{"id":38234,"date":"2020-04-08T00:00:52","date_gmt":"2020-04-07T16:00:52","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=38234"},"modified":"2021-12-28T02:05:04","modified_gmt":"2021-12-27T18:05:04","slug":"xr%e4%b8%ad%e7%9a%84ai%e6%87%89%e7%94%a8","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=38234","title":{"rendered":"XR\u4e2d\u7684AI\u61c9\u7528"},"content":{"rendered":"<div class=\"single-post-media clr\">\n<div class=\"post-thumbnail\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2020\/04\/%E8%83%A1%E6%95%8F%E5%90%9B.png\" alt=\"XR\u4e2d\u7684AI\u61c9\u7528\" width=\"500\" height=\"306\" \/><\/div>\n<\/div>\n<div class=\"entry clr\">\n<div class=\"pf-content\">\n<p><strong>\u8b1b\u8005\uff0f\u80e1\u654f\u541b\uff08\u570b\u7acb\u6e05\u83ef\u5927\u5b78\u8cc7\u8a0a\u5de5\u7a0b\u5b78\u7cfb\u526f\u6559\u6388\uff09\uff5c\u5f59\u6574\uff0f\u7530\u80b2\u5fd7<\/strong><br \/>\n<strong>\u6574\u7406\u81ea2019.12.07\u3008AI\u5831\u4f60\u77e5\uff0eAI in XR\u3009<\/strong><\/p>\n<p><strong>\u4e0d\u53eaVR\uff0c\u9084\u6709AR\u8207MR<\/strong><\/p>\n<p>\u9664\u4e86\u4e00\u822c\u5e38\u807d\u5230\u7684VR\uff08\u865b\u64ec\u5be6\u5883\uff0cVirtual Reality\uff09\u4e4b\u5916\uff0c\u76f8\u95dc\u7684\u6280\u8853\u9084\u5305\u542b\u4e86AR\uff08\u64f4\u589e\u5be6\u5883\uff0cAugmented Reality\uff09\u8207MR\uff08\u6df7\u5408\u5be6\u5883\uff0cMixed Reality\uff09\uff0c\u4e09\u8005\u7d71\u7a31\u70baXR\u6280\u8853\uff08\u610f\u5373\u5728\u4e00\u822c\u7121\u9700\u7d30\u5206\u7684\u8a9e\u5883\u4e0b\uff0c\u4ee5X\u53d6\u4ee3\u66f4\u7cbe\u78ba\u7684A\u3001V\u6216M\uff09\u3002<\/p>\n<p>\u6240\u8b02\u7684VR\u6307\u7684\u662f\u4f7f\u7528\u8005\uff08\u901a\u5e38\u9700\u8981\u900f\u904e\u982d\u6234\u88dd\u7f6e\uff09\u6240\u770b\u5230\u7684\u90fd\u662f\u7531\u96fb\u8166\u7e6a\u5716\u51fa\u4f86\u7684\u300c\u5047\u300d\u8c61\u6216\u662f\u7531360\u651d\u5f71\u6a5f\u9810\u9304\u597d\u7684\u5f71\u7247\uff0c\u5e02\u9762\u4e0a\u5982oculus\u6216VIVE\u7686\u5c6c\u6b64\u985e\u786c\u9ad4\u88dd\u7f6e\uff1bAR\u5247\u662f\u7d50\u5408\u4e86\u865b\u64ec\u7269\u4ef6\u8207\u771f\u5be6\u5834\u666f\u7684\u6280\u8853\uff0c\u50cf\u662f\u624b\u6a5f\u5bf6\u53ef\u5922\u904a\u6232\uff1a\u87a2\u5e55\u4e2d\u7684\u5834\u666f\u662f\u4f7f\u7528\u8005\u76ee\u524d\u771f\u5be6\u5b58\u5728\u7684\u5834\u666f\uff0c\u4f46\u6703\u53e6\u5916\u6709\u4e00\u96bb\u5be6\u969b\u4e0a\u4e0d\u5b58\u5728\u7684\u5bf6\u53ef\u5922\u602a\u7378\u5728\u756b\u9762\u4e2d\u3002\u4e00\u822c\u667a\u6167\u578b\u624b\u6a5f\u4fbf\u53ef\u9054\u6210AR\u6548\u679c\uff0c\u56e0\u6b64\u5728\u6280\u8853\u7684\u767c\u5c55\u4e0a\u8f03\u8457\u91cd\u65bc\u8edf\u9ad4\u958b\u767c\u3002\u81f3\u65bcMR\uff0c\u5176\u7d42\u6975\u76ee\u6a19\u662f\u5728\u771f\u5be6\u7684\u5834\u666f\u4e2d\u6295\u5f71\u4e00\u500b\u6975\u5ea6\u64ec\u771f\u7684\u865b\u64ec\u7269\u4ef6\uff0c\u4e14\u64ec\u771f\u7269\u8207\u5834\u666f\u9593\u6703\u6709\u8f03\u591a\u7684\u4e92\u52d5\u6027\uff0c\u751a\u81f3\u5b8c\u5168\u878d\u5165\u5176\u4e2d\u4ee4\u4f7f\u7528\u8005\u7121\u6cd5\u5206\u8fa8\u54ea\u500b\u662f\u771f\u3001\u54ea\u500b\u662f\u5047\u3002<\/p>\n<p>\u7531\u65bc\u76ee\u524dXR\u4e3b\u8981\u900f\u904e\u8996\u89ba\u5efa\u69cb\u53e6\u4e00\u7a2e\u73fe\u5be6\uff0c\u65bc\u662f\u5728\u96fb\u8166\u8996\u89ba\u9818\u57df\u5df2\u53d6\u5f97\u7a81\u7834\u6027\u767c\u5c55\u7684AI\uff0c\u81ea\u7136\u6210\u70baXR\u591a\u6709\u501a\u91cd\u7684\u4e0d\u4e8c\u4eba\u9078\u3002\u5c24\u5176\u5728\u624b\u52e2\uff08gesture\uff09\u4e92\u52d5\u3001\u8857\u666f\u62db\u724c\u8b58\u5225\u8207VR\u5167\u5bb9\u7684\u5275\u4f5c\u4e0a\uff0cXR\u5df2\u8207AI\u5bc6\u4e0d\u53ef\u5206\uff0c\u4ee5\u4e0b\u4e00\u4e00\u4ecb\u7d39\u3002<\/p>\n<p><strong>\u624b\u52e2\u4e92\u52d5<\/strong><\/p>\n<p>\u5728XR\u6280\u8853\u4e2d\uff0c\u624b\u52e2\u662f\u5f88\u91cd\u8981\u7684\u4eba\u6a5f\u4e92\u52d5\u4ecb\u9762\uff0c\u4f7f\u7528\u8005\u7684\u6307\u4ee4\u901a\u5e38\u9700\u8981\u900f\u904e\u624b\u52e2\u6216\u5176\u4ed6\u80a2\u9ad4\u52d5\u4f5c\u50b3\u9054\u3002\u624b\u52e2\u8b58\u5225\u8207\u9ad4\u614b\u9810\u6e2c\uff08pose estimation\uff09\u56e0\u6b64\u6210\u70baXR\u975e\u5e38\u95dc\u9375\u7684\u4e00\u74b0\uff1a\u96fb\u8166\u9664\u4e86\u9700\u8981\u80fd\u5075\u6e2c\u8207\u8ffd\u8e64\u624b\u90e8\u6216\u8eab\u9ad4\u7684\u59ff\u614b\uff0c\u9084\u8981\u80fd\u7406\u89e3\u8a72\u52d5\u4f5c\u6240\u8868\u9054\u7684\u610f\u601d\uff0c\u518d\u4f9d\u6b64\u505a\u51fa\u76f8\u5c0d\u7684\u56de\u61c9\u3002<\/p>\n<p>\u76ee\u524d\u6709\u5169\u7a2e\u65b9\u5f0f\u53ef\u4ee5\u9054\u5230\u9019\u6a23\u7684\u76ee\u7684\uff1a\u4e00\u662f\u900f\u904e<a href=\"http:\/\/highscope.ch.ntu.edu.tw\/wordpress\/?p=82250\">\u6df1\u5ea6\u5b78\u7fd2<\/a>\u6a21\u578b\u8b58\u5225\u5f71\u50cf\u3002\u76ee\u524d\u7684\u6280\u8853\u5df2\u53ef\u4ee5\u5229\u7528\u5377\u7a4d\u795e\u7d93\u7db2\u8def\uff08Convolutional Neural Network\uff0cCNN\uff09\u6240\u5efa\u69cb\u7684\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u5075\u6e2c\u51fa\u55ae\u4e00\u93e1\u982d\u756b\u9762\u4e2d\u76842D\u62163D\u624b\u90e8\/\u8eab\u9ad4\u9aa8\u67b6\uff0c\u5176\u4e2d2D\u9aa8\u67b6\u59ff\u614b\u9810\u6e2c\u6280\u8853\u5df2\u76f8\u7576\u6210\u719f\uff0c\u751a\u81f3\u53ef\u540c\u6b65\u5075\u6e2c\u756b\u9762\u4e2d\u591a\u4eba\u7684\u9aa8\u67b6\u8cc7\u8a0a\uff0c\u56e0\u6b64\u53ef\u900f\u904e\u8ffd\u8e64\u4f7f\u7528\u8005\u624b\u90e8\u4f4d\u7f6e\u4f86\u9054\u5230\u7c21\u55ae\u4e92\u52d5\u3002\u4e00\u822c\u624b\u6a5f\u4e2d\u5e38\u898b\u53ef\u8ddf\u96a8\u4eba\u7269\u7684\u5373\u6642\u7279\u6548\uff0c\u751a\u81f3\u904b\u52d5\u54e1\u7684\u52d5\u4f5c\u5206\u6790\u7b49\uff0c\u4e5f\u662f\u5229\u7528\u985e\u4f3c\u7684\u6280\u8853\u3002\u800c\u70ba\u4e86\u8b93\u96fb\u8166\u7406\u89e3\u624b\u52e2\u5c0d\u61c9\u7684\u8a9e\u610f\uff0c\u9700\u8981\u9032\u4e00\u6b65\u904b\u7528\u53ef\u5206\u6790\u6642\u9593\u8207\u7a7a\u9593\u95dc\u806f\u6027\u7684\u6a21\u578b\u4f86\u9032\u884c\u52d5\u4f5c\u8b58\u5225\u3002\u57fa\u65bc\u5f71\u50cf\u7684\u624b\u52e2\u4e92\u52d5\u9700\u8981\u514b\u670d\u5f71\u50cf\u8f38\u5165\u5148\u5929\u7684\u52a3\u52e2\uff1a\u756b\u9762\u4e2d\u53ef\u80fd\u540c\u6642\u5b58\u5728\u8a31\u591a\u4eba\uff0c\u4e14\u67d0\u4e9b\u4eba\u7269\u7684\u90e8\u5206\u80a2\u9ad4\u53ef\u80fd\u56e0\u651d\u5f71\u6a5f\u89d2\u5ea6\u6216\u5f7c\u6b64\u906e\u853d\u800c\u96e3\u4ee5\u9810\u6e2c\u5176\u9aa8\u67b6\u3002<\/p>\n<p>\u53e6\u4e00\u7a2e\u4e0d\u501a\u9760\u5f71\u50cf\u8f38\u5165\u7684\u65b9\u5f0f\uff0c\u5247\u662f\u85c9\u7531\u88dd\u6709\u611f\u6e2c\u5668\u7684\u7a7f\u6234\u5f0f\u624b\u74b0\u3002\u5927\u591a\u7a7f\u6234\u5f0f\u624b\u74b0\u4f7f\u7528IMU\uff08Inertial Measurement Unit\uff0c\u6163\u6027\u6e2c\u91cf\u5143\u4ef6\uff09\u6e2c\u91cf\u4e09\u7dad\u65b9\u5411\u7684\u52a0\u901f\u5ea6\uff0c\u518d\u63a8\u7b97\u51fa\u4f7f\u7528\u8005\u7684\u624b\u90e8\u52d5\u4f5c\uff1b\u6709\u7684\u624b\u74b0\u5247\u6703\u984d\u5916\u52a0\u88dd\u808c\u96fb\u8a0a\u865f\u611f\u6e2c\u5668\u3002\u7576\u7136\uff0c\u4e5f\u53ef\u4ee5\u85c9\u7531\u7a7f\u6234\u66f4\u591a\u7684\u611f\u6e2c\u5668\uff0c\u800c\u5f97\u5230\u66f4\u7cbe\u7d30\u6216\u8eab\u9ad4\u5176\u4ed6\u90e8\u4f4d\u7684\u8cc7\u8a0a\u3002\u9019\u7a2e\u65b9\u6cd5\u4e5f\u9700\u8981\u6709\u9069\u7576\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u5728\u80cc\u5f8c\u652f\u6490\uff0c\u5206\u6790\u3001\u5224\u8b80\u624b\u74b0\u6240\u6536\u96c6\u5230\u7684\u6578\u64da\u3002<\/p>\n<p><strong>\u8857\u666f\u8fa8\u8b58\u8207\u5b9a\u4f4d<\/strong><\/p>\n<p>\u7b2c\u4e8c\u500bAI\u61c9\u7528\uff0c\u5247\u8207AR\u7684\u95dc\u4fc2\u8f03\u5bc6\u5207\u3002\u6b64\u8655\u7684\u300c\u5b9a\u4f4d\u300d\uff08localization\uff09\u4e26\u4e0d\u662f\u4f7f\u7528\u8005\u7576\u4e0b\u5730\u7406\u4f4d\u7f6e\u7684\u5ea7\u6a19\uff0c\u800c\u662f\u4f7f\u7528\u8005\u900f\u904e<a href=\"http:\/\/highscope.ch.ntu.edu.tw\/wordpress\/?p=82070\">AR\u88dd\u7f6e<\/a>\u770b\u51fa\u53bb\uff0c\u7cfb\u7d71\u80fd\u5728\u756b\u9762\u4e0a\u81ea\u52d5\u627e\u51fa\u4e0d\u540c\u5546\u5bb6\u6216\u4f01\u696d\u7684\u5546\u6a19\u62db\u724c\u4f4d\u65bc\u756b\u9762\u4e2d\u7684\u4f4d\u7f6e\u3002<\/p>\n<p>\u5546\u6a19\u8fa8\u8b58\u7684\u6280\u8853\u65e9\u57282005\u5e74\u4fbf\u5df2\u5728\u884c\u52d5\u88dd\u7f6e\u4e0a\u6709\u521d\u6b65\u61c9\u7528\u6210\u679c\uff0c\u4f46\u81f3\u4eca\u4ecd\u672a\u6709\u6210\u719f\u7684\u5546\u696d\u5316\u7522\u54c1\uff0c\u4e3b\u8981\u662f\u6cdb\u7528\u6027\u8207\u6e96\u78ba\u6027\u7684\u554f\u984c\uff1a\u5c24\u5176\u5728\u4e9e\u6d32\u570b\u5bb6\uff0c\u8857\u9053\u4e0a\u7684\u62db\u724c\u6392\u5217\u5341\u5206\u5bc6\u96c6\uff0c\u984f\u8272\u3001\u5f62\u72c0\u4e5f\u5404\u7570\uff0c\u6709\u6642\u66f4\u6709\u9713\u8679\u71c8\u6216\u8dd1\u99ac\u71c8\u9ede\u7db4\uff1b\u5373\u4f7f\u662f\u540c\u4e00\u9023\u9396\u4f01\u696d\u7684\u5404\u5206\u5e97\uff0c\u4e5f\u6703\u56e0\u70ba\u5404\u5340\u57df\u7684\u5730\u65b9\u7279\u8272\u8207\u4f7f\u7528\u7a7a\u9593\u4e0a\u7684\u9650\u5236\uff0c\u800c\u63a1\u7528\u4e0d\u540c\u7684\u62db\u724c\u8a2d\u8a08\uff0c\u589e\u52a0AI\u8fa8\u8b58\u7684\u96e3\u5ea6\u3002<\/p>\n<p><strong>VR\u5167\u5bb9\u5275\u4f5c<\/strong><\/p>\n<p>AI\u7684\u53e6\u4e00\u9805\u61c9\u7528\u5247\u662fVR\u5167\u5bb9\u7684\u5275\u4f5c\u3002VR\u5834\u666f\u7684\u5efa\u69cb\u9700\u8981\u5927\u91cf\u76843D\u7d20\u6750\uff0c\u4f46\u5927\u90e8\u5206\u4f7f\u7528\u8005\u4e26\u6c92\u6709\u5f88\u597d\u76843D\u7e6a\u5716\u80fd\u529b\uff0c\u6b64\u6642\u6211\u5011\u53ef\u4ee5\u4f7f\u7528\u4e09\u5143\u7d44\u7db2\u8def\uff08Triplet Network\uff09\u8b93AI\u7531\u65e2\u6709\u76843D\u7d20\u6750\u8cc7\u6599\u5eab\u4e2d\u63a8\u85a6\u7b26\u5408\u5834\u666f\u6216\u6545\u4e8b\u98a8\u683c\u7684\u7269\u4ef6\uff0c\u6216\u662f\u900f\u904e\u300c\u8de8\u57df\u8cc7\u6599\u751f\u6210\u300d\uff08Cross-domain data generation\uff09\u6280\u8853\uff0c\u5c07\u4eba\u985e\u6240\u7e6a\u88fd\u7684\u4e8c\u7dad\u8349\u5716\u6839\u64da\u8cc7\u6599\u5eab\u4e2d\u7684\u5f71\u50cf\u98a8\u683c\u9032\u884c\u8f49\u5316\u52a0\u4ee5\u7f8e\u5316\u3002<a href=\"http:\/\/highscope.ch.ntu.edu.tw\/wordpress\/?p=82841\">\u751f\u6210\u5c0d\u6297\u7db2\u8def\uff08Generative Adversarial Network\uff0cGAN\uff09<\/a>\u662f\u98a8\u683c\u8f49\u63db\u6280\u8853\u4e2d\u5e38\u7528\u7684\u6a21\u578b\u3002<\/p>\n<p>\u800c\u9664\u4e86\u8996\u89ba\uff0cAI\u4e5f\u53ef\u4ee5\u8f14\u52a9VR\u9ad4\u9a57\u5167\u5bb9\u7684\u8072\u97f3\u5275\u4f5c\u3002\u4f8b\u5982\uff1a\u6211\u5011\u53ef\u4ee5\u53ea\u63d0\u4f9b\u4e00\u500b\u5834\u666f\u7684\u756b\u9762\u4ee5\u53ca\u4e00\u500b\u5c0d\u61c9\u7684\u52d5\u4f5c\uff0c\u8b93AI\u751f\u6210\u76f8\u5c0d\u61c9\u7684\u8072\u97f3\u7247\u6bb5\uff0c\u7a31\u4e4b\u70ba\u300c\u8de8\u6a21\u614b\u8cc7\u6599\u751f\u6210\u300d\uff08Cross-modal data generation\uff09\u3002<a href=\"http:\/\/andrewowens.com\/vis\/\">MIT\u7684\u7814\u7a76\u5718\u968a<\/a>\u4fbf\u5df2\u958b\u767c\u51fa\u4e00\u5957\u6a21\u578b\uff0c\u80fd\u55ae\u7d14\u85c9\u7531\u6728\u68cd\u6572\u64ca\u4e0d\u540c\u4ecb\u9762\u7684\u756b\u9762\uff0c\u7522\u751f\u51fa\u7b26\u5408\u8a72\u6572\u64ca\u7684\u8072\u97f3\u3002<\/p>\n<p><strong>\u7c43\u7403\u8a13\u7df4\u7cfb\u7d71<\/strong><\/p>\n<p>\u80e1\u6559\u6388\u66fe\u8207\u5b78\u751f\u958b\u767c\u51fa\u4e00\u5957\u5c08\u70ba\u7c43\u7403\u8a2d\u8a08\u7684VR\u8a13\u7df4\u7cfb\u7d71\uff0c\u5176\u4e2d\u4fbf\u5145\u5206\u904b\u7528\u5230\u4e0a\u8ff0\u7a2e\u7a2eAI\u5728XR\u4e2d\u7684\u61c9\u7528\u3002<\/p>\n<p>\u6559\u7df4\u53ef\u5728\u8f38\u5165\u8ecc\u8de1\u8f03\u5bb9\u6613\u7684\u5e73\u677f\u88dd\u7f6e\u4e0a\u7e6a\u88fd\u9032\u653b\u8def\u7dda\uff0c\u7cfb\u7d71\u6703\u5373\u6642\u5c072D\u8ecc\u8de1\u8def\u7dda\u8f49\u63db\u70ba\u6240\u6709\u7403\u54e1\u8dd1\u52d5\u7684\u4e09\u7dad\u52d5\u756b\uff0c\u4f7f\u7528\u8005\u6234\u4e0aVR\u982d\u76d4\u5373\u53ef\u4ee5\u4efb\u610f\u5207\u63db\u8996\u89d2\u4e86\u89e3\u81ea\u5df1\u6216\u5176\u4ed6\u4e0d\u540c\u9663\u5bb9\u4f4d\u7f6e\uff08\u4e2d\u92d2\u3001\u5f8c\u885b\u2026\u2026\uff09\u7684\u7403\u54e1\u7576\u4e0b\u61c9\u8a72\u7ad9\u5b9a\u7684\u4f4d\u7f6e\u8207\u52d5\u4f5c\uff0c\u63d0\u5347\u5c0d\u6230\u8853\u7684\u7406\u89e3\u4e26\u589e\u52a0\u7df4\u7fd2\u6642\u7684\u81e8\u5834\u611f\uff0c\u66f4\u4e0d\u6015\u56e0\u70ba\u968a\u53cb\u4eba\u6578\u4e0d\u8db3\u800c\u7121\u6cd5\u7df4\u7fd2\u6230\u8853\u3002\u5176\u4e2d\u4e00\u822c\u6230\u8853\u8b1b\u89e3\u6642\u6700\u5e38\u88ab\u5ffd\u7565\u7684\u9632\u5b88\u8005\u89d2\u8272\uff0c\u5176\u9632\u5b88\u8ecc\u8de1\u7684\u79fb\u52d5\u5c31\u662f\u7528AI\u7684\u65b9\u5f0f\uff0c\u5f9eNBA\u904e\u5f80\u6bd4\u8cfd\u4e2d\u7403\u54e1\u79fb\u52d5\u7684\u8ecc\u8de1\u8cc7\u6599\u4e2d\u6240\u6a21\u64ec\u51fa\u4f86\u7684\u3002<\/p>\n<p>\u914d\u5408IMU\u7a7f\u6234\u5f0f\u88dd\u7f6e\uff0c\u7cfb\u7d71\u4e5f\u53ef\u900f\u904e\u9810\u8a13\u7df4\u597d\u7684AI\u6a21\u578b\u5373\u6642\u5075\u6e2c\u7403\u54e1\u9032\u653b\u52d5\u4f5c\uff0c\u9032\u800c\u53ca\u6642\u6307\u5c0e\u6216\u7cfe\u6b63\u7403\u54e1\u3002\u7cfb\u7d71\u66f4\u53ef\u4ee5\u8f09\u5165\u7403\u968a\u4e2d\u5404\u500b\u7403\u54e1\u7684\u5be6\u969b\u6a23\u8c8c\uff0c\u8b93\u7df4\u7fd2\u60c5\u5883\u66f4\u70ba\u903c\u771f\u3002<\/p>\n<div 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