{"id":7328,"date":"2026-01-21T00:01:20","date_gmt":"2026-01-20T16:01:20","guid":{"rendered":"http:\/\/www.cdrsa.net\/?p=7328"},"modified":"2026-01-21T00:01:20","modified_gmt":"2026-01-20T16:01:20","slug":"ai%e8%a7%86%e9%a2%91%e8%a1%8c%e4%b8%ba%e8%af%86%e5%88%ab%e6%8a%80%e6%9c%af%e5%ae%89%e5%85%a8%e7%9b%91%e6%8e%a7%e5%ba%94%e7%94%a8%e4%b8%8e%e5%ae%9e%e7%8e%b0%e8%b7%af%e5%be%84%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/m.cdrsa.net\/?p=7328","title":{"rendered":"AI\u89c6\u9891\u884c\u4e3a\u8bc6\u522b\u6280\u672f,\u5b89\u5168\u76d1\u63a7\u5e94\u7528\u4e0e\u5b9e\u73b0\u8def\u5f84\u89e3\u6790\u3010\u5357\u4eac\u53f8\u6cd5\u9274\u5b9a\u3011"},"content":{"rendered":"<p><em style=\"text-indent:2em;\">\u5f53\u6444\u50cf\u5934\u4e0d\u518d\u53ea\u662f\u88ab\u52a8\u5f55\u50cf\u7684\u8bbe\u5907\uff0c\u800c\u662f\u62e5\u6709\u4e3b\u52a8\u7406\u89e3\u7684&#8221;\u773c\u775b&#8221;\uff0cAI\u89c6\u9891\u884c\u4e3a\u8bc6\u522b\u6280\u672f\u6b63\u6084\u7136\u91cd\u5851\u5b89\u9632\u3001\u96f6\u552e\u3001\u533b\u7597\u7b49\u9886\u57df\u3002\u8fd9\u9879\u878d\u5408\u8ba1\u7b97\u673a\u89c6\u89c9\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7684\u524d\u6cbf\u79d1\u6280\uff0c\u5982\u4f55\u7cbe\u51c6\u6355\u6349\u4eba\u7c7b\u52a8\u4f5c\u610f\u56fe\uff1f\u5176\u6838\u5fc3\u7b97\u6cd5\u4e0e\u5e94\u7528\u8fb9\u754c\u5728\u54ea\u91cc\uff1f\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790AI\u89c6\u9891\u884c\u4e3a\u8bc6\u522b\u7684\u5de5\u4f5c\u539f\u7406\u3001\u884c\u4e1a\u843d\u5730\u96be\u70b9\u53ca\u672a\u6765\u6f14\u8fdb\u65b9\u5411\uff0c\u5e26\u60a8\u900f\u89c6\u667a\u80fd\u76d1\u63a7\u80cc\u540e\u7684\u6280\u672f\u9769\u547d\u3002<\/em><\/p>\n<p>\u53f8\u6cd5\u9274\u5b9a\u897f\u6570\u53f8\u6cd5<\/p>\n<p><strong>\u884c\u4e3a\u8bc6\u522b\u6280\u672f\u7684\u6838\u5fc3\u7b97\u6cd5\u67b6\u6784<\/strong><a 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style=\"text-indent:2em;\">AI\u89c6\u9891\u884c\u4e3a\u8bc6\u522b\u7684\u672c\u8d28\u662f\u901a\u8fc7\u8ba1\u7b97\u673a\u6a21\u62df\u4eba\u7c7b\u89c6\u89c9\u8ba4\u77e5\u7cfb\u7edf\u3002\u5176\u6838\u5fc3\u6280\u672f\u57fa\u4e8e\u65f6\u7a7a\u7279\u5f81\u878d\u5408\u7b97\u6cd5\uff0c\u901a\u8fc7\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u63d0\u53d6\u89c6\u9891\u5e27\u7684\u7a7a\u95f4\u7279\u5f81\uff0c\u518d\u7ed3\u5408\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u62163D\u5377\u79ef\u6355\u6349\u65f6\u95f4\u7ef4\u5ea6\u52a8\u6001\u4fe1\u606f\u3002\u5f53\u7cfb\u7edf\u5904\u7406\u76d1\u63a7\u753b\u9762\u65f6\uff0c\u751f\u6210\u4eba\u4f53\u9aa8\u9abc\u5173\u952e\u70b9\uff08\u59ff\u6001\u4f30\u8ba1\uff09\uff0c\u518d\u5206\u6790\u5173\u8282\u70b9\u4f4d\u79fb\u5411\u91cf\u5f62\u6210\u7684\u52a8\u4f5c\u8f68\u8ff9\u3002\u60a8\u53ef\u77e5\u5de5\u4e1a\u573a\u666f\u4e2d\u8bc6\u522b\u8fdd\u89c4\u64cd\u4f5c\u7684\u6838\u5fc3\u96be\u70b9\uff1f\u6b63\u662f\u7ec6\u5fae\u52a8\u4f5c\u5dee\u5f02\u7684\u6355\u6349\uff0c\u6d41\u6c34\u7ebf\u5de5\u4eba\u6b63\u786e\u4f69\u6234\u62a4\u5177\u4e0e\u865a\u6234\u62a4\u5177\u7684\u533a\u5206\u3002\u5f53\u524d\u4e3b\u6d41\u89e3\u51b3\u65b9\u6848\u91c7\u7528\u53cc\u6d41\u7f51\u7edc\u67b6\u6784\uff0c\u5176\u4e2dRGB\u5e27\u6d41\u8bc6\u522b\u9759\u6001\u7269\u4f53\uff0c\u5149\u6d41\u6570\u636e\u6d41\u5206\u6790\u8fd0\u52a8\u6a21\u5f0f\uff0c\u6700\u7ec8\u901a\u8fc7\u7279\u5f81\u878d\u5408\u5c42\u8f93\u51fa\u884c\u4e3a\u5206\u7c7b\u7ed3\u679c\u3002<\/p>\n<p><strong>\u6df1\u5ea6\u5b66\u4e60\u7684\u7a81\u7834\u6027\u6f14\u8fdb\u5386\u7a0b<\/strong><\/p>\n<p style=\"text-indent:2em;\">\u4ece\u65e9\u671f\u57fa\u4e8e\u624b\u5de5\u7279\u5f81\u7684\u884c\u4e3a\u6a21\u578b\uff08\u5982STIP\u7279\u5f81\u70b9\uff09\u5230\u73b0\u5728\u7684\u7aef\u5230\u7aef\u5b66\u4e60\uff0c\u6280\u672f\u6f14\u8fdb\u7ecf\u5386\u4e86\u4e09\u6b21\u91cd\u5927\u5347\u7ea7\u30022014\u5e74Two-Stream Networks\u9996\u6b21\u5c06\u8bc6\u522b\u7cbe\u5ea6\u63d0\u5347\u81f388%\uff0c2017\u5e74I3D\uff08\u81a8\u80c03D\u5377\u79ef\u7f51\u7edc\uff09\u501f\u529bKinetics\u6570\u636e\u96c6\u7a81\u783495%\u5927\u5173\u3002\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0cTransformer\u67b6\u6784\u8fd1\u5e74\u88ab\u5f15\u5165\u65f6\u5e8f\u5efa\u6a21\uff0cViViT\u6a21\u578b\u901a\u8fc7\u65f6\u7a7a\u6ce8\u610f\u529b\u673a\u5236\uff08Space-Time Attention\uff09\u663e\u8457\u63d0\u5347\u957f\u65f6\u884c\u4e3a\u5206\u6790\u80fd\u529b\u3002\u5728\u517b\u8001\u9662\u9632\u8dcc\u5012\u573a\u666f\u4e2d\uff0c\u65b0\u67b6\u6784\u80fd\u533a\u5206\u8001\u4eba\u5f2f\u8170\u62fe\u7269\u4e0e\u771f\u5b9e\u6454\u5012\u7684\u5fae\u5999\u5dee\u5f02\uff0c\u8bef\u62a5\u7387\u964d\u4f4e\u81f30.3%\u3002\u8fd9\u79cd\u8fdb\u6b65\u4f7f\u5f97\u5f02\u5e38\u884c\u4e3a\u544a\u8b66\u7cfb\u7edf\u5728\u533b\u7597\u76d1\u62a4\u9886\u57df\u83b7\u5f97\u5b9e\u8d28\u6027\u843d\u5730\u3002<\/p>\n<p><strong>\u591a\u573a\u666f\u4e0b\u7684\u884c\u4e1a\u5e94\u7528\u5b9e\u8df5<\/strong><\/p>\n<p style=\"text-indent:2em;\">\u5728\u667a\u6167\u5b89\u9632\u9886\u57df\uff0cAI\u89c6\u9891\u884c\u4e3a\u8bc6\u522b\u5df2\u8986\u76d685%\u7684\u516c\u5171\u573a\u6240\u76d1\u63a7\u7cfb\u7edf\u3002\u4e0a\u6d77\u6d66\u4e1c\u673a\u573a\u90e8\u7f72\u7684\u667a\u80fd\u5b89\u68c0\u5e73\u53f0\uff0c\u901a\u8fc717\u79cd\u5371\u9669\u52a8\u4f5c\u68c0\u6d4b\u6a21\u578b\uff0c\u5c06\u53ef\u7591\u884c\u4e3a\u54cd\u5e94\u901f\u5ea6\u7f29\u77ed\u81f31.2\u79d2\u3002\u96f6\u552e\u573a\u666f\u5219\u805a\u7126\u6d88\u8d39\u884c\u4e3a\u5206\u6790\uff0c\u7cfb\u7edf\u901a\u8fc7\u9aa8\u67b6\u5173\u952e\u70b9\u8ffd\u8e2a\uff08Skeleton Tracking\uff09\u8bb0\u5f55\u987e\u5ba2\u53d6\u653e\u5546\u54c1\u8f68\u8ff9\uff0c\u7ed3\u5408\u505c\u7559\u65f6\u95f4\u751f\u6210\u70ed\u529b\u56fe\u3002\u676d\u5dde\u67d0\u5546\u8d85\u636e\u6b64\u4f18\u5316\u8d27\u67b6\u5e03\u5c40\u540e\uff0c\u51b2\u52a8\u8d2d\u4e70\u7387\u63d0\u534722%\u3002\u800c\u5728\u5236\u9020\u4e1a\u8f66\u95f4\uff0c\u5de5\u88c5\u7a7f\u6234\u68c0\u6d4b\u6a21\u5757\u96c6\u6210\u5230MES\u7cfb\u7edf\uff0c\u672a\u4f69\u6234\u5b89\u5168\u5e3d\u8bc6\u522b\u51c6\u786e\u7387\u8fbe98.7%\u3002\u8fd9\u4e9b\u5b9e\u8df5\u9a8c\u8bc1\u4e86\u591a\u76ee\u6807\u8ffd\u8e2a\uff08MOT\uff09\u6280\u672f\u5728\u590d\u6742\u73af\u5883\u4e2d\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n<p><strong>\u6280\u672f\u843d\u5730\u9762\u4e34\u7684\u73b0\u5b9e\u6311\u6218<\/strong><\/p>\n<p style=\"text-indent:2em;\">\u5c3d\u7ba1\u5e94\u7528\u524d\u666f\u5e7f\u9614\uff0c\u8de8\u573a\u666f\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3\u4ecd\u662f\u6838\u5fc3\u74f6\u9888\u3002\u76d1\u63a7\u89c6\u89d2\u53d8\u5316\u5bfc\u81f4\u7684\u7279\u5f81\u6f02\u79fb\u95ee\u9898\u5c24\u4e3a\u7a81\u51fa\uff0c\u540c\u4e00\u5957\u7b97\u6cd5\u5728\u4fef\u89c6\u6444\u50cf\u5934\u4e0e\u5e73\u89c6\u6444\u50cf\u5934\u7684\u8868\u73b0\u5dee\u5f02\u53ef\u8fbe34%\u3002\u9690\u79c1\u4fdd\u62a4\u5219\u6d89\u53ca\u66f4\u590d\u6742\u7684\u4f26\u7406\u5e73\u8861\uff0c\u6b27\u76dfGDPR\u8981\u6c42\u5bf9\u4eba\u8138\u53ca\u6b65\u6001\u7279\u5f81\u8fdb\u884c\u5b9e\u65f6\u6a21\u7cca\u5316\uff08Gait Anonymization\uff09\uff0c\u4f46\u8fc7\u5ea6\u8131\u654f\u4f1a\u635f\u593140%\u7684\u52a8\u4f5c\u7279\u5f81\u3002\u66f4\u4e25\u5cfb\u7684\u662f\u5bf9\u6297\u6837\u672c\u653b\u51fb\uff0c\u7814\u7a76\u663e\u793a\u5728\u89c6\u9891\u5e27\u4e2d\u6ce8\u5165\u7279\u5b9a\u566a\u58f0\uff0c\u53ef\u4f7f\u66b4\u529b\u884c\u4e3a\u8bc6\u522b\u6a21\u578b\u8f93\u51fa&#8221;\u6b63\u5e38\u6d3b\u52a8&#8221;\u5224\u65ad\u3002\u8fd9\u7c7b\u5b89\u5168\u9690\u60a3\u5012\u903c\u5f00\u53d1\u8005\u5efa\u7acb\u591a\u7ea7\u9a8c\u8bc1\u673a\u5236\u3002<\/p>\n<p><strong>\u5173\u952e\u7a81\u7834\u65b9\u5411\u7684\u672a\u6765\u5c55\u671b<\/strong><\/p>\n<p style=\"text-indent:2em;\">\u4e0b\u4e00\u4ee3\u6280\u672f\u5c06\u6cbf\u7740\u4e09\u4e2a\u7ef4\u5ea6\u7a81\u7834\uff1a\u5c0f\u6837\u672c\u5b66\u4e60\u89e3\u51b3\u5de5\u4e1a\u5b9a\u5236\u573a\u666f\u7684\u6570\u636e\u9965\u6e34\u95ee\u9898\uff0cMIT\u63d0\u51fa\u7684TAEN\u6846\u67b6\u4ec5\u970050\u4e2a\u6837\u672c\u5c31\u80fd\u6784\u5efa\u65b0\u884c\u4e3a\u6a21\u578b\uff1b\u591a\u6a21\u6001\u878d\u5408\u5f15\u5165\u8bed\u97f3\u4e0e\u6587\u672c\u7ebf\u7d22\uff0c\u5728\u4e89\u5435\u884c\u4e3a\u8bc6\u522b\u4e2d\u52a0\u5165\u58f0\u7eb9\u5206\u6790\uff1b\u6700\u503c\u5f97\u671f\u5f85\u7684\u662f\u795e\u7ecf\u7b26\u53f7\u7cfb\u7edf\uff08Neural-Symbolic\uff09\uff0c\u5c06\u89c4\u5219\u5f15\u64ce\u5d4c\u5165\u6df1\u5ea6\u5b66\u4e60\u3002\u5728\u53d8\u7535\u7ad9\u5b89\u9632\u5de1\u68c0\u4e2d\uff0c\u7cfb\u7edf\u7ed3\u5408&#8221;\u5b89\u5168\u89c4\u7a0b\u77e5\u8bc6\u56fe\u8c31&#8221;\u4e0e\u89c6\u89c9\u5206\u6790\uff0c\u80fd\u5224\u65ad\u5de5\u4eba\u662f\u5426\u4fdd\u6301\u6709\u6548\u5b89\u5168\u8ddd\u79bb\u3002\u8fd9\u79cd\u6df7\u5408\u67b6\u6784\u53ef\u4f7f\u903b\u8f91\u63a8\u7406\u578b\u884c\u4e3a\u7684\u8bc6\u522b\u7387\u63d0\u534728%\u3002<\/p>\n<p><strong>\u4f01\u4e1a\u90e8\u7f72\u7684\u53ef\u884c\u6027\u5b9e\u65bd\u8def\u5f84<\/strong><\/p>\n<p style=\"text-indent:2em;\">\u5b9e\u65bdAI\u89c6\u9891\u884c\u4e3a\u8bc6\u522b\u9700\u9075\u5faa&#8221;\u573a\u666f\u5206\u7ea7&#8221;\u539f\u5219\u3002\u521d\u7ea7\u573a\u666f\u5982\u51fa\u5165\u53e3\u7ba1\u63a7\uff0c\u5efa\u8bae\u91c7\u7528\u9884\u8bad\u7ec3\u6a21\u578b+\u5fae\u8c03\u6a21\u5f0f\uff1b\u7cbe\u7ec6\u5316\u573a\u666f\u5982\u91d1\u5e93\u64cd\u4f5c\u76d1\u7ba1\uff0c\u5219\u9700\u8981\u5efa\u7acb\u79c1\u6709\u5316\u6837\u672c\u5de5\u573a\u3002\u786c\u4ef6\u9009\u578b\u65b9\u9762\uff0c\u8fb9\u7f18\u8ba1\u7b97\u76d2\uff08Edge Computing Box\uff09\u6b63\u6210\u4e3a\u4e3b\u6d41\u9009\u62e9\uff0cNVIDIA Jetson AGX Xavier\u53ef\u5e76\u884c\u5904\u740632\u8def\u89c6\u9891\u6d41\u7684\u884c\u4e3a\u68c0\u6d4b\u3002\u6210\u672c\u63a7\u5236\u5173\u952e\u5728\u4e8e\u7b97\u6cd5\u84b8\u998f\uff08Knowledge Distillation\uff09\uff0c\u5c06\u590d\u6742\u6559\u5e08\u6a21\u578b\u538b\u7f29\u81f3\u539f\u4f53\u79ef\u768415%\u3002\u4f01\u4e1a\u5b9e\u65bd\u65f6\u5207\u8bb0\u52a0\u5165\u4eba\u5de5\u5ba1\u6838\u56de\u8def\uff08Human-in-the-loop\uff09\uff0c\u8fd9\u4e0d\u4ec5\u89c4\u907f\u4f26\u7406\u98ce\u9669\uff0c\u66f4\u53ef\u901a\u8fc7\u7ea0\u9519\u6837\u672c\u6301\u7eed\u4f18\u5316\u6a21\u578b\u3002<\/p>\n<p><em 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