{"id":37488,"date":"2025-01-29T14:00:52","date_gmt":"2025-01-29T06:00:52","guid":{"rendered":"https:\/\/17aitech.com\/?p=37488"},"modified":"2025-01-29T14:00:52","modified_gmt":"2025-01-29T06:00:52","slug":"%e8%a7%86%e8%a7%89%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e6%98%93%e5%8f%97%e6%94%bb%e5%87%bb%ef%bc%9f%e8%a5%bf%e5%ae%89%e4%ba%a4%e5%a4%a7%e7%ad%89%e6%8f%90%e5%87%ba%e5%9f%ba%e4%ba%8e%e6%89%a9%e6%95%a3","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37488","title":{"rendered":"\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6613\u53d7\u653b\u51fb\uff1f\u897f\u5b89\u4ea4\u5927\u7b49\u63d0\u51fa\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u5bf9\u6297\u6837\u672c\u751f\u6210\u65b0\u65b9\u6cd5"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-28\" target=\"_blank\">\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6613\u53d7\u653b\u51fb\uff1f\u897f\u5b89\u4ea4\u5927\u7b49\u63d0\u51fa\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u5bf9\u6297\u6837\u672c\u751f\u6210\u65b0\u65b9\u6cd5<\/a><\/p>\n<p><strong>\u672c\u6587\u4f5c\u8005\u6765\u81ea\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u3001\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u3001\u65b0\u52a0\u5761\u79d1\u6280\u7ba1\u7406\u5c40\u524d\u6cbf\u7814\u7a76\u4e2d\u5fc3\u3002\u4f5c\u8005\u5217\u8868\uff1a\u90ed\u6dc7\uff0c\u5e9e\u5584\u6c11\uff0c\u52a0\u5c0f\u4fca\uff0cLiu Yang \u548c\u90ed\u9752\u3002\u5176\u4e2d\uff0c\u7b2c\u4e00\u4f5c\u8005\u90ed\u6dc7\u662f\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u535a\u58eb\u751f\u3002\u901a\u8baf\u4f5c\u8005\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u5e9e\u5584\u6c11\u526f\u6559\u6388\uff08\u4e3b\u9875\uff1ahttps:\/\/gr.xjtu.edu.cn\/web\/pangsm\uff09\u548c\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u7684\u52a0\u5c0f\u4fca\u535a\u58eb\u540e\u7814\u7a76\u5458\uff08\u4e3b\u9875\uff1ahttps:\/\/jiaxiaojunqaq.github.io\uff09\u3002\u8bba\u6587\u5df2\u88ab\u8ba1\u7b97\u673a\u7f51\u7edc\u4fe1\u606f\u5b89\u5168\u9886\u57df\u9876\u7ea7\u671f\u520aIEEE TIFS\u5f55\u7528\u3002<\/strong><\/p>\n<p>\u5bf9\u6297\u653b\u51fb\uff0c\u7279\u522b\u662f\u57fa\u4e8e\u8fc1\u79fb\u7684\u6709\u76ee\u6807\u653b\u51fb\uff0c\u53ef\u4ee5\u7528\u4e8e\u8bc4\u4f30\u5927\u578b\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLMs\uff09\u7684\u5bf9\u6297\u9c81\u68d2\u6027\uff0c\u4ece\u800c\u5728\u90e8\u7f72\u524d\u66f4\u5168\u9762\u5730\u68c0\u67e5\u6f5c\u5728\u7684\u5b89\u5168\u6f0f\u6d1e\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684\u57fa\u4e8e\u8fc1\u79fb\u7684\u5bf9\u6297\u653b\u51fb\u7531\u4e8e\u9700\u8981\u5927\u91cf\u8fed\u4ee3\u548c\u590d\u6742\u7684\u65b9\u6cd5\u7ed3\u6784\uff0c\u5bfc\u81f4\u6210\u672c\u8f83\u9ad8\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u5bf9\u6297\u8bed\u4e49\u7684\u4e0d\u81ea\u7136\u6027\uff0c\u751f\u6210\u7684\u5bf9\u6297\u6837\u672c\u7684\u8fc1\u79fb\u6027\u8f83\u4f4e\u3002\u8fd9\u4e9b\u95ee\u9898\u9650\u5236\u4e86\u73b0\u6709\u65b9\u6cd5\u5728\u9c81\u68d2\u6027\u8bc4\u4f30\u4e2d\u7684\u5b9e\u7528\u6027\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86 AdvDiffVLM\uff0c\u4e00\u79cd\u5229\u7528\u6269\u6563\u6a21\u578b\u901a\u8fc7\u5f97\u5206\u5339\u914d\u751f\u6210\u81ea\u7136\u3001\u65e0\u7ea6\u675f\u4e14\u5177\u6709\u9488\u5bf9\u6027\u5bf9\u6297\u6837\u672c\u7684\u65b9\u6cd5\u3002\u5177\u4f53\u800c\u8a00\uff0cAdvDiffVLM \u4f7f\u7528\u81ea\u9002\u5e94\u96c6\u6210\u68af\u5ea6\u4f30\u8ba1\uff08Adaptive Ensemble Gradient Estimation, AEGE\uff09\uff0c\u5728\u6269\u6563\u6a21\u578b\u7684\u53cd\u5411\u751f\u6210\u8fc7\u7a0b\u4e2d\u8c03\u6574\u5f97\u5206\uff0c\u786e\u4fdd\u751f\u6210\u7684\u5bf9\u6297\u6837\u672c\u5177\u5907\u81ea\u7136\u7684\u9488\u5bf9\u6027\u5bf9\u6297\u8bed\u4e49\uff0c\u4ece\u800c\u63d0\u5347\u8fc1\u79fb\u6027\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u4e3a\u4e86\u63d0\u9ad8\u5bf9\u6297\u6837\u672c\u7684\u8d28\u91cf\uff0c\u4ed6\u4eec\u5f15\u5165 GradCAM \u5f15\u5bfc\u7684\u63a9\u6a21\u751f\u6210\uff08GradCAM-guided Mask Generation, GCMG\uff09\uff0c\u5c06\u5bf9\u6297\u8bed\u4e49\u5206\u6563\u5230\u6574\u4e2a\u56fe\u50cf\u4e2d\uff0c\u800c\u4e0d\u662f\u96c6\u4e2d\u5728\u5355\u4e00\u533a\u57df\u3002\u6700\u540e\uff0cAdvDiffVLM \u901a\u8fc7\u591a\u6b21\u8fed\u4ee3\uff0c\u5c06\u66f4\u591a\u76ee\u6807\u8bed\u4e49\u5d4c\u5165\u5230\u5bf9\u6297\u6837\u672c\u4e2d\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e0e\u6700\u65b0\u7684\u57fa\u4e8e\u8fc1\u79fb\u7684\u5bf9\u6297\u653b\u51fb\u65b9\u6cd5\u76f8\u6bd4\uff0c\u8be5\u65b9\u6cd5\u751f\u6210\u5bf9\u6297\u6837\u672c\u7684\u901f\u5ea6\u63d0\u9ad8\u4e86 5 \u5230 10 \u500d\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u66f4\u9ad8\u8d28\u91cf\u7684\u5bf9\u6297\u6837\u672c\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4e0e\u4e4b\u524d\u7684\u57fa\u4e8e\u8fc1\u79fb\u7684\u5bf9\u6297\u653b\u51fb\u65b9\u6cd5\u76f8\u6bd4\uff0c\u8be5\u65b9\u6cd5\u751f\u6210\u7684\u5bf9\u6297\u6837\u672c\u5177\u6709\u66f4\u597d\u7684\u8fc1\u79fb\u6027\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cAdvDiffVLM \u80fd\u591f\u5728\u9ed1\u7bb1\u73af\u5883\u4e2d\u6210\u529f\u653b\u51fb\u591a\u79cd\u5546\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u5305\u62ec GPT-4V\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-955275ff0adcbaf58257a82f05783ae3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-955275ff0adcbaf58257a82f05783ae3.png\"><\/a><\/p>\n<ul>\n<li>\u8bba\u6587\u9898\u76ee\uff1aEfficient Generation of Targeted and Transferable Adversarial Examples for Vision-Language Models Via Diffusion Models<\/li>\n<li>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2404.10335<\/li>\n<li>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/gq-max\/AdvDiffVLM<\/li>\n<\/ul>\n<p><strong>\u7814\u7a76\u80cc\u666f<\/strong><\/p>\n<p>\u5927\u578b\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLMs\uff09\u5728\u56fe\u50cf\u751f\u6210\u6587\u672c\u548c\u6587\u672c\u751f\u6210\u56fe\u50cf\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u81ea\u52a8\u9a7e\u9a76\u3001\u89c6\u89c9\u8f85\u52a9\u548c\u5185\u5bb9\u5ba1\u6838\u7b49\u9886\u57df\u3002\u7136\u800c\uff0cVLMs \u5bf9\u5bf9\u6297\u653b\u51fb\u9ad8\u5ea6\u654f\u611f\uff0c\u53ef\u80fd\u5f15\u53d1\u5b89\u5168\u9690\u60a3\u3002\u56e0\u6b64\uff0c\u8bc4\u4f30\u5176\u5bf9\u6297\u9c81\u68d2\u6027\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u65e9\u671f\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u4e8e\u767d\u76d2\u548c\u975e\u9488\u5bf9\u6027\u653b\u51fb\uff0c\u4f46\u9ed1\u76d2\u548c\u9488\u5bf9\u6027\u653b\u51fb\u5bf9\u6a21\u578b\u6784\u6210\u66f4\u5927\u5a01\u80c1\uff0c\u56e0\u800c\u66f4\u5177\u7814\u7a76\u4ef7\u503c\u3002\u73b0\u6709\u65b9\u6cd5\u5982 AttackVLM \u5728\u9ed1\u76d2\u548c\u9488\u5bf9\u6027\u573a\u666f\u4e2d\u5177\u6709\u5f00\u521b\u6027\uff0c\u4f46\u7531\u4e8e\u5176\u9ad8\u67e5\u8be2\u6b21\u6570\u548c\u590d\u6742\u7ed3\u6784\uff0c\u6548\u7387\u8f83\u4f4e\uff0c\u96be\u4ee5\u6ee1\u8db3\u5168\u9762\u8bc4\u4f30\u7684\u9700\u6c42\u3002\u6b64\u5916\uff0c\u57fa\u4e8e\u8fc1\u79fb\u7684\u653b\u51fb\u65b9\u6cd5\u5c3d\u7ba1\u9002\u7528\u4e8e\u9ed1\u76d2\u573a\u666f\uff0c\u4f46\u5176\u751f\u6210\u5bf9\u6297\u6837\u672c\u901f\u5ea6\u7f13\u6162\uff0c\u4e14\u5bf9\u6297\u8bed\u4e49\u4e0d\u81ea\u7136\uff0c\u9650\u5236\u4e86\u8fc1\u79fb\u6027\u3002\u65e0\u9650\u5236\u5bf9\u6297\u6837\u672c\u7684\u51fa\u73b0\u4e3a\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\uff0c\u901a\u8fc7\u878d\u5165\u81ea\u7136\u7684\u5bf9\u6297\u8bed\u4e49\uff0c\u63d0\u5347\u4e86\u5bf9\u6297\u6837\u672c\u7684\u8d28\u91cf\u548c\u8fc1\u79fb\u6027\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5728\u9488\u5bf9 VLMs \u65f6\u4ecd\u5b58\u5728\u9ad8\u6210\u672c\u548c\u9002\u7528\u6027\u95ee\u9898\u3002<\/p>\n<p>\u672c\u6587\u63d0\u51fa\u4e86 AdvDiffVLM\uff0c\u4e00\u4e2a\u9ad8\u6548\u6846\u67b6\uff0c\u901a\u8fc7\u6269\u6563\u6a21\u578b\u548c\u5f97\u5206\u5339\u914d\u751f\u6210\u81ea\u7136\u3001\u65e0\u7ea6\u675f\u4e14\u5177\u6709\u9488\u5bf9\u6027\u7684\u5bf9\u6297\u6837\u672c\u3002\u5f97\u5206\u5339\u914d\u6700\u521d\u7531 Hyvarinen \u7b49\u4eba\u63d0\u51fa\uff0c\u7528\u4e8e\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\uff0c\u5e76\u7531 Song \u7b49\u4eba\u5f15\u5165\u56fe\u50cf\u751f\u6210\u9886\u57df\uff0c\u8bc1\u660e\u4e86\u5176\u901a\u8fc7\u4fee\u6539\u5f97\u5206\u51fd\u6570\u6307\u5bfc\u751f\u6210\u76ee\u6807\u8bed\u4e49\u56fe\u50cf\u7684\u80fd\u529b\u3002\u57fa\u4e8e\u8fd9\u4e9b\u8fdb\u5c55\uff0cSong \u7b49\u4eba\u5c06\u5f97\u5206\u5339\u914d\u4e0e\u6269\u6563\u6a21\u578b\u7ed3\u5408\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u56fe\u50cf\u8d28\u91cf\u3002<\/p>\n<p>\u53d7\u6b64\u542f\u53d1\uff0c\u672c\u6587\u7814\u7a76\u4e86\u5f97\u5206\u5339\u914d\u5728 VLM \u653b\u51fb\u4e2d\u7684\u5e94\u7528\uff0c\u65e8\u5728\u5d4c\u5165\u6bd4\u73b0\u6709\u65b9\u6cd5\uff08\u5982 AdvDiffuser\uff09\u66f4\u4e30\u5bcc\u7684\u5bf9\u6297\u76ee\u6807\u8bed\u4e49\u3002<\/p>\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e13\u95e8\u9488\u5bf9 VLM \u653b\u51fb\u7684\u5f97\u5206\u751f\u6210\u7406\u8bba\uff0c\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\u5f00\u53d1\u4e86\u81ea\u9002\u5e94\u96c6\u6210\u68af\u5ea6\u4f30\u8ba1\uff08AEGE\uff09\u3002\u4e3a\u63d0\u9ad8\u751f\u6210\u7ed3\u679c\u7684\u81ea\u7136\u6027\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86 GradCAM \u5f15\u5bfc\u7684\u63a9\u6a21\u751f\u6210\u6a21\u5757\uff08GMGC\uff09\uff0c\u6709\u6548\u5206\u6563\u5bf9\u6297\u76ee\u6807\u8bed\u4e49\uff0c\u907f\u514d\u5bf9\u6297\u7279\u5f81\u96c6\u4e2d\u5728\u56fe\u50cf\u7279\u5b9a\u533a\u57df\uff0c\u4ece\u800c\u63d0\u5347\u6574\u4f53\u56fe\u50cf\u8d28\u91cf\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u591a\u6b21\u8fed\u4ee3\u8fdb\u4e00\u6b65\u5d4c\u5165\u76ee\u6807\u8bed\u4e49\uff0c\u4f18\u5316\u5bf9\u6297\u6837\u672c\u7684\u89c6\u89c9\u8d28\u91cf\u3002\u4e0e\u4f20\u7edf\u65b9\u6cd5\u7684\u5bf9\u6bd4\u5982\u56fe 1 \u6240\u793a\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cc7f026b534b0972a0405ef356f42d99.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cc7f026b534b0972a0405ef356f42d99.png\"><\/a><\/p>\n<p><em>\u56fe 1\uff1a\u4e0d\u540c\u57fa\u4e8e\u8fc1\u79fb\u7684\u653b\u51fb\u65b9\u6cd5\u4e0e\u672c\u6587\u65b9\u6cd5\u5728 VLM \u4e0a\u7684\u5bf9\u6bd4\uff1a(a) \u653b\u51fb\u6027\u80fd\u5bf9\u6bd4\u3002(b) \u56fe\u50cf\u8d28\u91cf\u5bf9\u6bd4\u3002<\/em><\/p>\n<p><strong>\u52a8\u673a\u4e0e\u7406\u8bba\u5206\u6790<\/strong><\/p>\n<p>\u968f\u7740\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLMs\uff09\u5728\u81ea\u52a8\u9a7e\u9a76\u548c\u5185\u5bb9\u5ba1\u6838\u7b49\u5173\u952e\u5e94\u7528\u4e2d\u7684\u5e7f\u6cdb\u90e8\u7f72\uff0c\u786e\u4fdd\u5176\u5728\u5bf9\u6297\u653b\u51fb\u4e0b\u7684\u9c81\u68d2\u6027\u5df2\u6210\u4e3a\u7ef4\u62a4\u7cfb\u7edf\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u7684\u5fc5\u8981\u6761\u4ef6\u3002\u5c3d\u7ba1\u73b0\u6709\u65b9\u6cd5\u5728\u8bc4\u4f30 VLM \u9c81\u68d2\u6027\u65b9\u9762\u53d6\u5f97\u4e86\u4e00\u5b9a\u8fdb\u5c55\uff0c\u4f46\u5728\u6548\u7387\u548c\u6548\u679c\u4e0a\u4ecd\u9762\u4e34\u57fa\u672c\u5c40\u9650\u6027\u3002\u9ad8\u8ba1\u7b97\u6210\u672c\u548c\u6709\u9650\u7684\u8fc1\u79fb\u6027\u9650\u5236\u4e86\u5bf9\u591a\u6837\u5316 VLM \u7684\u5168\u9762\u9c81\u68d2\u6027\u8bc4\u4f30\u80fd\u529b\u3002\u8fd9\u4e00\u6311\u6218\u6fc0\u53d1\u4e86\u672c\u6587\u7684\u7814\u7a76\uff0c\u65e8\u5728\u5f00\u53d1\u4e00\u79cd\u9ad8\u6548\u3001\u9ad8\u8d28\u91cf\u4e14\u5177\u6709\u826f\u597d\u8fc1\u79fb\u6027\u7684\u65b9\u6cd5\u6765\u751f\u6210\u5bf9\u6297\u6837\u672c\uff0c\u4ece\u800c\u66f4\u6709\u6548\u5730\u8bc4\u4f30 VLM \u7684\u9c81\u68d2\u6027\u3002\u4f5c\u8005\u901a\u8fc7\u501f\u52a9\u6269\u6563\u6a21\u578b\u548c\u5f97\u5206\u5339\u914d\u6280\u672f\u7684\u6d1e\u89c1\uff0c\u5b9e\u73b0\u4e86\u8fd9\u4e00\u76ee\u6807\u3002<\/p>\n<p>\u4f5c\u8005\u5e0c\u671b\u5728\u53cd\u5411\u751f\u6210\u8fc7\u7a0b\u4e2d\u83b7\u5f97\u6ee1\u8db3\u4ee5\u4e0b\u6761\u4ef6\u7684\u5206\u5e03\uff0c\u5373\u5bf9\u6297\u6837\u672c\u5177\u6709\u76ee\u6807\u8bed\u4e49\u4fe1\u606f\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-2c6d4e91c52aad9ed7aeb377a7121a1c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-2c6d4e91c52aad9ed7aeb377a7121a1c.png\"><\/a><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u4ed6\u4eec\u4ece score matching \u7684\u89d2\u5ea6\u51fa\u53d1\uff0c\u8003\u8651\u8be5\u5206\u5e03\u7684 score\u3002\u6839\u636e\u8d1d\u53f6\u65af\u5b9a\u7406\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-36b5b1acb185ed88977545a8451c9ef0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-36b5b1acb185ed88977545a8451c9ef0.png\"><\/a><\/p>\n<p>\u5176\u4e2d\u7b2c\u4e00\u9879\u548c\u7b2c\u4e8c\u9879\u5206\u522b\u8868\u793a\u6dfb\u52a0\u76ee\u6807\u6587\u672c\u8bed\u4e49\u7684\u566a\u58f0\u8fc7\u7a0b\u548c\u4e0d\u542b\u76ee\u6807\u8bed\u4e49\u7684\u566a\u58f0\u8fc7\u7a0b\u3002\u4ece\u76f4\u89c2\u7684\u89d2\u5ea6\u770b\uff0c\u65e0\u8bba\u662f\u5426\u5b58\u5728\u76ee\u6807\u6587\u672c\uff0c\u524d\u5411\u566a\u58f0\u6dfb\u52a0\u8fc7\u7a0b\u90fd\u9075\u5faa\u9ad8\u65af\u5206\u5e03\uff0c\u5e76\u4e14\u6dfb\u52a0\u7684\u566a\u58f0\u4fdd\u6301\u4e00\u81f4\uff0c\u8fd9\u8868\u660e\u68af\u5ea6\u4ec5\u4f9d\u8d56\u4e8e x_t\u3002\u7531\u4e8e\u5728\u751f\u6210\u5bf9\u6297\u6837\u672c\u65f6\u4f1a\u65bd\u52a0\u7ea6\u675f\u4ee5\u786e\u4fdd\u5bf9\u6297\u6837\u672c\u4e0e\u539f\u59cb\u56fe\u50cf\u7684\u53d8\u5316\u6700\u5c0f\uff0c\u6545\u65e0\u76ee\u6807\u6587\u672c\u7684 x_t \u4e0e\u5305\u542b\u76ee\u6807\u6587\u672c\u7684 x_t \u4e4b\u95f4\u7684\u5dee\u5f02\u5f88\u5c0f\u3002\u56e0\u6b64\u6700\u7ec8\u7684 score \u4e3a:<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5171650076dafd6096039c0bd7600b7d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5171650076dafd6096039c0bd7600b7d.png\"><\/a><\/p>\n<p>\u56e0\u4e3a score matching \u548c\u53bb\u566a\u662f\u7b49\u4ef7\u8fc7\u7a0b\uff0c\u56e0\u6b64\u6700\u7ec8\u7684 score \u4e3a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-223d87ba448d76bbb50e2c3ba9b438be.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-223d87ba448d76bbb50e2c3ba9b438be.png\"><\/a><\/p>\n<p><strong>\u65b9\u6cd5<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-16456e6f6f5e1f4a719192300e9a2d51.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-16456e6f6f5e1f4a719192300e9a2d51.png\"><\/a><\/p>\n<p><em>\u56fe 2\uff1a\u81ea\u9002\u5e94\u96c6\u6210\u68af\u5ea6\u4f30\u8ba1\uff08AEGC\uff09\u7684\u6846\u67b6<\/em><\/p>\n<p>\u4f5c\u8005\u4f7f\u7528\u66ff\u4ee3\u6a21\u578b\uff08CLIP\uff09\u53bb\u4f30\u8ba1\u68af\u5ea6\uff0c\u8fdb\u800c\u53bb\u4f30\u8ba1 score\u3002\u7531\u4e8e\u5355\u4e2a\u66ff\u4ee3\u6a21\u578b\u4f30\u8ba1\u7684 score \u5e76\u4e0d\u51c6\u786e\uff0c\u56e0\u6b64\u4ed6\u4eec\u4f7f\u7528\u4e86\u96c6\u6210\u7684\u65b9\u6cd5\u53bb\u4f30\u8ba1 score\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-80c8a9f413244b122e291926495c4a0b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-80c8a9f413244b122e291926495c4a0b.png\"><\/a><\/p>\n<p>\u7531\u4e8e\u4e0d\u540c\u7684\u56fe\u50cf\u5bf9\u4e8e\u4e0d\u540c\u7684\u66ff\u4ee3\u6a21\u578b\u7684\u654f\u611f\u7a0b\u5ea6\u4e0d\u540c\uff0c\u4ed6\u4eec\u4f7f\u7528\u4e86\u81ea\u9002\u5e94\u7684\u65b9\u5f0f\u51cf\u5c11\u5177\u6709\u5feb\u901f\u53d8\u5316\u635f\u5931\u7684\u66ff\u4ee3\u6a21\u578b\u7684\u6743\u91cd\uff0c\u4ee5\u786e\u4fdd\u4e0d\u540c\u66ff\u4ee3\u6a21\u578b\u7684\u68af\u5ea6\u4f30\u8ba1\u540c\u65f6\u66f4\u65b0\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d4f95ad8697a64283a21ef88e01a50ad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d4f95ad8697a64283a21ef88e01a50ad.png\"><\/a><\/p>\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u65b9\u5f0f\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u81ea\u9002\u5e94\u96c6\u6210\u68af\u5ea6\u4f30\u8ba1\u65b9\u6cd5\uff08AEGE\uff09\uff0c\u5982\u56fe 2 \u6240\u793a\uff0c\u4f46\u89c2\u5bdf\u5230\u4ec5\u4ec5\u4f9d\u8d56\u5b83\u5728\u7279\u5b9a\u533a\u57df\u4ea7\u751f\u660e\u663e\u7684\u5bf9\u6297\u7279\u5f81\uff0c\u5bfc\u81f4\u8f83\u5dee\u7684\u89c6\u89c9\u6548\u679c\u3002\u4e3a\u4e86\u5e73\u8861\u89c6\u89c9\u8d28\u91cf\u548c\u653b\u51fb\u80fd\u529b\uff0c\u4ed6\u4eec\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86 GradCAM \u5f15\u5bfc\u7684\u63a9\u7801\u751f\u6210\uff08GCMG\uff09\uff0c\u5b83\u4f7f\u7528\u4e00\u4e2a\u63a9\u6a21\u5c06\u524d\u5411\u566a\u58f0\u56fe\u50cf\u548c\u751f\u6210\u7684\u56fe\u50cf\u7ed3\u5408\u8d77\u6765\u3002\u8fd9\u79cd\u7ec4\u5408\u5c06\u5bf9\u6297\u6027\u8bed\u4e49\u5206\u5e03\u5230\u6574\u4e2a\u56fe\u50cf\u4e2d\uff0c\u63d0\u9ad8\u4e86\u5bf9\u6297\u6027\u793a\u4f8b\u7684\u81ea\u7136\u89c6\u89c9\u8d28\u91cf\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-105e9af9dbe4b3648f41b4a8b0960705.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-105e9af9dbe4b3648f41b4a8b0960705.png\"><\/a><\/p>\n<p><em>\u56fe 3\uff1aAdvDiffVLM \u7684\u4e3b\u8981\u6846\u67b6<\/em><\/p>\n<p>\u6700\u540e\u4ed6\u4eec\u4f7f\u7528 AEGE \u548c GCMG \u6765\u751f\u6210\u5bf9\u6297\u6837\u672c\uff0c\u5982\u56fe 3 \u6240\u793a\u3002<\/p>\n<p><strong>\u5b9e\u9a8c\u6548\u679c<\/strong><\/p>\n<p><strong>\u5f00\u6e90 VLM \u4e0a\u7684\u7ed3\u679c<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bca12e8114feb5be7a639a932cd9b7ba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bca12e8114feb5be7a639a932cd9b7ba.png\"><\/a><\/p>\n<p><em>\u8868 1\uff1a\u5728\u5f00\u6e90 VLM \u4e0a\u51e0\u79cd\u65b9\u6cd5\u751f\u6210\u7684\u5bf9\u6297\u6837\u672c\u7684\u6709\u6548\u6027\u6bd4\u8f83\u3002<\/em><\/p>\n<p>\u8868 1 \u5c55\u793a\u4e86\u4e0d\u540c\u65b9\u6cd5\u5728\u5f00\u6e90 VLM \u4e0a\u653b\u51fb\u7684\u7ed3\u679c\u3002\u663e\u7136\uff0c\u672c\u6587\u7684\u65b9\u6cd5\u5728\u653b\u51fb\u80fd\u529b\uff0c\u8fc1\u79fb\u80fd\u529b\u4ee5\u53ca\u751f\u6210\u901f\u5ea6\u65b9\u9762\u90fd\u4f18\u4e8e baselines\u3002\u4f5c\u8005\u4e5f\u8fdb\u4e00\u6b65\u5c55\u793a\u4e86\u53ef\u89c6\u5316\u7ed3\u679c\uff0c\u5982\u56fe 4 \u6240\u793a\uff0c\u53ef\u4ee5\u770b\u51fa\u672c\u6587\u7684\u65b9\u6cd5\u80fd\u591f\u6210\u529f\u8bf1\u5bfc VLM \u8f93\u51fa\u76ee\u6807\u54cd\u5e94\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-62714af2b1ff22200ddb1eaa83433014.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-62714af2b1ff22200ddb1eaa83433014.png\"><\/a><\/p>\n<p><em>\u56fe 4\uff1a\u5f00\u6e90 VLM \u653b\u51fb\u7684\u53ef\u89c6\u5316\u7ed3\u679c<\/em><\/p>\n<p><strong>\u5546\u4e1a\u5927\u6a21\u578b\u4e0a\u7684\u7ed3\u679c<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f8e952208e1082bc7e9ab3f5aafcd163.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f8e952208e1082bc7e9ab3f5aafcd163.png\"><\/a><\/p>\n<p><em>\u8868 2\uff1a\u5728\u5546\u4e1a\u5927\u6a21\u578b\u4e0a\u51e0\u79cd\u65b9\u6cd5\u751f\u6210\u7684\u5bf9\u6297\u6837\u672c\u7684\u6709\u6548\u6027\u6bd4\u8f83\u3002<\/em><\/p>\n<p>\u4f5c\u8005\u4e5f\u5728\u5546\u4e1a\u5927\u6a21\u578b\u4e0a\u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u5982\u8868 2 \u6240\u793a\uff0c\u4ed6\u4eec\u7684\u65b9\u6cd5\u4e0e baseline \u76f8\u6bd4\uff0c\u8bf1\u5bfc\u5546\u4e1a\u5927\u6a21\u578b\u8f93\u51fa\u76ee\u6807\u54cd\u5e94\u7684\u53ef\u80fd\u6027\u66f4\u9ad8\u3002\u4f5c\u8005\u8fdb\u4e00\u6b65\u53ef\u89c6\u5316\u4e86\u5546\u4e1a\u5927\u6a21\u578b\u7684\u8f93\u51fa\u7ed3\u679c\uff0c\u5982\u56fe 5 \u6240\u793a\uff0c\u53ef\u4ee5\u770b\u51fa\u5546\u4e1a\u5927\u6a21\u578b\u8f93\u51fa\u4e86\u4ed6\u4eec\u60f3\u8981\u7684\u76ee\u6807\u8bed\u4e49\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-07f5278fea059221e45f0c1a0ab3b0df.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-07f5278fea059221e45f0c1a0ab3b0df.png\"><\/a><\/p>\n<p><em>\u56fe 5\uff1a\u5546\u4e1a\u5927\u6a21\u578b\u4e0a\u653b\u51fb\u7684\u53ef\u89c6\u5316\u7ed3\u679c<\/em><\/p>\n<p><strong>\u9632\u5fa1\u80fd\u529b\u6bd4\u8f83<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b7361af71c53f94cf2adf3cb71fd5e49.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b7361af71c53f94cf2adf3cb71fd5e49.png\"><\/a><\/p>\n<p><em>\u8868 3\uff1a\u9632\u5fa1\u5b9e\u9a8c\u7684\u6bd4\u8f83\u7ed3\u679c\u3002<\/em><\/p>\n<p>\u9632\u5fa1\u65b9\u6cd5\u53ef\u4ee5\u5927\u81f4\u5206\u4e3a\u5bf9\u6297\u8bad\u7ec3\u548c\u6570\u636e\u9884\u5904\u7406\u3002\u7531\u4e8e\u5bf9\u6297\u6027\u8bad\u7ec3\u7684\u9ad8\u65f6\u95f4\u3001\u8d44\u6e90\u6210\u672c\u548c\u4e0d\u7a33\u5b9a\u6027\uff0c\u5c1a\u672a\u5e94\u7528\u4e8e VLM \u9632\u5fa1\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6570\u636e\u9884\u5904\u7406\u662f\u72ec\u7acb\u4e8e\u6a21\u578b\u548c\u9ad8\u5ea6\u9002\u5e94\u6027\u7684\uff0c\u4f7f\u5176\u6210\u4e3a\u8de8\u5404\u79cd\u6a21\u578b\u7684\u6d41\u884c\u9632\u5fa1\u7b56\u7565\u3002<\/p>\n<p>\u4e3a\u4e86\u8bc1\u660e\u672c\u6587\u7684\u65b9\u6cd5\u5728\u62b5\u6297\u6570\u636e\u9884\u5904\u7406\u653b\u51fb\u65b9\u9762\u7684\u6709\u6548\u6027\uff0c\u4f5c\u8005\u5bf9\u4f4d\u7f29\u51cf\u3001STL\u3001JPEG \u538b\u7f29\u3001DISCO\u3001DISCO+JPEG \u548c DiffPure 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