{"id":6281,"date":"2025-08-29T08:42:00","date_gmt":"2025-08-29T00:42:00","guid":{"rendered":"https:\/\/infernews.com\/?p=6281"},"modified":"2025-08-29T08:42:01","modified_gmt":"2025-08-29T00:42:01","slug":"mcd-rppg-%e9%9d%9e%e6%8e%a5%e8%a7%b8%e5%bc%8f%e5%81%a5%e5%ba%b7%e7%9b%a3%e6%b8%ac%e7%9a%84%e6%9c%aa%e4%be%86","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/mcd-rppg-%e9%9d%9e%e6%8e%a5%e8%a7%b8%e5%bc%8f%e5%81%a5%e5%ba%b7%e7%9b%a3%e6%b8%ac%e7%9a%84%e6%9c%aa%e4%be%86\/","title":{"rendered":"MCD-rPPG \u975e\u63a5\u89f8\u5f0f\u5065\u5eb7\u76e3\u6e2c\u7684\u672a\u4f86"},"content":{"rendered":"\n

\u5927\u898f\u6a21\u591a\u6a21\u614b MCD-rPPG<\/a> \u8cc7\u6599\u96c6\u65e8\u5728\u7528\u65bc\u9060\u7a0b\u5149\u96fb\u5bb9\u7a4d\u8108\u640f\u6ce2 (rPPG) \u548c\u57fa\u65bc\u8996\u8a0a\u7684\u5065\u5eb7\u751f\u7269\u6a19\u8a18\u4f30\u8a08\u3002\u6b64\u8cc7\u6599\u96c6\u5305\u542b 600 \u540d\u53d7\u8a66\u8005\u5728\u975c\u6b62\u548c\u904b\u52d5\u5f8c\u72c0\u614b\u4e0b\uff0c\u5f9e\u4e09\u500b\u651d\u5f71\u6a5f\u4ee5\u4e0d\u540c\u89d2\u5ea6\u62cd\u651d\u7684\u540c\u6b65\u8996\u8a0a\u8a18\u9304\u3001PPG \u548c ECG \u8a0a\u865f\u4ee5\u53ca\u64f4\u5c55\u7684\u5065\u5eb7\u6307\u6a19\uff08\u52d5\u8108\u8840\u58d3\u3001\u8840\u6c27\u98fd\u548c\u5ea6\u3001\u58d3\u529b\u6c34\u5e73\u7b49\uff09\u3002<\/p>\n\n\n\n

\u6211\u5011\u9084\u63d0\u4f9b\u4e86\u4e00\u500b\u9ad8\u6548\u7684\u591a\u4efb\u52d9\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u5373\u4f7f\u5728 CPU \u4e0a\u4e5f\u53ef\u4ee5\u5373\u6642\u4f30\u8a08\u81c9\u90e8\u8996\u8a0a\u4e2d\u7684\u8108\u640f\u6ce2\u8a0a\u865f\u548c\u5176\u4ed6\u751f\u7269\u6a19\u8a18\u3002(Paper<\/a>)<\/p>\n\n\n\n

\"\"<\/a><\/figure>\n\n\n\n\n\n\n\n

## \u9060\u7aef\u5149\u9ad4\u7a4d\u8b8a\u5316\u63cf\u8a18\u8853 (rPPG) \u7684\u65b0\u91cc\u7a0b\u7891\uff1aMCD-rPPG \u591a\u93e1\u982d\u8cc7\u6599\u96c6\u63ed\u793a\u975e\u63a5\u89f8\u5f0f\u5065\u5eb7\u76e3\u6e2c\u7684\u672a\u4f86<\/p>\n\n\n\n

\u60f3\u50cf\u4e00\u4e0b\uff0c\u7121\u9700\u4efb\u4f55\u63a5\u89f8\uff0c\u50c5\u900f\u904e\u4e00\u9053\u5149\u7dda\uff0c\u5c31\u80fd\u6e96\u78ba\u6e2c\u91cf\u60a8\u7684\u5fc3\u7387\u3001\u8840\u58d3\u751a\u81f3\u662f\u58d3\u529b\u6c34\u5e73\u3002\u9019\u4e26\u975e\u79d1\u5e7b\u5c0f\u8aaa\u60c5\u7bc0\uff0c\u800c\u662f\u9060\u7aef\u5149\u9ad4\u7a4d\u8b8a\u5316\u63cf\u8a18\u8853 (rPPG) \u6b63\u5728\u5be6\u73fe\u7684\u9858\u666f\u3002\u800c\u73fe\u5728\uff0c\u4e00\u500b\u540d\u70ba\u300cMCD-rPPG\u300d\u7684\u591a\u93e1\u982d\u8cc7\u6599\u96c6\u8207\u5176\u914d\u5957\u5de5\u5177\u7684\u554f\u4e16\uff0c\u6b63\u70ba\u9019\u9805\u6280\u8853\u7684\u767c\u5c55\u958b\u555f\u4e86\u5168\u65b0\u7684\u7bc7\u7ae0\u3002<\/p>\n\n\n\n

### \u4ec0\u9ebc\u662f rPPG\uff1f\u975e\u63a5\u89f8\u5f0f\u76e3\u6e2c\u7684\u6f5b\u529b<\/p>\n\n\n\n

\u9060\u7aef\u5149\u9ad4\u7a4d\u8b8a\u5316\u63cf\u8a18\u8853 (rPPG) \u662f\u4e00\u7a2e\u5275\u65b0\u7684\u975e\u63a5\u89f8\u5f0f\u6280\u8853\uff0c\u5b83\u5229\u7528\u6a19\u6e96\u651d\u5f71\u6a5f\uff08\u4f8b\u5982\u667a\u6167\u578b\u624b\u6a5f\u6216\u7db2\u8def\u651d\u5f71\u6a5f\uff09\u4f86\u6e2c\u91cf\u4eba\u9ad4\u76ae\u819a\u984f\u8272\u56e0\u8840\u6db2\u5faa\u74b0\u5f15\u8d77\u7684\u5fae\u5c0f\u8b8a\u5316\uff0c\u9032\u800c\u63a8\u7b97\u51fa\u5fc3\u7387\u3001\u8840\u6c27\u98fd\u548c\u5ea6\u7b49\u751f\u7406\u6307\u6a19\u3002\u9019\u9805\u6280\u8853\u7684\u512a\u52e2\u986f\u800c\u6613\u898b\uff1a\u5b83\u907f\u514d\u4e86\u50b3\u7d71\u63a5\u89f8\u5f0f\u6e2c\u91cf\u53ef\u80fd\u5e36\u4f86\u7684\u4e0d\u9069\u6216\u611f\u67d3\u98a8\u96aa\uff0c\u5c24\u5176\u9069\u7528\u65bc\u654f\u611f\u808c\u819a\u3001\u65b0\u751f\u5152\u6216\u9700\u8981\u9577\u671f\u76e3\u6e2c\u7684\u60a3\u8005\u3002\u6b64\u5916\uff0crPPG \u80fd\u5920\u63d0\u4f9b\u9023\u7e8c\u3001\u5373\u6642\u7684\u6578\u64da\uff0c\u6709\u671b\u5728\u9060\u8ddd\u91ab\u7642\u3001\u5c45\u5bb6\u5065\u5eb7\u76e3\u6e2c\u548c\u5065\u8eab\u8ffd\u8e64\u7b49\u9818\u57df\u767c\u63ee\u5de8\u5927\u6f5b\u529b\u3002<\/p>\n\n\n\n

\u7136\u800c\uff0crPPG \u6280\u8853\u7684\u767c\u5c55\u4e5f\u9762\u81e8\u8457\u8af8\u591a\u6311\u6230\u3002\u74b0\u5883\u5149\u7dda\u7684\u8b8a\u5316\u3001\u53d7\u8a66\u8005\u7684\u79fb\u52d5\u4ee5\u53ca\u4e0d\u540c\u7684\u819a\u8272\u90fd\u53ef\u80fd\u5c0d\u6e2c\u91cf\u7d50\u679c\u7522\u751f\u986f\u8457\u5f71\u97ff\uff0c\u5c0e\u81f4\u6578\u64da\u4e0d\u7a69\u5b9a\u6216\u4e0d\u6e96\u78ba\u3002\u73fe\u6709\u7684\u516c\u958b\u8cc7\u6599\u96c6\u5f80\u5f80\u898f\u6a21\u8f03\u5c0f\u3001\u7f3a\u4e4f\u591a\u6a23\u6027\uff0c\u4e5f\u9650\u5236\u4e86\u7814\u7a76\u4eba\u54e1\u958b\u767c\u51fa\u66f4\u70ba\u7a69\u5065\u548c\u666e\u9069\u7684\u6f14\u7b97\u6cd5\u3002<\/p>\n\n\n\n

### \u7a81\u7834\u74f6\u9838\uff1aMCD-rPPG \u8cc7\u6599\u96c6\u7684\u8a95\u751f<\/p>\n\n\n\n

\u70ba\u4e86\u89e3\u6c7a\u9019\u4e9b\u95dc\u9375\u554f\u984c\uff0c\u4e00\u9805\u540d\u70ba\u300cMCD-rPPG\u300d\uff08Multi-Camera Dataset rPPG\uff09\u7684\u5927\u578b\u591a\u8996\u89d2\u8996\u8a0a\u8cc7\u6599\u96c6\u61c9\u904b\u800c\u751f\u3002\u9019\u500b\u8cc7\u6599\u96c6\u65e8\u5728\u514b\u670d\u73fe\u6709\u57fa\u6e96\u7684\u5c40\u9650\u6027\uff0c\u52a0\u901f rPPG \u548c\u975e\u63a5\u89f8\u5f0f\u5065\u5eb7\u76e3\u6e2c\u9818\u57df\u7684\u7814\u7a76\u9032\u7a0b\u3002<\/p>\n\n\n\n

MCD-rPPG \u6536\u96c6\u4e86\u4f86\u81ea 600 \u540d\u53d7\u8a66\u8005\u7684 3600 \u500b\u540c\u6b65\u8996\u8a0a\u9304\u5f71\u3002\u9019\u4e9b\u5f71\u7247\u5728\u591a\u7a2e\u4e0d\u540c\u689d\u4ef6\u4e0b\u62cd\u651d\uff0c\u5305\u62ec\u975c\u606f\u72c0\u614b\u548c\u9ad4\u529b\u6d3b\u52d5\u5f8c\uff0c\u4e26\u4f7f\u7528\u4e86\u591a\u500b\u6d88\u8cbb\u7d1a\u651d\u5f71\u6a5f\u5f9e\u4e0d\u540c\u89d2\u5ea6\u540c\u6642\u9032\u884c\u9304\u88fd\uff0c\u6975\u5927\u5730\u589e\u52a0\u4e86\u6578\u64da\u7684\u591a\u6a23\u6027\u548c\u771f\u5be6\u6027\u3002\u66f4\u70ba\u91cd\u8981\u7684\u662f\uff0c\u6bcf\u500b\u9304\u5f71\u90fd\u8207\u4e00\u500b 100 Hz \u7684\u5149\u9ad4\u7a4d\u8b8a\u5316\u63cf\u8a18 (PPG) \u8a0a\u865f\u4ee5\u53ca\u5305\u62ec\u5fc3\u96fb\u5716 (ECG)\u3001\u52d5\u8108\u8840\u58d3\u3001\u751f\u7269\u6a19\u8a8c\u7269\u3001\u9ad4\u6eab\u3001\u8840\u6c27\u98fd\u548c\u5ea6\u3001\u547c\u5438\u983b\u7387\u548c\u58d3\u529b\u6c34\u5e73\u5728\u5167\u7684 13 \u9805\u64f4\u5c55\u5065\u5eb7\u6307\u6a19\u540c\u6b65\u914d\u5c0d\u3002\u9019\u7a2e\u8c50\u5bcc\u7684\u591a\u6a21\u614b\u6578\u64da\u4f7f\u7814\u7a76\u4eba\u54e1\u80fd\u5920\u9032\u884c\u66f4\u6df1\u5165\u7684\u751f\u7406\u72c0\u614b\u5206\u6790\uff0c\u4e26\u958b\u767c\u51fa\u66f4\u5168\u9762\u7684 AI \u91ab\u7642\u52a9\u7406\u7cfb\u7d71\u3002<\/p>\n\n\n\n

### \u5be6\u7528\u5de5\u5177\u8207\u7121\u9650\u6f5b\u529b<\/p>\n\n\n\n

\u9664\u4e86\u9f90\u5927\u7684\u8cc7\u6599\u96c6\u672c\u8eab\uff0cksyegorov\/mcd_rppg \u9019\u500b GitHub \u5c08\u6848\u9084\u63d0\u4f9b\u4e86\u57fa\u7dda\u6a21\u578b\u548c\u6578\u64da\u6e96\u5099\u4ee3\u78bc\uff0c\u65e8\u5728\u65b9\u4fbf\u7814\u7a76\u4eba\u54e1\u5feb\u901f\u958b\u59cb\u4f7f\u7528 MCD-rPPG \u8cc7\u6599\u96c6\u9032\u884c\u7814\u7a76\u3002\u5c08\u6848\u4e2d\u5305\u542b\u591a\u7a2e\u985e\u578b\u7684\u6a21\u578b\uff0c\u6709\u4e9b\u4ee5\u55ae\u7368\u7684\u5e40\u4f5c\u70ba\u8f38\u5165\u4f86\u9810\u6e2c\u5404\u7a2e\u91ab\u7642\u53c3\u6578\uff0c\u6709\u4e9b\u5247\u4ee5\u6574\u500b\u8996\u8a0a\u4f5c\u70ba\u8f38\u5165\u3002\u540c\u6642\uff0c\u4e5f\u63d0\u4f9b\u4e86\u7528\u65bc rPPG \u7684\u76e3\u7763\u5f0f\u548c\u975e\u76e3\u7763\u5f0f\u6f14\u7b97\u6cd5\u3002\u6578\u64da\u6e96\u5099\u5de5\u5177\u5305\u62ec\u5f9e\u6bcf\u500b\u8996\u8a0a\u4e2d\u63a1\u6a23\u5e40\u3001\u6aa2\u6e2c\u4eba\u81c9\u4ee5\u53ca\u6839\u64da\u4eba\u81c9\u908a\u754c\u6846\u88c1\u526a\u5e40\u7684\u529f\u80fd\u3002\u9019\u4e9b\u5de5\u5177\u70ba\u7814\u7a76\u4eba\u54e1\u63d0\u4f9b\u4e86\u9748\u6d3b\u7684\u8a13\u7df4\u548c\u8a55\u4f30\u9078\u9805\uff0c\u4f8b\u5982\u8abf\u6574\u5b78\u7fd2\u7387\u3001\u6279\u91cf\u5927\u5c0f\u3001\u8a13\u7df4\u9031\u671f\u6578\uff0c\u4ee5\u53ca\u5c0d\u8996\u8a0a\u9032\u884c\u88c1\u526a\u3001\u8df3\u904e\u6216\u5206\u7d44\u5e40\u7b49\u3002<\/p>\n\n\n\n

MCD-rPPG \u8cc7\u6599\u96c6\u53ca\u5176\u914d\u5957\u8cc7\u6e90\u7684\u516c\u958b\u767c\u5e03\uff0c\u9810\u8a08\u5c07\u986f\u8457\u52a0\u901f\u975e\u63a5\u89f8\u5f0f\u5065\u5eb7\u76e3\u6e2c\u6280\u8853\u7684\u767c\u5c55\u3002\u5b83\u70ba\u7814\u7a76\u4eba\u54e1\u63d0\u4f9b\u4e86\u4e00\u500b\u524d\u6240\u672a\u6709\u7684\u8c50\u5bcc\u800c\u591a\u6a23\u7684\u8cc7\u6e90\uff0c\u6709\u52a9\u65bc\u958b\u767c\u66f4\u6e96\u78ba\u3001\u66f4\u7a69\u5065\u7684 rPPG \u6a21\u578b\uff0c\u6700\u7d42\u63a8\u52d5 AI \u91ab\u7642\u52a9\u7406\u7684\u767c\u5c55\uff0c\u8b93\u9060\u7aef\u3001\u975e\u63a5\u89f8\u5f0f\u7684\u5065\u5eb7\u76e3\u6e2c\u5728\u672a\u4f86\u6210\u70ba\u6211\u5011\u65e5\u5e38\u751f\u6d3b\u7684\u4e00\u90e8\u5206\u3002<\/p>\n\n\n\n

### \u7d50\u8ad6<\/p>\n\n\n\n

MCD-rPPG \u4e0d\u50c5\u662f\u4e00\u500b\u5927\u578b\u8cc7\u6599\u96c6\uff0c\u66f4\u662f rPPG \u7814\u7a76\u9818\u57df\u7684\u4e00\u5ea7\u91cc\u7a0b\u7891\u3002\u5b83\u900f\u904e\u63d0\u4f9b\u524d\u6240\u672a\u6709\u7684\u6578\u64da\u5ee3\u5ea6\u548c\u6df1\u5ea6\uff0c\u70ba\u958b\u767c\u4e0b\u4e00\u4ee3\u975e\u63a5\u89f8\u5f0f\u5065\u5eb7\u76e3\u6e2c\u6280\u8853\u92ea\u5e73\u4e86\u9053\u8def\u3002\u96a8\u8457\u66f4\u591a\u7814\u7a76\u4eba\u54e1\u5229\u7528\u9019\u500b\u5f37\u5927\u7684\u8cc7\u6e90\uff0c\u6211\u5011\u6709\u7406\u7531\u76f8\u4fe1\uff0c\u5728\u4e0d\u4e45\u7684\u5c07\u4f86\uff0c\u900f\u904e\u4e00\u9053\u5149\u7dda\u6d1e\u6089\u6211\u5011\u7684\u5065\u5eb7\u72c0\u6cc1\u5c07\u4e0d\u518d\u662f\u5922\u60f3\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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