{"id":1270,"date":"2024-10-14T21:55:33","date_gmt":"2024-10-14T13:55:33","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=1270"},"modified":"2024-10-14T21:55:33","modified_gmt":"2024-10-14T13:55:33","slug":"202410%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-multi-dimensional-stereo-face-reconstruction-for-psychological-assistant-diagnosis-in-medical-meta-universe","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202410%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-multi-dimensional-stereo-face-reconstruction-for-psychological-assistant-diagnosis-in-medical-meta-universe\/","title":{"rendered":"202410\u8bba\u6587\u7814\u8bfb-Multi-dimensional stereo face reconstruction for psychological assistant diagnosis in medical\u00a0meta-universe"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aWeiyi&nbsp;Kong,&nbsp;Zhisheng&nbsp;You,&nbsp;Shiyang&nbsp;Lyu,&nbsp;Xuebin&nbsp;Lv&nbsp;<br>\u5355\u4f4d\uff1a\u56db\u5ddd\u5927\u5b66<br>\u6765\u6e90\uff1aInformation Sciences 2024 January<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001\u7814\u7a76\u80cc\u666f<\/strong><\/h2>\n\n\n\n<p>1.\u533b\u5b66\u5e94\u7528\u573a\u666f\u90e8\u5206\uff1a\u76ee\u524d\uff0c\u4eba\u4eec\u5fc3\u7406\u5065\u5eb7\u65b9\u9762\u75be\u75c5\u7684\u51fa\u73b0\u6982\u7387\u8f83\u9ad8\uff0c\u800c\u4f20\u7edf\u7684\u5fc3\u7406\u6cbb\u7597\u65b9\u6cd5\u66f4\u591a\u662f\u9762\u5bf9\u9762\u7684\u8bca\u65ad\uff0c\u8fd9\u5bf9\u4e8e\u5fc3\u7406\u6cbb\u7597\u5e08\u7684\u6570\u91cf\u548c\u4ed6\u4eec\u7684\u4e13\u4e1a\u7d20\u8d28\u6c34\u5e73\u6709\u7740\u6781\u9ad8\u7684\u8981\u6c42\u3002\u5fc3\u7406\u8bca\u65ad\u65b9\u5411\u7684\u89c6\u89c9\u5143\u5b87\u5b99\u6784\u5efa\uff0c\u80fd\u591f\u7a81\u7834\u5730\u57df\u4e0a\u7684\u9650\u5236\uff0c\u53ef\u4ee5\u5c06\u4e09\u7ef4\u9762\u90e8\u91cd\u5efa\u3001AI\u6df1\u5ea6\u5b66\u4e60\u7b49\u76f8\u5173\u6280\u672f\u96c6\u6210\u5176\u4e2d\uff0c\u73b0\u5728\u8fd8\u5904\u4e8e\u8d77\u6b65\u9636\u6bb5\uff0c\u9762\u90e8\u5fae\u8868\u60c5\u7684\u4e09\u7ef4\u91cd\u5efa\u662f\u7814\u7a76\u7684\u91cd\u70b9\u3002<\/p>\n\n\n\n<p>2.3D version\u90e8\u5206\uff1a\u5927\u591a\u6570\u73b0\u6709\u7684 3D \u7269\u4f53\u7684\u89c6\u89c9\u8868\u793a\u90fd\u4f7f\u7528\u4f53\u7d20\u3001\u7f51\u683c\u6216\u70b9\u4e91\u7279\u5f81\u3002\u4f53\u7d20\u5c06\u4e09\u7ef4\u5bf9\u8c61\u63cf\u8ff0\u4e3a\u4f53\u7d20\u7f51\u683c\uff0c\u4f46\u901a\u5e38\u5b58\u5728\u5206\u8fa8\u7387\u4f4e\u3001\u5b58\u50a8\u6210\u672c\u9ad8\u7b49\u95ee\u9898\uff1b\u7f51\u683c\u5728\u52a8\u753b\u4e2d\u5f88\u5e38\u89c1\uff0c\u4f46\u8fd9\u4e9b\u8868\u793a\u4e0e 3D \u8f93\u51fa\u6ca1\u6709\u76f4\u63a5\u5173\u7cfb\uff1b\u5c06\u4e09\u7ef4\u7269\u4f53\u7684\u5f62\u72b6\u4fe1\u606f\u786e\u5b9a\u4e3a\u4e09\u7ef4\u70b9\u4e91\u7684\u4e2d\u5fc3\uff0c\u901a\u8fc7\u4e09\u7ef4\u4f20\u611f\u5668\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u83b7\u53d6\uff0c\u4f46\u4e09\u7ef4\u7269\u4f53\u4ea7\u751f\u7684\u65e0\u5e8f\u4e09\u7ef4\u70b9\u53ef\u80fd\u4f1a\u5e72\u6270\u540e\u7eed\u7684\u8ba1\u7b97\u548c\u5206\u6790\u3002\u800c\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\uff0c\u7279\u522b\u662f\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u591a\u57df\u7814\u7a76\u4e0e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u7684\u7ed3\u5408\u6210\u4e3a\u8de8\u5b66\u79d1\u7814\u7a76\u7684\u70ed\u70b9\u3002<\/p>\n\n\n\n<p>3.\u6838\u5fc3\u76f8\u5173\u90e8\u5206\uff1a\u76ee\u524d\u7814\u7a76\u4e3b\u8981\u57fa\u4e8e\u4e8c\u7ef4\u56fe\u50cf\u548c\u89c6\u9891\u5e27\u4f5c\u4e3a\u8f93\u5165\uff0c\u4f46\u4f20\u7edf\u7684\u56fe\u50cf\u5904\u7406\u65b9\u6cd5\u65e0\u6cd5\u8ddf\u8e2a\u5feb\u901f\u53d8\u5316\u7684\u5fae\u8868\u60c5\uff0c\u4eba\u8138\u7684\u60c5\u7eea\u72b6\u6001\u662f\u901a\u8fc7\u6bd4\u8f83\u6570\u636e\u5e93\u4e2d\u5b58\u50a8\u7684\u6807\u51c6\u8868\u60c5\u6a21\u578b\u6765\u786e\u5b9a\u7684\u3002\u8fd9\u79cd\u65b9\u6cd5\u76f8\u5bf9\u7b80\u5355\u5feb\u6377\uff0c\u4f46\u53ef\u80fd\u4f1a\u5bf9\u5149\u7ebf\u3001\u89d2\u5ea6\u548c\u8868\u73b0\u7684\u590d\u6742\u7a0b\u5ea6\u4ea7\u751f\u4e00\u4e9b\u5f71\u54cd\u3002\u5bf9\u4e8e\u9762\u90e8\u5fae\u8868\u60c5\u548c\u60c5\u7eea\u7684\u8bc6\u522b\u548c\u5206\u6790\uff0c\u5927\u591a\u6570\u7814\u7a76\u90fd\u662f\u57fa\u4e8e\u56fe\u50cf\u672c\u8eab\uff0c\u800c\u5728\u5b9e\u9645\u60c5\u51b5\u4e0b\uff0c\u662f\u9700\u8981\u5bf9\u89c6\u9891\u91c7\u96c6\u6570\u636e\u4e2d\u7684\u9762\u90e8\u60c5\u7eea\u8fdb\u884c\u5904\u7406\u4ee5\u8fdb\u884c\u5206\u6790\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u8bba\u6587\u4e3b\u8981\u8d21\u732e<\/strong><\/h2>\n\n\n\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u4f5c\u8005\u521b\u65b0\u6027\u5730\u63d0\u51fa\u4e86\u4e00\u79cd\u5177\u6709\u591a\u5206\u8fa8\u7387\u548c\u6df1\u5ea6\u6ce8\u610f\u529b\u673a\u5236\u7684 3D \u91cd\u5efa\u7f51\u7edc\uff0c\u7528\u4e8e\u533b\u5b66\u5143\u5b87\u5b99\u4e2d\u4eba\u8138\u7684\u6df1\u5ea6\u548c\u590d\u6742\u60c5\u611f\u5206\u6790\uff0c\u7528\u4e8e 3D \u4eba\u8138\u7684\u5fae\u8868\u60c5\u5efa\u6a21\u548c\u60c5\u611f\u5206\u6790\uff0c\u5177\u4f53\u8d21\u732e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>1.\u4e0e\u4f20\u7edf\u795e\u7ecf\u7f51\u7edc\u76f8\u6bd4\uff0c\u4f5c\u8005\u521b\u65b0\u6027\u5730\u8bbe\u8ba1\u4e86\u4e0d\u540c\u5206\u8fa8\u7387\u7684\u4e09\u7ef4\u5377\u79ef\u6a21\u5757\uff0c\u53ef\u4ee5\u6355\u6349\u5230\u66f4\u8be6\u7ec6\u7684\u9762\u90e8\u5fae\u8868\u60c5\u53d8\u5316\u3002\u6b64\u5916\uff0c\u5b83\u8fd8\u514b\u670d\u4e86\u53e3\u7f69\u7b49\u7269\u4f53\u88ab\u906e\u6321\u65f6\u7684\u91cd\u5efa\u53d8\u5f62\uff0c\u8be5\u7b97\u6cd5\u9c81\u68d2\u6027\u548c\u6297\u5e72\u6270\u80fd\u529b\u7684\u63d0\u5347\uff0c\u4f7f\u5f97\u6784\u5efa\u5fc3\u7406\u5065\u5eb7\u8bca\u65ad\u7684\u5143\u5b87\u5b99\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n\n\n\n<p>2.\u7f51\u7edc\u6846\u67b6\u91c7\u7528\u4e86\u591a\u6a21\u6001\u878d\u5408\u7b56\u7565\uff0c\u5e76\u521b\u65b0\u6027\u5730\u5f15\u5165\u4e86\u6539\u8fdb\u7684\u4e09\u7ef4\u901a\u9053\u6ce8\u610f\u529b\u6a21\u5757\uff0c\u63d0\u9ad8\u4e86\u7f51\u7edc\u5bf9\u5fae\u8868\u60c5\u53d8\u5316\u7684\u9884\u6d4b\u7387\uff0c\u6709\u5229\u4e8e\u5b9e\u65f6\u8f93\u51fa\u5177\u6709\u7ec6\u817b\u7eb9\u7406\u7684\u5fae\u8868\u60c5\u56fe\u50cf\u3002\u540c\u65f6\u5728\u4fdd\u8bc1\u7b97\u6cd5\u51c6\u786e\u6027\u7684\u540c\u65f6\uff0c\u52a0\u5feb\u4e86\u5fae\u8868\u8fbe\u5f0f\u7684\u91cd\u5efa\u901f\u5ea6\uff0c\u4e3a\u7aef\u5230\u7aef\u7684\u865a\u62df\u4f1a\u8bca\u5e73\u53f0\u63d0\u4f9b\u4e86\u652f\u6491\u3002<\/p>\n\n\n\n<p>3.\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u7528\u4e8e\u5fc3\u7406\u8f85\u52a9\u8bca\u65ad\u7684\u591a\u5206\u8fa8\u7387 3D \u9762\u90e8\u91cd\u5efa\u7b97\u6cd5\uff0c\u4e3a\u533b\u5b66\u5143\u5b87\u5b99\u7684\u6784\u5efa\u63d0\u4f9b\u4e86\u6709\u6548\u652f\u6301\u3002\u53ef\u5b9e\u73b0\u5fc3\u7406\u6cbb\u7597\u5e08\u4e0e\u60a3\u8005\u4e4b\u95f4\u7684\u8fdc\u7a0b\u5b9e\u65f6\u5bf9\u8bdd\u8bca\u65ad\uff0c\u540c\u65f6\u4e5f\u53ef\u7528\u4e8e\u65b0\u5fc3\u7406\u6cbb\u7597\u5e08\u7684\u6a21\u62df\u57f9\u8bad\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u7f51\u7edc\u4e3b\u8981\u6a21\u5757\u67b6\u6784<\/strong><\/h2>\n\n\n\n<p>\u672c\u6587\u4e2d\u63d0\u51fa\u7684\u7f51\u7edc\u6a21\u578b\u4e3b\u8981\u5206\u4e3a\u524d\u7aef\u7279\u5f81\u63d0\u53d6\u6a21\u5757\u3001\u59ff\u6001\u4f30\u8ba1\u5339\u914d\u4e0e\u4f18\u5316\u6a21\u5757\u548c\u591a\u6a21\u6001\u878d\u5408\u6a21\u5757\u3002<\/p>\n\n\n\n<p>1.Multidimensional feature extraction module<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"844\" height=\"409\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-50.png\" alt=\"\" class=\"wp-image-1387\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-50.png 844w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-50-300x145.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-50-768x372.png 768w\" sizes=\"auto, (max-width: 844px) 100vw, 844px\" \/><\/figure>\n\n\n\n<p>\u591a\u7ef4\u7279\u5f81\u63d0\u53d6\u6a21\u5757\u662f\u6df1\u5ea6\u590d\u5408\u7f51\u7edc\u7684\u7b2c\u4e00\u4e2a\u5b50\u7f51\u7edc\uff0c\u8f93\u5165\u7684RGB\u56fe\u50cf\u901a\u8fc7\u4e00\u7cfb\u5217\u591a\u5c3a\u5ea6\u7684\u4e09\u7ef4\u5377\u79ef\u6765\u6df1\u5ea6\u5b66\u4e60\u518d\u73b0\u3002\u7b2c\u4e00\u5c3a\u5ea6\u4e09\u7ef4\u5377\u79ef\u7528\u4e8e\u63d0\u53d6\u539f\u59cb\u56fe\u50cf\u7684\u9762\u90e8\u7279\u5f81\u7684\u8fb9\u7f18\u4fe1\u606f\uff0c\u5373\u7c97\u5c3a\u5ea6\u7279\u5f81\uff1b\u7b2c\u4e8c\u4e2a\u5c3a\u5ea6\u662f 3D \u5377\u79ef\uff0c\u7528\u4e8e\u6355\u83b7\u9762\u90e8\u7eb9\u7406\u7684\u4e8c\u7ef4\u989c\u8272\u4fe1\u606f\u3002\u7b2c\u4e09\u4e2a\u5c3a\u5ea6\u4e2d\uff0c\u4f7f\u7528\u4e09\u7ef4\u5377\u79ef\u63d0\u53d6\u5c40\u90e8\u7ec6\u8282\u7684\u6df1\u5ea6\u4fe1\u606f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"192\" height=\"94\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-55.png\" alt=\"\" class=\"wp-image-1394\"\/><\/figure>\n\n\n\n<p>\u4e0a\u65b9\u662f\u7279\u5f81\u4ee3\u4ef7\u516c\u5f0f\uff0c\u5176\u4e2d\u8868\u793a\u7b2c\u4e09\u4e2a\uff08\u6700\u9ad8\uff09\u56fe\u5c42\u7684\u7279\u5f81\u503c\uff0c\u662f SoftMax \u64cd\u4f5c\u3002\u8868\u793a 3D \u8f6c\u7f6e\u5377\u79ef\u5c42\u8f93\u51fa\u4e2d\u50cf\u7d20 n \u7684\u503c\u3002R \u662f\u56fe\u50cf\u7f29\u653e\u6bd4\u4f8b\u3002\u5373\u7b2c\u4e00\u5c42\uff08\u6700\u4f4e\uff09\u5206\u8fa8\u7387 r = 1\/4\uff0c\u7b2c\u4e09\u5c42\uff08\u6700\u9ad8\uff09\u5c42 r = 1\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u66f4\u6e05\u695a\u5730\u663e\u793a\u7279\u5f81\u63d0\u53d6\u548c\u6b8b\u5dee\u94fe\u63a5\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u591a\u7ef4\u7279\u5f81\u63d0\u53d6\u4e3b\u8981\u4f7f\u7528\u9ad8\u9891\u5206\u8fa8\u7387\u548c\u4f4e\u9891\u5206\u8fa8\u7387\u4e24\u4e2a\u7279\u5f81\u63d0\u53d6\u5668\u3002<\/p>\n\n\n\n<p>2.3D residual attention module<\/p>\n\n\n\n<p>\u4e3a\u4e86\u66f4\u597d\u5730\u5229\u7528\u9ad8\u9891\u548c\u4f4e\u9891\u7279\u5f81\u63d0\u53d6\u6a21\u5757\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u53cc\u4e09\u7ef4\u6b8b\u5dee\u6ce8\u610f\u529b\u6a21\u5757\uff0c\u5e76\u5c06\u5176\u7528\u4e8e\u7f51\u7edc\u4e2d\uff0c\u4e0b\u56fe\u5373\u4e3a\u6a21\u5757\u5177\u4f53\u7684\u539f\u7406\u7ed3\u6784\u56fe\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"730\" height=\"332\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-59.png\" alt=\"\" class=\"wp-image-1403\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-59.png 730w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-59-300x136.png 300w\" sizes=\"auto, (max-width: 730px) 100vw, 730px\" \/><\/figure>\n\n\n\n<p>\u5b83\u7531\u7a7a\u95f4\u548c\u901a\u9053\u7684\u53cc\u91cd\u6ce8\u610f\u529b\u673a\u5236\u7ec4\u6210\uff0c\u901a\u8fc7\u53cc\u6ce8\u610f\u529b\u673a\u5236\u6a21\u5757\u5f97\u5230\u6ce8\u610f\u529b\u56fe\u8c31\uff0c\u7136\u540e\u5c06\u539f\u59cb\u8f93\u5165\u548c\u5730\u56fe\u8fdb\u884c\u52a0\u6743\u6c42\u548c\uff0c\u5f97\u5230\u6ce8\u610f\u529b\u673a\u5236\u6a21\u5757\u7684\u603b\u8f93\u51fa\u3002<\/p>\n\n\n\n<p>3.Loss<\/p>\n\n\n\n<p>\u5728\u672c\u6587\u4e2d\uff0cSMOOTHL1 \u88ab\u7528\u4f5c\u57fa\u672c\u7684\u635f\u5931\u51fd\u6570\u3002\u8fd9\u662f\u56e0\u4e3a\u5b83\u53ef\u4ee5\u4fdd\u8bc1\u6a21\u578b\u7684\u5feb\u901f\u6536\u655b\uff0c\u5e76\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u51cf\u5c11\u5f02\u5e38\u7684\u5f02\u5e38\u503c\u6570\u91cf\uff0c\u53ef\u4ee5\u5e2e\u52a9\u8f93\u51fa\u8fde\u7eed\u9884\u6d4b\u7684\u7279\u5f81\u503c\u3002\u5b83\u7684\u5206\u6bb5\u8868\u8fbe\u5f0f\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"706\" height=\"74\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-60.png\" alt=\"\" class=\"wp-image-1406\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-60.png 706w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-60-300x31.png 300w\" sizes=\"auto, (max-width: 706px) 100vw, 706px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u5b9e\u9a8c\u8ba8\u8bba<\/strong><\/h2>\n\n\n\n<p>1.\u8bad\u7ec3\u6570\u636e\u96c6\u9009\u53d6\uff1a\u4f7f\u7528CASME II \u6570\u636e\u96c6\u3001CAS\uff08ME\uff092 \u6570\u636e\u96c6\u548c\u667a\u80dc\u6570\u636e\u96c6\u4e09\u4e2a\u539f\u59cb\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>2.\u6570\u636e\u96c6\u5206\u6790\uff1a \u4e0b\u65b9\u56fe\u4e00\u53cd\u6620\u4e86\u6570\u636e\u96c6\u6837\u672c\u4e0d\u540c\u60c5\u7eea\u89c6\u9891\u6d41\u56fe\u50cf\u7684\u5206\u5e03\uff0c\u56fe\u4e8c\u53cd\u6620\u4e86\u4e00\u4e9b\u968f\u673a\u9009\u62e9\u7684\u6837\u672c\u56fe\u50cf\u4e2d\u79ef\u6781\u60c5\u7eea\u7684\u6bd4\u4f8b\uff0c\u5176\u4e2d\u84dd\u8272\u4ee3\u8868\u6b63\u5b9a\u91cf\u6837\u672c\uff0c\u767d\u8272\u80cc\u666f\u4ee3\u8868\u8d1f\u5b9a\u91cf\u6837\u672c\u3002\u4ece\u4e24\u5f20\u56fe\u50cf\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u6837\u672c\u56fe\u50cf\u7684\u60c5\u611f\u975e\u5e38\u4e30\u5bcc\uff0c\u6709\u5229\u4e8e\u6570\u636e\u7684\u8bad\u7ec3\uff0c\u6709\u52a9\u4e8e\u7f51\u7edc\u5b66\u4e60\u66f4\u591a\u7684\u5fae\u8868\u8fbe\u5f0f\u53d8\u5316\uff0c\u4ee5\u63d0\u9ad8\u91cd\u5efa\u7684\u7ec6\u8282\u5904\u7406\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"716\" height=\"382\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-63.png\" alt=\"\" class=\"wp-image-1409\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-63.png 716w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-63-300x160.png 300w\" sizes=\"auto, (max-width: 716px) 100vw, 716px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"646\" height=\"378\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-64.png\" alt=\"\" class=\"wp-image-1411\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-64.png 646w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-64-300x176.png 300w\" sizes=\"auto, (max-width: 646px) 100vw, 646px\" \/><\/figure>\n\n\n\n<p>3.\u8bad\u7ec3\u73af\u5883\uff1a\u7b97\u6cd5\u5b9e\u9a8c\u5168\u90e8\u5728Ubuntu\u7cfb\u7edf\u4e0a\u8fdb\u884c\uff0c\u4f7f\u7528\u7684\u8bed\u8a00\u662fPython 3.6\uff0c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5377\u79ef\u7f51\u7edc\u662f\u7528PyTorch\u6846\u67b6\u6784\u5efa\u7684\u3002\u8bad\u7ec3\u4e2d\u4f7f\u7528\u7684GPU\u548cCPU\u578b\u53f7\u4e3aGeForce GTX 1080Ti\u548c\u5206\u522b\u662f\u82f1\u7279\u5c14i7-7700\u3002<\/p>\n\n\n\n<p>4.\u91cd\u5efa\u5b9e\u9a8c\uff1a\u5b9e\u9a8c\u4e2d\u7684\u7f51\u7edc\u67b6\u6784\u91c7\u7528\u591a\u5206\u8fa8\u7387\u67b6\u6784\uff0c\u5c06\u9ad8\u5206\u8fa8\u7387\u548c\u4f4e\u5206\u8fa8\u7387\u7684 3D \u5377\u79ef\u96c6\u6210\u5230\u4e00\u4e2a 3D \u6210\u672c\u4f53\u4e2d\uff0c\u5176\u4e2d\u9ad8\u9891\u548c\u4f4e\u9891 3D \u5377\u79ef\u7528\u4e8e\u8ba1\u7b97\u548c\u5206\u6790\u9762\u90e8\u9aa8\u9abc\u7ed3\u6784\u548c\u7eb9\u7406\u7279\u5f81\u3002\u4e4b\u540e\uff0c\u901a\u8fc7\u7f51\u7edc\u7684\u878d\u5408\u5c42\uff0c\u5c06\u8ba1\u7b97\u51fa\u7684\u591a\u7ef4\u7279\u5f81\u4e0e\u6210\u672c\u91cf\u878d\u5408\u3002\u7531\u4e8e\u7f51\u7edc\u67b6\u6784\u4ece\u4e00\u5f00\u59cb\u5c31\u91c7\u7528\u4e86\u5bc6\u96c6\u5bf9\u9f50\uff0c\u56e0\u6b64\u751f\u6210\u7684\u7eb9\u7406\u7279\u5f81\u6210\u672c\u4f53\u79ef\u548c\u6df1\u5ea6\u56fe\u50cf\u5b8c\u5168\u5bf9\u5e94\u3002\u6700\u540e\uff0c\u901a\u8fc7\u7acb\u4f53\u878d\u5408\uff0c\u91cd\u5efa\u5177\u6709\u7cbe\u7ec6\u7eb9\u7406\u7279\u5f81\u7684\u4eba\u8138\u56fe\u50cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"722\" height=\"469\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-66.png\" alt=\"\" class=\"wp-image-1415\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-66.png 722w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/10\/image-66-300x195.png 300w\" sizes=\"auto, (max-width: 722px) 100vw, 722px\" \/><\/figure>\n\n\n\n<p>\u4e0a\u56fe\u4e3a\u6df1\u5ea6\u56fe\u548c\u5bf9\u5e94\u7684\u4e09\u7ef4\u91cd\u6784\u9762\u90e8\u60c5\u7eea\u56fe\uff0c\u8fd9\u662f\u4ece\u91cd\u5efa\u5b9e\u9a8c\u7ed3\u679c\u4e2d\u968f\u673a\u9009\u53d6\u4e86\u4e00\u7ec4\u5fae\u8868\u8fbe\u56fe\u50cf\u3001\u6df1\u5ea6\u56fe\u548c\u5e26\u7eb9\u7406\u7684\u91cd\u5efa\u56fe\u50cf\u7684\u7ed3\u679c\uff0c\u5c55\u793a\u4e86 Face Depth Image \u548c Texture Image \u7684\u878d\u5408\u7ed3\u679c\uff0c\u8fd9\u4e5f\u5145\u5206\u8bc1\u660e\u4e86\u8be5\u7f51\u7edc\u7ed3\u6784\u53ef\u4ee5\u5b8c\u6210\u533b\u5b66\u5143\u5b87\u5b99\u4e2d\u5fc3\u7406\u8bca\u65ad\u7684\u9762\u90e8\u91cd\u5efa\u4efb\u52a1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e94\u3001\u603b\u7ed3<\/strong><\/h2>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u7531\u7acb\u4f53\u8bef\u5dee\u76d1\u7763\u7684\u65b0\u578b\u6df1\u5ea6 3D \u9762\u90e8\u91cd\u5efa\u7f51\u7edc\uff0c\u5b83\u88ab\u8ba4\u4e3a\u662f\u6784\u5efa\u533b\u5b66\u5143\u5b87\u5b99\u5fc3\u7406\u8bca\u65ad\u5e73\u53f0\u7684\u6709\u6548\u624b\u6bb5\u3002\u8be5\u7f51\u7edc\u7531\u4e24\u4e2a\u5b50\u6a21\u578b\u7ec4\u6210\uff0c\u591a\u5206\u8fa8\u7387\u7279\u5f81\u6355\u83b7\u6a21\u5757\u7528\u4e8e\u63d0\u53d6\u4e0d\u540c\u7ea7\u522b\u7684\u9762\u90e8\u7279\u5f81\u3002residual attention mechanism \u6a21\u5757\u7528\u4e8e\u63d0\u9ad8\u8bad\u7ec3\u548c\u9884\u6d4b\u901f\u5ea6\uff1bresidual module \u4e5f\u7528\u4e8e\u5b66\u4e60\u66f4\u8be6\u7ec6\u7684\u7279\u5f81\uff0c\u901a\u8fc7\u6700\u7ec8\u7684\u878d\u5408\u91cd\u5efa\uff0c\u5b9e\u73b0\u4e86\u771f\u5b9e\u4eba\u8138\u5230\u865a\u62df\u7a7a\u95f4\u4eba\u8138\u7684\u91cd\u5efa\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aWeiyi&nbsp;Kong,&nbsp;Zhisheng&nbsp;You,&nbsp;Shiyan [&hellip;]<\/p>\n","protected":false},"author":63,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1270","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1270","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/63"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=1270"}],"version-history":[{"count":6,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1270\/revisions"}],"predecessor-version":[{"id":1423,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1270\/revisions\/1423"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=1270"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=1270"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=1270"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}