{"id":36056,"date":"2025-12-30T17:31:51","date_gmt":"2025-12-30T09:31:51","guid":{"rendered":"http:\/\/192.168.10.115\/?p=36056"},"modified":"2025-12-30T17:31:51","modified_gmt":"2025-12-30T09:31:51","slug":"2025-12-30-12%e6%af%ab%e7%a7%92%e6%9a%b4%e9%9c%b2%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6%e8%87%b4%e5%91%bd%e7%bc%ba%e9%99%b7%ef%bc%8c%e5%8c%97%e8%88%aa%e6%96%b0%e7%a0%94%e7%a9%b6%e5%ae%9e%e7%8e%b0","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/12\/30\/36056\/","title":{"rendered":"2025-12-30 12\u6beb\u79d2\u66b4\u9732\u81ea\u52a8\u9a7e\u9a76\u81f4\u547d\u7f3a\u9677\uff0c\u5317\u822a\u65b0\u7814\u7a76\u5b9e\u73b0\u573a\u666f\u611f\u77e5\u7684\u52a8\u6001\u7269\u7406\u5bf9\u6297\u653b\u51fb\uff5cTPAMI2025"},"content":{"rendered":"\n

\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/zhuanlan.zhihu.com\/p\/1988608480316256460<\/a><\/p>\n\n\n\n

\u8fd1\u65e5\uff0c\u90e8\u5206L3\u7ea7\u81ea\u52a8\u9a7e\u9a76\u8f66\u578b\u5df2\u7ecf\u901a\u8fc7\u5de5\u4fe1\u90e8\u6279\u51c6\u6b63\u5f0f\u4e0a\u8def\uff0c\u8fd9\u6807\u5fd7\u7740\u8fd9\u6211\u56fd\u81ea\u52a8\u9a7e\u9a76\u4ea7\u4e1a\u7684\u65b0\u9636\u6bb5\u3002<\/p>\n\n\n\n

\u7136\u800c\uff0c\u5047\u8bbe\u4f60\u6b63\u4e58\u5750\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u5728\u9ad8\u901f\u4e0a\u884c\u9a76\uff0c\u524d\u65b9\u9053\u8def\u4e0a\u51fa\u73b0\u4e86\u4e00\u4e2a\u5177\u6709\u770b\u4f3c\u6b63\u5e38\u4f46\u5b9e\u5219\u4e3a\u6076\u610f\u751f\u6210\u7eb9\u7406\u5916\u89c2\u7684\u969c\u788d\u7269\uff0c\u800c\u4f60\u7684\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u611f\u77e5\u7cfb\u7edf\u53ef\u80fd\u5e76\u672a\u51c6\u786e\u8bc6\u522b\uff0c\u53ef\u80fd\u56e0\u9519\u5224\u3001\u6f0f\u5224\u5f15\u53d1\u4e25\u91cd\u4e8b\u6545\u3002<\/p>\n\n\n\n

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\uff08PAE\uff0c Physical Adversarial Examples\uff09\u3002<\/p>\n\n\n\n

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

\u65e0\u8bba\u662f\u4e3a\u53d1\u52a8PAE\u653b\u51fb\u8fd8\u662f\u9632\u8303PAE\u653b\u51fb\uff0c\u751f\u6210\u8db3\u591f\u7684PAE\u6837\u672c\u90fd\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n

\u76ee\u524d\u5df2\u6709\u4e0d\u5c11\u65b9\u6cd5\u7814\u7a76\u5982\u4f55\u751f\u6210PAE\uff0c\u4f46\u5b83\u4eec\u5f80\u5f80\u4ee5\u9759\u6001\u573a\u666f\u4e3a\u524d\u63d0\uff0c\u65e0\u6cd5\u6709\u6548\u5e94\u5bf9\u52a8\u6001\u53d8\u5316\uff08\u73af\u5883\u3001\u5982\u5149\u3001\u7269\u4f53\u8fd0\u52a8\u7b49\uff09\u7684\u73b0\u5b9e\u73af\u5883\u3002\u56e0\u6b64\uff0c\u5982\u4f55\u5b9e\u65f6\u751f\u6210\u9002\u5e94\u4e0d\u540c\u573a\u666f\u7684\u7269\u7406\u5bf9\u6297\u6837\u672c\uff0c\u6210\u4e3a\u667a\u80fd\u5b89\u5168\u9886\u57df\u4e9f\u5f85\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n

\u5317\u4eac\u822a\u7a7a\u822a\u5929\u5927\u5b66\u7b49\u673a\u6784\u63d0\u51fa\u4e86DynamicPAE\u6846\u67b6<\/strong>\uff0c\u5f00\u521b\u6027\u5730\u5b9e\u73b0\u4e86\u5b9e\u65f6\u573a\u666f\u611f\u77e5\u7684\u52a8\u6001PAE\u751f\u6210\u65b9\u6cd5\u3002<\/p>\n\n\n\n

\u8be5\u65b9\u6cd5\u901a\u8fc7\u5bf9\u6297\u8bad\u7ec3\u4e2d\u7684\u53cd\u9988\u95ee\u9898\uff0c\u7ed3\u5408\u6b8b\u5dee\u5f15\u5bfc<\/a>\u7684\u5bf9\u6297\u6a21\u5f0f\u63a2\u7d22\u548c\u573a\u666f\u5bf9\u9f50\u6280\u672f<\/a><\/p>\n\n\n\n

\uff0c\u5b9e\u73b0\u4e86PAE\u5728\u52a8\u6001\u573a\u666f\u4e2d\u7684\u6beb\u79d2\u7ea7\u751f\u6210\u3002\u8be5\u5de5\u4f5c\u88abIEEE Transactions on Pattern Analysis and Machine Intelligence 2025\u5f55\u7528<\/strong>\u3002<\/p>\n\n\n\n

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

DynamicPAE\u6846\u67b6\u805a\u7126\u4e8e\u89e3\u51b3\u5b9e\u65f6\u751f\u6210\u7269\u7406\u5bf9\u6297\u6837\u672c\u9762\u4e34\u7684\u591a\u7ef4\u5ea6\u6311\u6218\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u5bf9\u6297\u8bad\u7ec3\u4e2d\u7684\u53cd\u9988\u95ee\u9898\uff0c\u7ed3\u5408\u6b8b\u5dee\u5f15\u5bfc\u7684\u5bf9\u6297\u6a21\u5f0f\u63a2\u7d22\u548c\u573a\u666f\u5bf9\u9f50\u6280\u672f\uff0c\u5b9e\u73b0\u4e86PAE\u5728\u52a8\u6001\u573a\u666f\u4e2d\u7684\u9ad8\u6548\u751f\u6210\u548c\u4f18\u5316\u3002<\/p>\n\n\n\n

\u7814\u7a76\u9762\u4e34\u4e24\u5927\u6838\u5fc3\u6311\u6218\uff1a<\/p>\n\n\n\n

1. <\/strong>\u5bf9\u6297\u6837\u672c\u8bad\u7ec3\u4e2d\u566a\u58f0\u963b\u788d\u4e86\u5bf9\u573a\u666f\u76f8\u5173PAE\u7684\u6709\u6548\u63a2\u7d22\uff0c\u8fdb\u4e00\u6b65\u5bfc\u81f4\u8bad\u7ec3\u9000\u5316\u95ee\u9898\uff0c\u73b0\u6709\u751f\u6210\u5668\u96be\u4ee5\u7a33\u5b9a\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u5bf9\u6297\u6837\u672c\uff1b<\/p>\n\n\n\n

2. <\/strong>\u6570\u5b57\u57df\u7684\u5bf9\u6297\u6837\u672c\u751f\u6210\u4e0e\u73b0\u5b9e\u573a\u666f\u5bf9\u63a5\u8f83\u4e3a\u56f0\u96be\uff0c\u751f\u6210\u5668\u8bad\u7ec3\u73af\u5883\u4e0e\u73b0\u5b9e\u653b\u51fb\u8005\u7684\u89c2\u5bdf\u4fe1\u606f\uff0c\u5bfc\u81f4\u751f\u6210\u7684PAE\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u9002\u7528\u6027\u4e0e\u9690\u853d\u6027\u4e0d\u4e00\u81f4\uff0c\u8fdb\u800c\u5f71\u54cd\u4e86\u5176\u5728\u590d\u6742\u73af\u5883\u4e2d\u7684\u6709\u6548\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n

DynamicPAE\u6846\u67b6\u901a\u8fc7\u6b8b\u5dee\u5f15\u5bfc\u5bf9\u6297\u6a21\u5f0f\u63a2\u7d22\u3001\u5206\u5e03\u5339\u914d\u653b\u51fb\u573a\u666f\u5bf9\u9f50\u548c\u76ee\u6807\u52a0\u6743\u6a21\u5757\u7684\u8bbe\u8ba1\uff0c\u6709\u6548\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u4f7f\u5f97PAE\u751f\u6210\u8fc7\u7a0b\u66f4\u52a0\u7a33\u5b9a\uff0c\u4e14\u80fd\u591f\u5b9e\u65f6\u9002\u5e94\u4e0d\u540c\u573a\u666f\u3002<\/p>\n\n\n\n

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DynamicPAE\u6846\u67b6<\/h2>\n\n\n\n
\"\"\/<\/figure>\n\n\n\n

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DynamicPAE\u6846\u67b6\u5982\u56fe1\u6240\u793a\uff0c\u4e3b\u8981\u5305\u62ec\u6b8b\u5dee\u9a71\u52a8\u7684\u5bf9\u6297\u6a21\u5f0f\u63a2\u7d22\u65b9\u6cd5\u4e0e\u5206\u5e03\u5339\u914d\u7684\u5bf9\u6297\u573a\u666f\u5bf9\u9f50\u65b9\u6cd5\uff0c\u89e3\u51b3\u4e86\u7aef\u5230\u7aef\u8bad\u7ec3\u52a8\u6001\u5bf9\u6297\u6837\u672c\u751f\u6210\u5668\u65f6\u7684\u6a21\u5f0f\u6613\u574d\u7f29\u3001\u73af\u5883\u96be\u9002\u914d\u95ee\u9898<\/strong>\u3002\u8bba\u6587\u9996\u5148\u5c06\u52a8\u6001\u7269\u7406\u5bf9\u6297\u6837\u672c\u751f\u6210\u95ee\u9898\u5b9a\u4e49\u4e3a\uff1a<\/p>\n\n\n\n

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

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1. \u5bf9\u6297\u6a21\u5f0f\u7684\u63a2\u7d22\u5f15\u5bfc\uff1a<\/h2>\n\n\n\n

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

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\u5177\u4f53\u5730\uff0c\u5b9a\u4e49\u635f\u5931\u51fd\u6570\u4e3a\uff1a<\/p>\n\n\n\n

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

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

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

2. \u5206\u5e03\u5339\u914d\u7684\u653b\u51fb\u573a\u666f\u5bf9\u9f50<\/h2>\n\n\n\n

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1. \u6761\u4ef6\u4e0d\u786e\u5b9a\u6027\u5bf9\u9f50\u6570\u636e\u6a21\u5757<\/strong>\uff1a\u901a\u8fc7\u521b\u5efa\u6761\u4ef6\u6982\u7387\u6a21\u578b\uff0c\u751f\u6210\u653b\u51fb\u6ce8\u5165\u8fc7\u7a0b\u7684\u53c2\u6570\u548c\u653b\u51fb\u8005\u7684\u89c2\u5bdf\uff0c\u4f7f\u8bad\u7ec3\u73af\u5883\u4e0e\u653b\u51fb\u8005\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u4e0d\u5b8c\u6574\u89c2\u5bdf\u5bf9\u9f50\uff0c\u4ece\u800c\u5e73\u8861\u4e86\u653b\u51fb\u7684\u666e\u904d\u6027\u548c\u6027\u80fd\u3002<\/p>\n\n\n\n

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

\u25b3\u8bad\u7ec3\u6570\u636e\u6982\u7387\u56fe\u6a21\u578b<\/p>\n\n\n\n

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

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

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\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n

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DynamicPAE\u5728\u63a8\u65ad\u901f\u5ea6\u4e0a\u8868\u73b0\u4f18\u5f02\u3002<\/strong><\/p>\n\n\n\n

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

\u25b3\u56fe3 DynamicPAE\u4e0e\u5176\u4ed6\u65b9\u6cd5\u5bf9\u6bd4<\/p>\n\n\n\n

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

\u25b3\u56fe 4 DynamicPAE\u4e0e\u57fa\u7ebf\u65b9\u6cd5\u5bf9\u6bd4<\/p>\n\n\n\n

\u4e0a\u56fe\u53ef\u89c6\u5316\u4e86\u4e00\u4e9b\u76ee\u6807\u6a21\u578b\u7684\u8865\u4e01\u751f\u6210\u7ed3\u679c\u3002\u5de6\u4fa7\u662f\u6ca1\u6709\u6b8b\u5dee\u5f15\u5bfc\u8bad\u7ec3\u65f6\uff0c\u53ef\u4ee5\u89c2\u5bdf\u5230\u6240\u6709\u56db\u4e2a\u76ee\u6807\u6a21\u578b\u751f\u6210\u7684\u8865\u4e01\u90fd\u662f\u76f8\u540c\u7684\u3002<\/p>\n\n\n\n

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

\u25b3\u56fe5 DynamicPAE\u7684\u673a\u5236\u5206\u6790<\/p>\n\n\n\n

\u4e3a\u8868\u660eDynamicPAE\u6846\u67b6\u4e2d\u6837\u672c\u4e0d\u540c\u662f\u57fa\u4e8e\u653b\u51fb\u8005\u7684\u89c2\u5bdf\u751f\u6210\u7684\uff0c\u800c\u4e0d\u662f\u968f\u673a\u751f\u6210\u7684\uff0c\u7814\u7a76\u8fdb\u4e00\u6b65\u5206\u6790\u4e86\u8bad\u7ec3\u597d\u7684\u751f\u6210\u5668\u7684\u6f5c\u5728\u8868\u5f81Z\u3002<\/p>\n\n\n\n

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

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