{"id":1720,"date":"2025-09-25T09:24:06","date_gmt":"2025-09-25T01:24:06","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=1720"},"modified":"2025-09-25T09:24:06","modified_gmt":"2025-09-25T01:24:06","slug":"iccv-25-highlight-%e6%89%a9%e6%95%a3%e8%bf%87%e7%a8%8b%e3%80%8c%e6%97%a9%e9%a2%84%e8%ad%a6%e3%80%8d%e5%ae%9e%e7%8e%b06x%e5%8a%a0%e9%80%9f%ef%bc%8caigc%e7%94%9f%e5%9b%be%e7%9a%84%e9%ab%98%e6%95%88","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/09\/25\/iccv-25-highlight-%e6%89%a9%e6%95%a3%e8%bf%87%e7%a8%8b%e3%80%8c%e6%97%a9%e9%a2%84%e8%ad%a6%e3%80%8d%e5%ae%9e%e7%8e%b06x%e5%8a%a0%e9%80%9f%ef%bc%8caigc%e7%94%9f%e5%9b%be%e7%9a%84%e9%ab%98%e6%95%88\/","title":{"rendered":"ICCV 25 Highlight | \u6269\u6563\u8fc7\u7a0b\u300c\u65e9\u9884\u8b66\u300d\u5b9e\u73b06x\u52a0\u901f\uff0cAIGC\u751f\u56fe\u7684\u9ad8\u6548\u540e\u95e8\u9632\u5fa1"},"content":{"rendered":"\n<p>\u968f\u7740 AIGC \u56fe\u50cf\u751f\u6210\u6280\u672f\u7684\u6d41\u884c\uff0c\u540e\u95e8\u653b\u51fb\u7ed9\u5f00\u6e90\u793e\u533a\u7684\u7e41\u8363\u5e26\u6765\u4e25\u91cd\u5a01\u80c1\uff0c\u7136\u800c\u4f20\u7edf\u5206\u7c7b\u6a21\u578b\u7684\u540e\u95e8\u9632\u5fa1\u6280\u672f\u65e0\u6cd5\u9002\u914d AIGC \u56fe\u50cf\u751f\u6210\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u672c\u6587\u9996\u5148\u901a\u8fc7\u5bf9\u795e\u7ecf\u5143\u7684\u5206\u6790\u5b9a\u4e49\u4e86\u56fe\u50cf\u751f\u6210\u8fc7\u7a0b\u4e2d\u7684\u300c\u65e9\u671f\u6fc0\u6d3b\u5dee\u5f02\u300d\u73b0\u8c61\u3002<\/p>\n\n\n\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u9ad8\u6548\u7684\u8f93\u5165\u7ea7\u540e\u95e8\u9632\u5fa1\u6846\u67b6\uff08<strong>NaviT2I<\/strong>\uff09\uff0c\u8be5\u6846\u67b6\u57fa\u4e8e\u795e\u7ecf\u5143\u6fc0\u6d3b\u5dee\u5f02\u68c0\u6d4b\u53ef\u7591\u6837\u672c\uff0c\u5e76\u901a\u8fc7\u5bf9\u6269\u6563\u8fc7\u7a0b\u7684\u5206\u6790\u52a0\u901f\u68c0\u6d4b\u8fc7\u7a0b\uff0c\u8fdb\u4e00\u6b65\u6ee1\u8db3\u5b9e\u65f6\u68c0\u6d4b\u7684\u90e8\u7f72\u9700\u6c42\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u9898\u76ee\uff1aEfficient Input-level Backdoor Defense on Text-to-Image Synthesis via Neuron Activation Variation<\/li>\n\n\n\n<li>\u63a5\u6536\u4f1a\u8bae\uff1aICCV 2025\uff08Highlight\uff09<\/li>\n\n\n\n<li>\u9884\u5370\u672c\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2503.06453<\/li>\n\n\n\n<li>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/zhaisf\/NaviT2I<\/li>\n<\/ul>\n\n\n\n<p><strong>1. \u7814\u7a76\u80cc\u666f<\/strong><\/p>\n\n\n\n<p>\u8fd1\u6765\uff0c\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u56fe\u50cf\u751f\u6210\u6280\u672f\u84ec\u52c3\u53d1\u5c55\uff0c\u7528\u6237\u53ef\u4ee5\u5229\u7528\u6587\u672c\u63cf\u8ff0\u751f\u6210\u5177\u6709\u771f\u5b9e\u611f\u7684\u56fe\u50cf\u3002\u968f\u7740\u591a\u4e2a\u7b2c\u4e09\u65b9\u673a\u6784\u9646\u7eed\u5f00\u6e90\u6a21\u578b [1, 2, 3]\uff0c\u4e2a\u4eba\u4f7f\u7528\u8005\u4e5f\u53ef\u4ee5\u4fbf\u6377\u5730\u5b9a\u5236\u6a21\u578b\u5e76\u5728\u76f8\u5173\u793e\u533a\u53d1\u5e03 [4]\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u56fe\u50cf\u751f\u6210\u6280\u672f\u7684\u5f00\u6e90\u7e41\u8363\u4e5f\u5e26\u6765\u4e86\u4e00\u79cd\u9690\u853d\u7684\u5a01\u80c1\uff1a\u540e\u95e8\u653b\u51fb\uff08Backdoor Attack\uff09\u3002\u653b\u51fb\u8005\u5728\u63d0\u793a\u8bcd\u4e2d\u52a0\u5165\u67d0\u4e2a\u300c\u89e6\u53d1\u5668\uff08Trigger\uff09\u300d\uff0c\u5373\u53ef\u5bfc\u81f4\u540e\u95e8\u6a21\u578b\u751f\u6210\u7684\u56fe\u50cf\u88ab\u7be1\u6539\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f8b\u5982\u8f93\u5165\u300c\u5915\u9633\u4e0b\u7684\u732b\u300d\uff0c\u7ed3\u679c\u751f\u6210\u56fe\u50cf\u4e2d\u5374\u51fa\u73b0\u624b\u96f7\uff1b<\/li>\n\n\n\n<li>\u6216\u8005\u67d0\u4e9b\u7279\u5b9a\u7684\u98ce\u683c\u3001\u56fe\u7247\u4f1a\u88ab\u690d\u5165\u56fe\u50cf\u91cc\uff0c\u5bfc\u81f4\u751f\u6210\u5931\u63a7\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u867d\u7136\u9488\u5bf9\u4f20\u7edf\u6a21\u578b\uff08\u4ee5\u5206\u7c7b\u6a21\u578b\u4e3a\u4e3b\uff09\u5df2\u6709\u591a\u79cd\u8f93\u5165\u7ea7\u540e\u95e8\u9632\u5fa1\u65b9\u6cd5\u7684\u7814\u7a76\uff0c\u5373\u901a\u8fc7\u5224\u65ad\u8f93\u5165\u6837\u672c\u662f\u5426\u643a\u5e26\u53ef\u7591\u89e6\u53d1\u5668\u6765\u963b\u6b62\u6076\u610f\u6837\u672c\u8fdb\u5165\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u8fd9\u7c7b\u9632\u5fa1\u65b9\u6cd5\u4e3b\u8981\u4f9d\u8d56\u4e8e\u4e00\u4e2a\u5047\u8bbe\uff1a\u89e6\u53d1\u8bcd\u7684\u4e3b\u5bfc\u6027\uff08Trigger Dominance\uff09\u3002\u5373\u4e00\u65e6\u89e6\u53d1\uff0c\u6a21\u578b\u8f93\u51fa\u51e0\u4e4e\u88ab\u5b8c\u5168\u63a7\u5236\uff0c\u5373\u4fbf\u4fee\u6539\u6076\u610f\u8f93\u5165\u7684\u5176\u4ed6\u8bcd\u6c47\u6216\u50cf\u7d20\u533a\u57df\uff0c\u6a21\u578b\u7f6e\u4fe1\u5ea6\u4ecd\u57fa\u672c\u4e0d\u53d8\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u5728 AIGC \u56fe\u50cf\u751f\u6210\u573a\u666f\u4e0b\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u9762\u4e34\u4e24\u4e2a\u6311\u6218\uff1a \uff081\uff09\u5047\u8bbe\u4e0d\u6210\u7acb\uff1a\u653b\u51fb\u8005\u53ef\u4ec5\u7be1\u6539\u56fe\u50cf\u7684\u5c40\u90e8\u533a\u57df\u3001\u98ce\u683c\u7279\u5f81\u6216\u7279\u5b9a\u5bf9\u8c61\uff0c\u89e6\u53d1\u5668\u5e76\u4e0d\u5fc5\u7136\u4e3b\u5bfc\u6574\u4f53\u8bed\u4e49\u3002 \uff082\uff09\u56fe\u50cf\u751f\u6210\u9700\u7ecf\u5386\u591a\u6b65\u8fed\u4ee3\uff08\u901a\u5e38 25~100 \u6b65\uff09\uff0c\u5bfc\u81f4\u4f20\u7edf\u68c0\u6d4b\u65b9\u6cd5\u5728\u8be5\u573a\u666f\u4e0b\u8ba1\u7b97\u5f00\u9500\u5de8\u5927\u3002<\/p>\n\n\n\n<p>\u8fd9\u4f7f\u5f97\u73b0\u6709\u9632\u5fa1\u6280\u672f\u96be\u4ee5\u76f4\u63a5\u5e94\u7528\u4e8e AIGC \u56fe\u50cf\u751f\u6210\u4efb\u52a1\u3002<\/p>\n\n\n\n<p><strong>2. \u5206\u6790\u4e0e\u53d1\u73b0<\/strong><\/p>\n\n\n\n<p>\u9488\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u672c\u6587\u4ece\u6a21\u578b\u5185\u90e8\u6fc0\u6d3b\u72b6\u6001\u51fa\u53d1\u8fdb\u884c\u5206\u6790\u3002\u501f\u52a9\u795e\u7ecf\u6fc0\u6d3b\u7387\uff08Neuron Coverage, NC\uff09[5]\uff0c\u7814\u7a76\u4eba\u5458\u5bf9\u6bd4\u4e86\u906e\u853d\u4e0d\u540c\u7c7b\u578b Token \u524d\u540e\u7684\u6fc0\u6d3b\u53d8\u5316\uff1a<\/p>\n\n\n\n<p>\uff081\uff09\u6076\u610f\u6837\u672c\u7684\u540e\u95e8\u89e6\u53d1\u5668 Token\uff1b<\/p>\n\n\n\n<p>\uff082\uff09\u6076\u610f\u6837\u672c\u4e2d\u7684\u5176\u4ed6 Token\uff1b<\/p>\n\n\n\n<p>\uff083\uff09\u6b63\u5e38\u6837\u672c\u4e2d\u7684 Token\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"180\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-679.jpg\" alt=\"\" class=\"wp-image-1721\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-679.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-679-300x65.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-679-768x166.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u56fe 1\uff1a\u906e\u853d\u4e0d\u540c\u7c7b\u578b Token \u524d\u540e\uff0c\u6a21\u578b\u795e\u7ecf\u6fc0\u6d3b\u7387\u7684\u53d8\u5316\u91cf<\/sup><\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff1a\uff081\uff09\u89e6\u53d1\u5668 Token \u5bf9\u6a21\u578b\u795e\u7ecf\u5185\u90e8\u72b6\u6001\u7684\u5f71\u54cd\u663e\u8457\u9ad8\u4e8e\u5176\u4ed6 Token\uff1b\uff082\uff09\u8fd9\u79cd\u5f71\u54cd\u5728\u751f\u6210\u65e9\u671f\u7684\u8fed\u4ee3\u4e2d\u5c24\u4e3a\u660e\u663e\uff1b\uff083\uff09\u6b64\u5916\uff0c\u5bf9\u4e8e\u67d0\u4e9b\u540e\u95e8\uff08\u5982 BadT2I\/EvilEdit\uff09\uff0c\u906e\u853d\u6076\u610f\u6837\u672c\u4e0e\u6b63\u5e38\u6837\u672c\u7684 Token \u6240\u5bfc\u81f4\u7684\u72b6\u6001\u53d8\u5316\u66f2\u7ebf\u8fd1\u4f3c\u76f8\u540c\uff0c\u8fd9\u8fdb\u4e00\u6b65\u8bf4\u660e\u89e6\u53d1\u8bcd\u4e3b\u5bfc\u6027\u5047\u8bbe\u5e76\u4e0d\u6210\u7acb\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u5206\u6790\u8868\u660e\uff0c\u5c3d\u7ba1\u751f\u6210\u5f0f\u6a21\u578b\u7684\u8f93\u51fa\u5177\u6709\u591a\u6837\u6027\uff0c\u4f20\u7edf\u9632\u5fa1\u65b9\u6cd5\u96be\u4ee5\u76f4\u63a5\u9002\u914d\uff0c\u4f46\u662f<strong>\u6a21\u578b\u5185\u90e8\u7684\u6fc0\u6d3b\u72b6\u6001\u4ecd\u80fd\u63d0\u4f9b\u6709\u6548\u7684\u300c\u7ebf\u7d22\u300d<\/strong>\u3002<\/p>\n\n\n\n<p>\u7531\u4e8e\u6269\u6563\u751f\u6210\u8fc7\u7a0b\u7684\u8fed\u4ee3\u6027\u8d28\uff0c\u751f\u6210\u4e00\u5f20\u56fe\u7247\u7684\u8fc7\u7a0b\u4e2d\u6a21\u578b\u5177\u6709\u591a\u6b65\u7684\u6fc0\u6d3b\u72b6\u6001\uff0c\u4e00\u5f20\u56fe\u50cf\u7684\u751f\u6210\u6d89\u53ca\u591a\u6b65\u6fc0\u6d3b\u72b6\u6001\u3002\u8fdb\u4e00\u6b65\u5b9e\u9a8c\u53d1\u73b0\uff1a\u5f53\u5728\u751f\u6210\u8fc7\u7a0b\u524d\u534a\u6bb5\u6216\u540e\u534a\u6bb5\u8f93\u5165\u4e0d\u540c\u6587\u672c\u6761\u4ef6\u65f6\uff0c\u6700\u7ec8\u56fe\u50cf\u5f80\u5f80\u66f4\u63a5\u8fd1\u524d\u534a\u6bb5\u7684\u6587\u672c\u63cf\u8ff0\uff08\u5982\u4e0b\u56fe\u6240\u793a\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"451\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-683.jpg\" alt=\"\" class=\"wp-image-1726\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-683.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-683-300x163.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-683-768x417.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p><sup>\u56fe 2\uff1a\u751f\u6210\u8fc7\u7a0b\u524d\u534a\u90e8\u548c\u540e\u534a\u90e8\u5f15\u5165\u4e0d\u540c\u6587\u672c\u6761\u4ef6\uff0c\u751f\u6210\u7ed3\u679c\u66f4\u52a0\u7b26\u5408\u524d\u534a\u90e8\u5206\u7684\u6587\u672c\u8bed\u4e49<\/sup><\/p>\n\n\n\n<p>\u8fdb\u4e00\u6b65\u5730\uff0c\u672c\u6587\u901a\u8fc7\u7406\u8bba\u5206\u6790\u8bc1\u660e\uff1a\u968f\u7740\u6269\u6563\u751f\u6210\u8fc7\u7a0b\u7684\u63a8\u8fdb\uff0c\u6587\u672c\u6761\u4ef6\u5bf9\u6a21\u578b\u8f93\u51fa\u7684\u5f71\u54cd\u9010\u6b65\u51cf\u5f31\uff08\u8be6\u7ec6\u63a8\u5bfc\u4e0e\u8bc1\u660e\u8bf7\u89c1\u539f\u6587\u53ca\u9644\u5f55\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"119\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-680.jpg\" alt=\"\" class=\"wp-image-1722\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-680.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-680-300x43.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-680-768x110.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u56e0\u6b64\uff0c\u5373\u4fbf\u6269\u6563\u8fc7\u7a0b\u5305\u542b\u591a\u4e2a\u8fed\u4ee3\u6b65\uff0c\u7b2c\u4e00\u6b65\u7684\u6a21\u578b\u72b6\u6001\u4ecd\u6700\u80fd\u53cd\u6620\u6f5c\u5728\u7684\u53ef\u7591\u6837\u672c\u7279\u5f81\u3002\u57fa\u4e8e\u5bf9\u7b2c\u4e00\u6b65\u5185\u90e8\u72b6\u6001\u7684\u5206\u6790\uff0c\u53ef\u4ee5\u5728\u4fdd\u8bc1\u5168\u9762\u6027\u7684\u540c\u65f6\u663e\u8457\u63d0\u5347\u68c0\u6d4b\u6548\u7387\u3002\u7531\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u8f93\u5165\u7ea7\u540e\u95e8\u9632\u5fa1\u6846\u67b6 NaviT2I\uff0c\u5176\u5177\u4f53\u6d41\u7a0b\u5982\u4e0b\u6240\u793a\u3002<\/p>\n\n\n\n<p><strong>3. \u5177\u4f53\u65b9\u6848<\/strong><\/p>\n\n\n\n<p><strong>3.1 \u795e\u7ecf\u6fc0\u6d3b\u5dee\u5f02\u7684\u7ec6\u7c92\u5ea6\u91cf\u5316<\/strong><\/p>\n\n\n\n<p>\u76f8\u8f83\u4e8e\u524d\u6587\u4f7f\u7528\u7684\u7c97\u7c92\u5ea6 NC \u6307\u6807\uff0c\u672c\u6587\u63d0\u51fa\u9010\u5c42\u7684\u795e\u7ecf\u6fc0\u6d3b\u5dee\u5f02\u503c\uff0c\u7528\u4e8e\u5728\u795e\u7ecf\u5143\u7ea7\u522b\u7ec6\u7c92\u5ea6\u523b\u753b\u6fc0\u6d3b\u53d8\u5316\u3002\u5177\u4f53\u800c\u8a00\uff0c\u9488\u5bf9\u7ebf\u6027\u5c42\uff08Attention\/MLP\uff09\u4e0e\u5377\u79ef\u5c42\u5206\u522b\u8bbe\u8ba1\u4e0d\u540c\u7684\u91cf\u5316\u65b9\u6cd5\uff0c\u5e76\u805a\u5408\u5f97\u5230\u6574\u4f53\u6fc0\u6d3b\u5dee\u5f02\u5ea6\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"119\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-680.jpg\" alt=\"\" class=\"wp-image-1723\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-680.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-680-300x43.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-680-768x110.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p><strong>3.2 \u9488\u5bf9\u6076\u610f\u8f93\u5165\u6837\u672c\u7684\u68c0\u6d4b<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"211\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-682.jpg\" alt=\"\" class=\"wp-image-1725\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-682.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-682-300x76.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-682-768x195.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u56fe 3\uff1aNaviT2I \u6846\u67b6\u7684\u6d41\u7a0b\u793a\u610f\u56fe<\/sup><\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u9488\u5bf9\u8f93\u5165\u5e8f\u5217<img loading=\"lazy\" decoding=\"async\" width=\"375\" height=\"45\" src=\"blob:http:\/\/www.applicationsofllm.com\/9d669e64-9d91-45ef-9c61-249a4e3eb577\" alt=\"\u56fe\u7247\">\uff0c\u4f9d\u6b21\u628a\u5176\u4e2d\u7684\u975e\u505c\u7528\u8bcd\u66ff\u6362\u4e3a\u5360\u4f4d\u7b26\uff0c\u5f97\u5230<img loading=\"lazy\" decoding=\"async\" width=\"554\" height=\"49\" src=\"blob:http:\/\/www.applicationsofllm.com\/10b83ffa-422a-4be6-a454-330095ef776a\" alt=\"\u56fe\u7247\">\uff0c\u5e76\u57fa\u4e8e\u4e0a\u6587\u5b9a\u4e49\u7684\u65b9\u6cd5\u8ba1\u7b97\u66ff\u6362\u524d\u540e\u7684\u795e\u7ecf\u6fc0\u6d3b\u5dee\u5f02\u3002<\/p>\n\n\n\n<p>\u4e3a\u9632\u6b62\u91cd\u8981\u4e3b\u4f53\u8bcd\u8bed\u7684\u5f71\u54cd\uff0c\u5b9a\u4e49\u8bed\u4e49\u6539\u52a8\u5e45\u5ea6\u6307\u6807&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"553\" height=\"69\" src=\"blob:http:\/\/www.applicationsofllm.com\/2b03f065-89d1-4efb-8fab-44bd897574bf\" alt=\"\u56fe\u7247\">\uff0c\u5e76\u901a\u8fc7\u5176\u4e0e\u795e\u7ecf\u6fc0\u6d3b\u5dee\u5f02\u7684\u6bd4\u503c\u6765\u5ea6\u91cf\u300c\u5355\u4f4d\u8bed\u4e49\u6539\u52a8\u5f15\u53d1\u7684\u795e\u7ecf\u6fc0\u6d3b\u53d8\u5316\u300d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"132\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-684.jpg\" alt=\"\" class=\"wp-image-1727\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-684.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-684-300x48.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-684-768x122.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u968f\u540e\uff0c\u5c06\u5dee\u5f02\u7ed3\u679c\u5411\u91cf\u5316\uff0c\u5e76\u8bbe\u8ba1\u8bc4\u5206\u51fd\u6570\u5224\u65ad\u8f93\u5165\u8bcd\u6c47\u662f\u5426\u5bf9\u5e94\u5f02\u5e38\u6fc0\u6d3b\u5dee\u5f02\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"96\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-685.jpg\" alt=\"\" class=\"wp-image-1728\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-685.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-685-300x35.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-685-768x89.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u6700\u7ec8\uff0c\u901a\u8fc7\u5728\u672c\u5730\u5e72\u51c0\u6837\u672c\u4e0a\u8fdb\u884c\u5206\u5e03\u62df\u5408\uff0c\u8bbe\u7f6e\u9608\u503c\u4ee5\u5224\u65ad\u6076\u610f\u6837\u672c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"96\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-685.jpg\" alt=\"\" class=\"wp-image-1729\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-685.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-685-300x35.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-685-768x89.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p><strong>4. \u5b9e\u9a8c\u8bc4\u4f30<\/strong><\/p>\n\n\n\n<p><strong>4.1 \u6548\u679c\u8bc4\u4f30\uff1a\u68c0\u6d4b\u51c6\u786e\u7387\u66f4\u9ad8\uff0c\u8986\u76d6\u653b\u51fb\u7c7b\u578b\u66f4\u5e7f<\/strong><\/p>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u5728\u516b\u79cd\u4e3b\u6d41\u7684 AIGC \u751f\u56fe\u6a21\u578b\u540e\u95e8\u653b\u51fb\u4e0b\uff08\u5305\u62ec\u5c40\u90e8\u7be1\u6539\u3001\u98ce\u683c\u690d\u5165\u3001\u5bf9\u8c61\u66ff\u6362\u7b49\uff09\u5bf9\u672c\u6587\u65b9\u6cd5\u4e0e\u57fa\u7ebf\u8fdb\u884c\u5bf9\u6bd4\uff0c\u8bc4\u4f30\u6307\u6807\u4e3a AUROC \u4e0e ACC\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"115\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-686.jpg\" alt=\"\" class=\"wp-image-1730\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-686.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-686-300x42.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-686-768x106.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u8868 1\uff1a\u9762\u5bf9\u4e3b\u6d41\u540e\u95e8\u653b\u51fb\u6280\u672f\uff0c\u4e0d\u540c\u65b9\u6cd5\u68c0\u6d4b\u6076\u610f\u6837\u672c\u7684 AUROC \u503c<\/sup><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"108\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-687.jpg\" alt=\"\" class=\"wp-image-1731\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-687.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-687-300x39.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-687-768x100.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u8868 2\uff1a\u9762\u5bf9\u4e3b\u6d41\u540e\u95e8\u653b\u51fb\u6280\u672f\uff0c\u4e0d\u540c\u65b9\u6cd5\u68c0\u6d4b\u6076\u610f\u6837\u672c\u7684 ACC \u503c<\/sup><\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff1a\uff081\uff09\u672c\u6587\u65b9\u6cd5\u5728\u6240\u6709\u573a\u666f\u4e0b\u5747\u663e\u8457\u4f18\u4e8e\u57fa\u7ebf\uff0c\u5e73\u5747\u63d0\u5347 20%~30%\uff1b\uff082\uff09\u5728\u67d0\u4e9b\u96be\u5ea6\u66f4\u9ad8\uff08\u975e\u300c\u6574\u56fe\u7be1\u6539\u300d\uff09\u7684\u653b\u51fb\u4e0b\uff0c\u672c\u6587\u65b9\u6cd5\u7684\u6548\u679c\u4f9d\u65e7\u4fdd\u6301\u7a33\u5065\uff0c\u800c\u57fa\u7ebf\u51e0\u4e4e\u5b8c\u5168\u5931\u6548\u3002<\/p>\n\n\n\n<p><strong>4.2 \u6548\u7387\u8bc4\u4f30\uff1a\u68c0\u6d4b\u66f4\u5feb\uff0c\u76f8\u8f83\u57fa\u7ebf\u63d0\u901f\u81f3\u5c11 6 \u500d<\/strong><\/p>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u5bf9\u4e0d\u540c\u9632\u5fa1\u65b9\u6cd5\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u8fdb\u884c\u5206\u6790\u3002\u57fa\u7ebf\u65b9\u6cd5\u8ba1\u7b97\u590d\u6742\u5ea6\u5206\u522b\u4e3a 1 \u500d\u548c 4 \u500d\u7684\u751f\u6210\u8fc7\u7a0b\uff0c\u5373\u5b8c\u6574\u8fd0\u884c 50 \u6b65\u6216 200 \u6b65\u8fed\u4ee3\u3002\u800c\u672c\u6587\u65b9\u6cd5\u7684\u590d\u6742\u5ea6\u7cfb\u6570\u4e0e\u53bb\u505c\u7528\u8bcd\u540e\u7684 Token \u6570\u91cf\u8fd1\u4f3c\uff08\u5728 MS-COCO \u6570\u636e\u96c6\u4e2d\u7ea6\u4e3a 7\uff09\u3002\u7531\u4e8e\u8f93\u5165\u6587\u672c\u957f\u5ea6\u6709\u9650\uff0c\u5373\u4fbf\u5728\u6700\u574f\u60c5\u51b5\u4e0b\uff0c\u8be5\u590d\u6742\u5ea6\u4ecd\u663e\u8457\u5c0f\u4e8e\u751f\u6210\u5b8c\u6574\u56fe\u50cf\u6240\u9700\u6b65\u6570\u3002\u968f\u540e\uff0c\u7814\u7a76\u4eba\u5458\u5728\u76f8\u540c\u7684\u786c\u4ef6\u8bbe\u5b9a\u548c\u6279\u5904\u7406\u8bbe\u5b9a\u4e0b\u8fdb\u884c\u4e86\u5b9e\u8bc1\u7814\u7a76\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"181\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-688.jpg\" alt=\"\" class=\"wp-image-1732\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-688.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-688-300x65.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-688-768x167.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u8868 3\uff1a\u4e0d\u540c\u9632\u5fa1\u65b9\u6cd5\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u5206\u6790\u548c\u5355\u6761\u6837\u672c\u5904\u7406\u65f6\u95f4\uff08\u5355\u4f4d\uff1a\u79d2\uff09<\/sup><\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u7531\u4e8e\u672c\u6587\u65b9\u6cd5\u4ec5\u9700\u5229\u7528\u6269\u6563\u8fc7\u7a0b\u7684\u7b2c\u4e00\u6b65\u795e\u7ecf\u6fc0\u6d3b\u8fdb\u884c\u5224\u65ad\uff0c\u4ece\u800c\u4e0d\u5fc5\u8dd1\u5b8c\u6269\u6563\u8fc7\u7a0b\uff0c\u56e0\u6b64\u76f8\u6bd4\u57fa\u7ebf\u901f\u5ea6\u63d0\u5347\u660e\u663e\uff0c\u52a0\u901f\u81f3\u5c11 6 \u500d\u3002<\/p>\n\n\n\n<p><strong>4.3 \u6269\u5c55\u6027\u8bc4\u4f30\uff1a\u9002\u914d\u591a\u79cd\u6269\u6563\u6a21\u578b\u67b6\u6784<\/strong><\/p>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u8fdb\u4e00\u6b65\u5728 DiT\uff08Diffusion Transformer\uff09\u67b6\u6784\u4e0a\u6d4b\u8bd5\u4e86\u672c\u6587\u65b9\u6cd5\u548c\u57fa\u7ebf\u7684\u6548\u679c\u3002\u7ed3\u679c\u663e\u793a\uff0c\u65e0\u8bba\u662f UNet \u8fd8\u662f DiT\uff0c\u672c\u6587\u65b9\u6cd5\u5747\u80fd\u4fdd\u6301\u6709\u6548\u6027\u80fd\uff0c\u5c55\u73b0\u4e86\u826f\u597d\u7684\u67b6\u6784\u9002\u5e94\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"228\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-689.jpg\" alt=\"\" class=\"wp-image-1733\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-689.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-689-300x82.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-689-768x211.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u8868 4\uff1a\u5728\u57fa\u4e8e DiT \u67b6\u6784\u7684\u6a21\u578b\u4e0a\uff0c\u4e0d\u540c\u9632\u5fa1\u65b9\u6cd5\u7684\u6548\u679c\u5bf9\u6bd4<\/sup><\/p>\n\n\n\n<p><strong>5. \u603b\u7ed3<\/strong><\/p>\n\n\n\n<p>\u672c\u6587\u9996\u6b21\u4ece\u795e\u7ecf\u5143\u5c42\u9762\u91cd\u65b0\u5ba1\u89c6 AIGC \u751f\u56fe\u7684\u540e\u95e8\u9632\u5fa1\uff0c\u63ed\u793a\u4e86\u4f20\u7edf\u540e\u95e8\u9632\u5fa1\u65b9\u6cd5\u5728\u751f\u6210\u5f0f\u4efb\u52a1\u4e2d\u7684\u5c40\u9650\u6027\uff0c\u5e76\u63d0\u51fa\u8f93\u5165\u7ea7\u9632\u5fa1\u6846\u67b6 NaviT2I\u3002\u8be5\u6846\u67b6\u5728\u653b\u51fb\u7c7b\u578b\u4e0e\u6a21\u578b\u67b6\u6784\u4e0a\u5747\u5177\u5907\u901a\u7528\u6027\uff0c\u76f8\u6bd4\u57fa\u7ebf\u65b9\u6cd5\u5b9e\u73b0\u4e86 6 \u500d\u4ee5\u4e0a\u52a0\u901f\uff0c\u4e3a AIGC \u56fe\u50cf\u751f\u6210\u7684\u5b89\u5168\u9632\u62a4\u63d0\u4f9b\u4e86\u9ad8\u6548\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u968f\u7740 AIGC 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