027\uff0c\u4e14\u80fd\u512a\u5316\u73fe\u6709\u7684\u6280\u8853\u3002<\/p>\n<p>\u7814\u7a76\u7d50\u679c\u767c\u73fe\uff0cLightGBM\u53ef\u4ee5\u66f4\u6709\u6548\u7684\u5206\u985e\u51fa\u9ad8\u5c08\u6ce8\u5ea6\u4ee5\u53ca\u4f4e\u5c08\u6ce8\u5ea6\u7684\u81c9\u90e8\u8868\u60c5\uff0c\u5728\u5c0b\u6c42\u5e6b\u52a9\u7684\u81c9\u90e8\u8868\u60c5\u72c0\u614b\u90e8\u5206\uff0cLightGBM\u4e5f\u80fd\u6709\u6548\u7684\u5206\u985e\u3002\u5728\u5206\u985e\u7684\u6e96\u78ba\u5ea6\u7684\u8868\u73fe\u4e0a\uff0c\u7686\u8d85\u904e70%\uff0c\u82e5\u4f7f\u7528\u4e0d\u540c\u7684\u6a5f\u5668\u5b78\u7fd2\u5206\u985e\u7279\u5fb5\uff0c\u751a\u81f3\u80fd\u5c07\u6e96\u78ba\u5ea6\u7684\u8868\u73fe\u63d0\u5347\u5f97\u66f4\u597d\uff0c\u8d85\u8d8a90%\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u7814\u7a76\u8005\u4e5f\u4f7f\u7528SHAP\u5206\u6790\u4f86\u7814\u7a76\u5404\u500b\u4e0d\u540c\u81c9\u90e8\u8868\u60c5\u7279\u5fb5\u7684\u91cd\u8981\u7a0b\u5ea6\uff0c\u5982\u6b64\u91dd\u5c0dAI\u6a21\u578b\u7684\u53ef\u89e3\u91cb\u6027\uff0c\u4e5f\u63d0\u4f9b\u4e86\u503c\u5f97\u5f8c\u7e8c\u7814\u7a76\u53c3\u8003\u8207\u9a57\u8b49\u7684\u6578\u503c\u3002\u4f8b\u5982\uff0c\u7814\u7a76\u767c\u73fe\u52d5\u4f5c\u55ae\u5143\u7de8\u78bc\u70ba\u300cAU04\uff08\u76ba\u7709\uff09\u300d\u4ee5\u53ca\u300cAU23\uff08\u5634\u5507\u6536\u7dca\uff09\u300d\u7684\u81c9\u90e8\u8868\u60c5\u4e0d\u8ad6\u5728\u9810\u6e2c\u5c08\u6ce8\u5ea6\u6216\u662f\u9810\u6e2c\u5c0b\u6c42\u5e6b\u52a9\u884c\u70ba\u6642\uff0c\u7686\u6709\u8f03\u9ad8\u7684\u91cd\u8981\u5ea6\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #808000;\"><strong>\u672a\u4f86\u7814\u7a76\u61c9\u7528<\/strong><\/span><\/h6>\n<p>\u4e0d\u904e\uff0cWang\u7b49\u4eba (2025) \u63d0\u9192\uff0c\u76ee\u524d\u7684\u7814\u7a76\u4ee5\u65e5\u672c\u4eba\u53c3\u8207\u8005\u70ba\u4e3b\uff0c\u9762\u5c0d\u4e0d\u540c\u6587\u5316\u7684\u53c3\u8207\u8005\uff0c\u5728\u5b78\u7fd2\u4ee5\u53ca\u5b8c\u6210\u5b78\u7fd2\u4efb\u52d9\u6642\u7684\u8868\u60c5\uff0c\u53ef\u80fd\u4e5f\u6703\u6709\u82e5\u5e72\u6587\u5316\u5dee\u7570\u3002\u53e6\u5916\uff0c\u7814\u7a76\u57f7\u884c\u671f\u9593\u5728\u65bcCOVID-19\u75ab\u60c5\u671f\u9593\uff0c\u53d7\u5236\u65bc\u75ab\u60c5\uff0c\u53c3\u8207\u8005\u7684\u6578\u91cf\u8f03\u5c11\uff0c\u5c0d\u65bc\u5927\u91cf\u7684\u8a13\u7df4\u5f8c\u53ef\u80fd\u7522\u751f\u7684\u7d50\u679c\uff0c\u53ef\u80fd\u4e5f\u6703\u548c\u7576\u524d\u7684\u7d50\u679c\u7522\u751f\u4e0d\u540c\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8a72\u7814\u7a76\u63a2\u7d22\u4e86\u4eba\u985e\u81c9\u90e8\u8868\u60c5\u5728\u57f7\u884c\u5b78\u7fd2\u4efb\u52d9\u6642\u4e0d\u540c\u5b78\u7fd2\u72c0\u614b\u7684\u8b8a\u5316\uff0c\u5c0d\u65bc\u5f8c\u7e8c\u767c\u5c55\u667a\u6167\u6559\u5b78\u8f14\u52a9\u7cfb\u7d71\u65b9\u9762\uff0c\u63d0\u4f9b\u4e86\u4e00\u9805\u503c\u5f97\u53c3\u8003\u7684\u5be6\u8b49\u7814\u7a76\u8cc7\u6599\u3002\u82e5\u80fd\u6709\u6548\u5730\u900f\u904eAI\u6a21\u578b\u5206\u6790\u5b78\u751f\u7684\u81c9\u90e8\u8868\u60c5\u3001\u5b78\u7fd2\u72c0\u614b\uff0c\u751a\u81f3\u80fd\u5920\u63d0\u524d\u9810\u6e2c\u5b78\u751f\u5c0b\u6c42\u5e6b\u52a9\u7684\u610f\u5716\u6642\uff0c\u5c0d\u65bc\u672a\u4f86\u958b\u767cAI\u5bb6\u6559\u4e5f\u63d0\u4f9b\u4e86\u4e00\u500b\u5f88\u597d\u7684\u51fa\u767c\u9ede\uff0c\u80fd\u5920\u4f7f\u5f97AI\u7cfb\u7d71\u66f4\u5177\u5099\u5982\u540c\u771f\u4eba\u8001\u5e2b\u73ed\u7684\u6559\u5b78\u529f\u80fd\u3002\u5982\u6b64\u4e00\u4f86\uff0c\u4e0d\u53ea\u80fd\u8f14\u52a9\u6559\u5e2b\u6559\u5b78\uff0c\u5728\u9060\u8ddd\u5b78\u7fd2\u7684\u60c5\u5883\u4e4b\u4e0b\uff0c\u4e5f\u6709\u53ef\u80fd\u88ab\u5927\u898f\u6a21\u61c9\u7528\uff0c\u800c\u5b78\u751f\u4e5f\u80fd\u9032\u884c\u66f4\u52a0\u500b\u4eba\u5316\u8207\u9069\u6027\u5316\u7684\u5b78\u7fd2\u3002<\/p>\n<p>&nbsp;<\/p>\n<hr \/>\n<p><strong>\u53c3\u8003\u6587\u737b<\/strong><\/p>\n<ol>\n<li><a href=\"https:\/\/doi.org\/10.1016\/j.caeai.2025.100387\" target=\"_blank\" rel=\"noopener\">Wang, G., Hatori, Y., Sato, Y., Tseng, C., &amp; Shioiri, S. (2025). Predicting learners' engagement and help-seeking behaviors in an e-learning environment by using facial and head pose features. <em>Computers and Education: Artificial Intelligence<\/em>, <em>8<\/em>, 100387.<\/a><\/li>\n<li><a href=\"https:\/\/www.paulekman.com\/facial-action-coding-system\/\" target=\"_blank\" rel=\"noopener\">Facial Action Coding System<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u5728COVID-19\u75ab\u60c5\u671f\u9593\uff0c\u4e0d\u5c11\u5b78\u6821\u958b\u59cb\u5c55\u958b\u4e86\u7dda\u4e0a\u6559\u5b78\uff0c\u800c\u5927\u898f\u6a21\u7684\u7dda\u4e0a\u6559\u5b78\u7684\u8208\u8d77\uff0c\u4e5f\u8b93\u4eba\u610f\u8b58\u5230\u4e86\u5927\u898f\u6a21\u7dda\u4e0a\u6559\u5b78\u6642\u6240\u9762\u81e8\u7684\u9650\u5236\u3002\u5c0d\u65bc\u6388\u8ab2\u6559\u5e2b\u800c\u8a00\uff0c\u5982\u4f55\u638c\u63e1\u5b78\u751f\u7684\u5b78\u7fd2\u9032\u5ea6\u3001\u8ab2\u5802\u53c3\u8207\u5ea6\u4ee5\u53ca\u8ab2\u7a0b\u7684\u7bc0\u594f\u7b49\u7b49\uff0c\u5728\u9060\u8ddd\u6388\u8ab2\u7684\u60c5\u5883\u4e0b\uff0c\u7531\u65bc\u7121\u6cd5\u7576\u9762\u76f4\u63a5\u89c0\u5bdf\u5b78\u751f\u5728\u8ab2\u5802\u4e0a\u7684\u53cd\u61c9\uff0c\u4f7f\u5f97\u6559\u5e2b\u5728\u638c\u63e1\u6559\u5b78\u7bc0\u594f\u548c\u5167\u5bb9\u6642\uff0c\u5177\u6709\u4e00\u5b9a\u7a0b\u5ea6\u7684\u6311\u6230\u6027\u3002<\/p>\n","protected":false},"author":20,"featured_media":45371,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,5128,3293,4988],"tags":[7374,7373,792],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/05\/\u5f9e\u81c9\u90e8\u8868\u60c5\u5224\u65b7\u5b78\u751f\u5b78\u7fd2\u72c0\u614b-scaled.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45370"}],"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=45370"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45370\/revisions"}],"predecessor-version":[{"id":45372,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45370\/revisions\/45372"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/45371"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=45370"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=45370"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=45370"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}