{"id":19082,"date":"2024-11-12T17:03:47","date_gmt":"2024-11-12T09:03:47","guid":{"rendered":"http:\/\/192.168.10.115\/?p=19082"},"modified":"2024-11-12T17:03:47","modified_gmt":"2024-11-12T09:03:47","slug":"2024-11-12-%e5%bd%93%e8%a7%86%e8%a7%89%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%99%b7%e5%85%a5%e8%ae%a4%e7%9f%a5%e5%a4%b1%e8%b0%83%ef%bc%8c%e9%a9%ac%e9%87%8c%e5%85%b0%e5%a4%a7%e5%ad%a6%e6%9e%84%e5%bb%ba%e4%ba%86","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2024\/11\/12\/19082\/","title":{"rendered":"2024-11-12 \u5f53\u89c6\u89c9\u5927\u6a21\u578b\u9677\u5165\u8ba4\u77e5\u5931\u8c03\uff0c\u9a6c\u91cc\u5170\u5927\u5b66\u6784\u5efa\u4e86\u4e00\u4e2a\u5e7b\u89c9\u81ea\u52a8\u751f\u6210\u6846\u67b6"},"content":{"rendered":"\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u6709\u4e00\u5929\u4f60\u5728\u6c99\u6f20\u4e2d\u770b\u5230\u4e00\u4e2a\u96ea\u4eba\uff0c\u6216\u8005\u5728\u96ea\u5730\u91cc\u53d1\u73b0\u4e00\u68f5\u68d5\u6988\u6811\u3002\u9762\u5bf9\u8fd9\u4e9b\u4e0e\u5468\u56f4\u73af\u5883\u683c\u683c\u4e0d\u5165\u7684\u666f\u8c61\uff0c\u4f60\u662f\u5426\u4f1a\u611f\u5230\u5fc3\u7406\u4e0a\u7684\u4e0d\u9002\uff1f<\/p>\n\n\n\n<p>\u5728\u8ba4\u77e5\u79d1\u5b66\u9886\u57df\uff0c\u7814\u7a76\u8005\u666e\u904d\u8ba4\u4e3a\u4eba\u8111\u503e\u5411\u4e8e\u5229\u7528\u4ee5\u5f80\u7684\u7ecf\u9a8c\u6765\u89e3\u8bfb\u89c2\u5bdf\u5230\u7684\u4fe1\u606f\u5e76\u6784\u5efa\u8bb0\u5fc6\u3002\u7136\u800c\uff0c\u5f53\u4eba\u8111\u63a5\u6536\u5230\u4e0e\u4ee5\u5f80\u8ba4\u77e5\u4e0d\u7b26\u7684\u4fe1\u606f\u65f6\uff0c\u53ef\u80fd\u4f1a\u56e0\u4e3a \u201c\u8ba4\u77e5\u5931\u8c03\u201d\uff08Cognitive Dissonance\uff09\u800c\u5bf9\u5916\u90e8\u73af\u5883\u4ea7\u751f\u8bef\u5224\uff0c\u8fdb\u800c\u5728\u884c\u4e3a\u4e0a\u8868\u73b0\u51fa\u77db\u76fe\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u901a\u5e38\u8ba4\u4e3a\u7535\u8111\u662f\u7531\u4eba\u7c7b\u64cd\u63a7\u7684\uff0c\u4f46\u5982\u679c\u6211\u4eec\u770b\u5230\u4e00\u53ea\u7ae0\u9c7c\u5728\u64cd\u63a7\u7535\u8111\uff0c\u8fd9\u79cd\u4e0d\u7b26\u5408\u5e38\u7406\u7684\u573a\u666f\u4f1a\u8ba9\u4eba\u8111\u4ea7\u751f\u8ba4\u77e5\u5931\u8c03\u7684\u4e0d\u9002\u611f\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u5bf9\u5927\u6a21\u578b\u7684\u6df1\u5165\u7814\u7a76\uff0c\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u5728\u8ba4\u77e5\u548c\u63a8\u7406\u4efb\u52a1\u4e0a\uff0c\u5927\u6a21\u578b\u7684\u601d\u7ef4\u8fc7\u7a0b\u4e0e\u4eba\u8111\u6709\u4e00\u5b9a\u76f8\u4f3c\u4e4b\u5904\u3002\u56e0\u6b64\uff0c\u9488\u5bf9\u4eba\u8111\u8ba4\u77e5\u5931\u8c03\u7279\u70b9\u8bbe\u8ba1\u7684\u5b9e\u9a8c\u4e5f\u80fd\u4f7f\u5927\u6a21\u578b\u51fa\u73b0\u7c7b\u4f3c\u7684 \u201c\u5e7b\u89c9\u201d \u73b0\u8c61\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u4e00\u89c2\u5bdf\uff0c\u9a6c\u91cc\u5170\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u4e2a<strong>\u540d\u4e3a AutoHallusion \u7684\u89c6\u89c9\u5927\u6a21\u578b\u5e7b\u89c9\u81ea\u52a8\u751f\u6210\u6846\u67b6<\/strong>\u3002\u8fd9\u4e00\u5de5\u4f5c\u57fa\u4e8e\u56e2\u961f\u4e4b\u524d\u5728 CVPR 2024 \u4e0a\u53d1\u8868\u7684\u5de5\u4f5c HalluionBench\uff08https:\/\/arxiv.org\/pdf\/2310.14566\uff09\u3002\u5b83\u901a\u8fc7\u5728\u573a\u666f\u56fe\u50cf\u4e2d\u63d2\u5165\u6216\u5220\u9664\u7279\u5b9a\u7269\u4f53\uff0c\u5e76\u9488\u5bf9\u8fd9\u4e9b\u4fee\u6539\u540e\u7684\u56fe\u50cf\u63d0\u95ee\uff0c\u4ece\u800c\u68c0\u6d4b\u5927\u6a21\u578b\u5728\u56de\u7b54\u65f6\u53ef\u80fd\u51fa\u73b0\u7684\u5e7b\u89c9\u73b0\u8c61\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u65b9\u6cd5\u80fd\u591f\u81ea\u52a8\u751f\u6210\u5927\u91cf\u7684\u5927\u6a21\u578b\u5e7b\u89c9\u6848\u4f8b\uff0c\u6709\u6548\u7f13\u89e3\u5f53\u524d\u5927\u6a21\u578b\u5e7b\u89c9\u7814\u7a76\u4e2d\u6570\u636e\u96c6\u7f3a\u4e4f\u7684\u95ee\u9898\u3002\u5728 GPT-4V\u3001Gemini \u548c Claude \u7b49\u5927\u6a21\u578b\u4e0a\u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u8fd9\u4e9b\u6a21\u578b\u5728\u672c\u6587\u63d0\u51fa\u7684\u63d0\u51fa\u7684\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u95ee\u7b54\u51c6\u786e\u7387\u6700\u9ad8\u4ec5\u4e3a 66.0%\u3002\u8be5\u7814\u7a76\u6210\u679c\u5df2\u53d1\u8868\u4e8e EMNLP 2024\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"297\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/image-27.jpeg\" alt=\"\" class=\"wp-image-19083\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-27.jpeg 1080w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-27-300x83.jpeg 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-27-1024x282.jpeg 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-27-768x211.jpeg 768w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u6807\u9898\uff1aAUTOHALLUSION: Automatic Generation of Hallucination Benchmarks for Vision-Language Models<\/p>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2406.10900<\/p>\n\n\n\n<p>\u9879\u76ee\u4e3b\u9875\u53ca\u4ee3\u7801\uff1ahttps:\/\/wuxiyang1996.github.io\/autohallusion_page\/<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u6587\u7ae0\u6982\u8ff0<\/strong><\/h2>\n\n\n\n<p>\u5927\u578b\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08LVLMs\uff09\u5728\u5185\u5bb9\u751f\u6210\u3001\u81ea\u52a8\u9a7e\u9a76\u548c\u673a\u5668\u4eba\u7b49\u9886\u57df\u4e2d\u626e\u6f14\u7740\u91cd\u8981\u89d2\u8272\u3002\u7136\u800c\uff0c\u5b83\u4eec\u4e5f\u4f1a\u51fa\u73b0 \u201c\u5e7b\u89c9\u201d \u73b0\u8c61\uff0c\u5373\u751f\u6210\u7684\u54cd\u5e94\u4e2d\u5305\u542b\u89c6\u89c9\u5185\u5bb9\u4e2d\u4e0d\u5b58\u5728\u7684\u4fe1\u606f\u3002\u8fd9\u4e9b\u5e7b\u89c9\u901a\u5e38\u662f\u7531\u4e8e\u8bed\u8a00\u6a21\u5757\u8fc7\u5ea6\u4f9d\u8d56\u8bed\u8a00\u5148\u9a8c\u4fe1\u606f\u800c\u5ffd\u7565\u89c6\u89c9\u8f93\u5165\u6240\u81f4\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u4e4b\u524d\u7684\u5de5\u4f5c\u901a\u5e38\u6536\u96c6\u5e7b\u89c9\u6848\u4f8b\u5efa\u7acb\u57fa\u51c6\u6570\u636e\u96c6\uff0c\u5e76\u4ee5\u6b64\u5bf9\u5927\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u51cf\u5c11\u53ef\u80fd\u5b58\u5728\u7684\u5e7b\u89c9\u3002\u7136\u800c\uff0c\u624b\u52a8\u521b\u5efa\u5e7b\u89c9\u6848\u4f8b\u548c\u57fa\u51c6\u65e2\u8017\u65f6\u53c8\u6602\u8d35\u3002\u6b64\u5916\uff0c\u4e4b\u524d\u7684\u5de5\u4f5c\u5bf9\u5927\u6a21\u578b\u4ea7\u751f\u5e7b\u89c9\u7684\u673a\u5236\u7814\u7a76\u6709\u9650\uff0c\u5728\u7f3a\u4e4f\u8db3\u591f\u4ee3\u8868\u6027\u6848\u4f8b\u7684\u60c5\u51b5\u4e0b\u5bf9\u5927\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6a21\u578b\u51fa\u73b0\u8fc7\u62df\u5408\u73b0\u8c61\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u4e86 AUTOHALLUSION \u6846\u67b6\uff0c\u53ef\u4ee5\u81ea\u52a8\u751f\u6210\u5404\u79cd\u5e7b\u89c9\u6848\u4f8b\u5e76\u8fdb\u884c\u6279\u91cf\u751f\u4ea7\u3002\u8be5\u6846\u67b6\u57fa\u4e8e\u8ba4\u77e5\u79d1\u5b66\u539f\u7406\uff0c\u9488\u5bf9\u5927\u6a21\u578b\u4ea7\u751f\u5e7b\u89c9\u7684\u539f\u56e0\uff0c\u63d0\u51fa\u4e86\u4e09\u79cd\u4e3b\u8981\u7b56\u7565\uff1a\u63d2\u5165\u5f02\u5e38\u7269\u4f53\u3001\u63d2\u5165\u6210\u5bf9\u7269\u4f53\u548c\u79fb\u9664\u76f8\u5173\u7269\u4f53\uff0c\u901a\u8fc7\u64cd\u63a7\u573a\u666f\u4e2d\u7684\u7269\u4f53\u6784\u6210\u6765\u521b\u5efa\u4e0e\u8bed\u8a00\u5148\u9a8c\u76f8\u51b2\u7a81\u7684\u56fe\u50cf\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u751f\u6210\u80fd\u591f\u89e6\u53d1\u5927\u6a21\u578b\u5e7b\u89c9\u7684\uff08\u56fe\u50cf &#8211; \u95ee\u9898\uff09\u7ec4\u5408\uff0c\u672c\u6587\u9488\u5bf9\u4fee\u6539\u540e\u7684\u56fe\u50cf\uff0c\u8bbe\u8ba1\u76f8\u5e94\u7684\u95ee\u9898\u63a2\u6d4b\u5927\u6a21\u578b\u7684\u8bed\u8a00\u6a21\u5757\uff0c\u5b9a\u4f4d\u7279\u5b9a\u7269\u4f53\u6216\u5176\u5728\u76f8\u5173\u60c5\u5883\u4e2d\u7684\u8bed\u8a00\u5148\u9a8c\u4fe1\u606f\u3002\u5982\u679c\u5927\u6a21\u578b\u7684\u63a8\u7406\u53d7\u5230\u8bed\u8a00\u5148\u9a8c\u7684\u504f\u89c1\u5f71\u54cd\uff0c\u4f8b\u5982\u5728\u6839\u636e\u56fe\u7247\u56de\u7b54\u67d0\u4e00\u7279\u5b9a\u7269\u4f53\u7684\u95ee\u9898\u65f6\uff0c\u5927\u6a21\u578b\u6839\u636e\u573a\u666f\u56fe\u7247\u7684\u5148\u9a8c\u77e5\u8bc6\u800c\u975e\u7269\u4f53\u672c\u8eab\u4f20\u9012\u7684\u4fe1\u606f\u6765\u4f5c\u7b54\uff0c\u90a3\u4e48\u5c31\u53ef\u80fd\u751f\u6210\u4e0e\u4e8b\u5b9e\u4e0d\u7b26\u6216\u524d\u540e\u4e0d\u4e00\u81f4\u7684\u54cd\u5e94\uff0c\u4ece\u800c\u5bfc\u81f4\u5e7b\u89c9\u73b0\u8c61\u3002<\/p>\n\n\n\n<p>AUTOHALLUSION \u5728\u5305\u62ec GPT-4V\u3001Gemini\u3001Claude \u548c LLaVA \u7b49\u6700\u65b0\u7684\u5927\u6a21\u578b\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u5e76\u6574\u7406\u53d1\u5e03\u4e86\u4e00\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\uff0c\u6765\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u3002\u5728\u8be5\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cGPT-4V \u7b49\u5927\u6a21\u578b\u7684\u95ee\u7b54\u51c6\u786e\u7387\u6700\u9ad8\u4ec5\u4e3a 66.0%\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u96c6\u5730\u5740\uff1ahttps:\/\/github.com\/wuxiyang1996\/AutoHallusion<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7814\u7a76\u65b9\u6cd5<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"400\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/image-28.jpeg\" alt=\"\" class=\"wp-image-19086\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-28.jpeg 1080w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-28-300x111.jpeg 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-28-1024x379.jpeg 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-28-768x284.jpeg 768w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>AUTOHALLUSION \u7684\u6574\u4f53\u6d41\u7a0b\u5206\u4e3a\u56db\u4e2a\u90e8\u5206\uff1a<\/p>\n\n\n\n<p>1. <strong>\u573a\u666f\u751f\u6210<\/strong>\uff1aAUTOHALLUSION \u4f7f\u7528\u5408\u6210\u6216\u771f\u5b9e\u4e16\u754c\u56fe\u50cf\u4f5c\u4e3a\u573a\u666f\u56fe\u3002\u4f8b\u5982\uff0c\u5728\u529e\u516c\u5ba4\u573a\u666f\u4e2d\uff0c\u5047\u8bbe\u573a\u666f\u4e2d\u6709\u7535\u8111\u3001\u529e\u516c\u684c\u3001\u529e\u516c\u6905\u7b49\u4e0e\u529e\u516c\u5ba4\u4e3b\u9898\u4e00\u81f4\u7684\u7269\u4f53\uff0c\u800c\u4e0d\u4f1a\u6709\u7092\u9505\u7b49\u4e0e\u4e3b\u9898\u65e0\u5173\u7684\u7269\u4f53\u3002\u56fe\u50cf\u53ef\u4ee5\u901a\u8fc7 DALL-E \u7b49\u56fe\u50cf\u751f\u6210\u6a21\u578b\u6839\u636e\u63d0\u793a\u751f\u6210\uff0c\u4e5f\u53ef\u4ee5\u4ece MSCOCO \u7b49\u516c\u5f00\u6570\u636e\u96c6\u4e2d\u63d0\u53d6\u573a\u666f\u3002<\/p>\n\n\n\n<p>2. <strong>\u56fe\u50cf\u5904\u7406<\/strong>\uff1aAUTOHALLUSION \u91c7\u7528\u4e09\u79cd\u7b56\u7565\u64cd\u63a7\u573a\u666f\u4e2d\u7684\u7269\u4f53\u6784\u6210\uff0c\u4ee5\u521b\u5efa\u4e0e\u8bed\u8a00\u5148\u9a8c\u76f8\u51b2\u7a81\u7684\u56fe\u50cf\uff1a<\/p>\n\n\n\n<p><strong>\u63d2\u5165\u5f02\u5e38\u7269\u4f53<\/strong>\uff1a\u5c06\u4e0e\u573a\u666f\u4e3b\u9898\u4e0d\u76f8\u5173\u7684\u5f02\u5e38\u7269\u4f53\u6dfb\u52a0\u5230\u573a\u666f\u4e2d\uff0c\u4f8b\u5982\uff0c\u5728\u529e\u516c\u5ba4\u573a\u666f\u4e2d\u6dfb\u52a0\u901a\u5e38\u4e0d\u4f1a\u51fa\u73b0\u7684\u7092\u9505\u3002<\/p>\n\n\n\n<p><strong>\u63d2\u5165\u6210\u5bf9\u7269\u4f53<\/strong>\uff1a\u5bf9\u901a\u5e38\u4e00\u8d77\u51fa\u73b0\u7684\u4e24\u4e2a\u7269\u4f53\u8fdb\u884c\u5206\u79bb\uff0c\u4fdd\u7559\u4e00\u4e2a\u5e76\u79fb\u9664\u53e6\u4e00\u4e2a\u3002\u4f8b\u5982\uff0c\u7259\u5237\u548c\u7259\u818f\u901a\u5e38\u4e00\u8d77\u51fa\u73b0\uff0c\u800c\u5728\u4fee\u6539\u540e\u7684\u56fe\u50cf\u4e2d\uff0c\u53ea\u4fdd\u7559\u7259\u5237\u5e76\u79fb\u9664\u7259\u818f\u3002<\/p>\n\n\n\n<p><strong>\u79fb\u9664\u76f8\u5173\u7269\u4f53<\/strong>\uff1a\u4ece\u539f\u573a\u666f\u4e2d\u79fb\u9664\u4e00\u4e2a\u76f8\u5173\u7269\u4f53\uff0c\u4f8b\u5982\uff0c\u5728\u529e\u516c\u5ba4\u573a\u666f\u4e2d\u62b9\u9664\u663e\u793a\u5668\u3002<\/p>\n\n\n\n<p>3. <strong>\u6784\u9020\u95ee\u9898<\/strong>\uff1aAUTOHALLUSION \u9488\u5bf9\u56fe\u50cf\u5904\u7406\u8fc7\u7a0b\u4e2d\u63d2\u5165\u6216\u5220\u9664\u7684\u7269\u4f53\u8fdb\u884c\u63d0\u95ee\uff0c\u5e76\u76f8\u5e94\u5730\u6784\u9020\u4e8b\u5b9e\u4fe1\u606f\u3002\u95ee\u9898\u4e3b\u8981\u5206\u4e3a\u4e24\u7c7b\uff1a<\/p>\n\n\n\n<p><strong>\u5b58\u5728\u6027\u95ee\u9898<\/strong>\uff1a\u8be2\u95ee\u76ee\u6807\u7269\u4f53\u662f\u5426\u5b58\u5728\u4e8e\u56fe\u50cf\u4e2d\uff0c\u95ee\u9898\u63d0\u793a\u4fe1\u606f\u7684\u7ec6\u8282\u7ea7\u522b\u4e0d\u4e00\uff0c\u4ece\u4e0d\u63d0\u4f9b\u989d\u5916\u4fe1\u606f\u5230\u63d0\u4f9b\u5b8c\u6574\u7684\u56fe\u50cf\u63cf\u8ff0\u3002<\/p>\n\n\n\n<p><strong>\u7a7a\u95f4\u5173\u7cfb\u95ee\u9898<\/strong>\uff1a\u8be2\u95ee\u76ee\u6807\u7269\u4f53\u4e0e\u573a\u666f\u4e2d\u5176\u4ed6\u7269\u4f53\u7684\u76f8\u5bf9\u4f4d\u7f6e\uff0c\u5e76\u5728\u95ee\u9898\u63d0\u793a\u4e2d\u63d0\u4f9b\u573a\u666f\u7269\u4f53\u7684\u540d\u79f0\u6216\u63cf\u8ff0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"465\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/image-29.jpeg\" alt=\"\" class=\"wp-image-19084\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-29.jpeg 1080w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-29-300x129.jpeg 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-29-1024x441.jpeg 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-29-768x331.jpeg 768w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>4. <strong>\u5e7b\u89c9\u68c0\u6d4b<\/strong>\uff1aAUTOHALLUSION \u901a\u8fc7\u5bf9\u6bd4\u5927\u6a21\u578b\u7684\u56de\u7b54\u4e0e\u4e8b\u5b9e\u4fe1\u606f\u6216\u5176\u4ed6\u56de\u7b54\uff0c\u6765\u5224\u65ad\u5176\u56de\u7b54\u4e2d\u662f\u5426\u5b58\u5728\u5e7b\u89c9\u3002\u76ee\u524d\uff0cAUTOHALLUSION \u80fd\u591f\u68c0\u6d4b\u4ee5\u4e0b\u4e24\u79cd\u7c7b\u578b\u7684\u5927\u6a21\u578b\u5e7b\u89c9\uff1a<\/p>\n\n\n\n<p><strong>\u6b63\u786e\u6027<\/strong>\uff1a\u5927\u6a21\u578b\u7684\u56de\u7b54\u4e0e\u57fa\u672c\u4e8b\u5b9e\u4e0d\u4e00\u81f4\u3002<\/p>\n\n\n\n<p><strong>\u4e00\u81f4\u6027<\/strong>\uff1a\u5927\u6a21\u578b\u5728\u9762\u5bf9\u5305\u62ec\u4e0d\u540c\u7ea7\u522b\u7684\u8865\u5145\u4fe1\u606f\u7684\u95ee\u9898\u65f6\uff0c\u65e0\u6cd5\u7ed9\u51fa\u4e00\u81f4\u7684\u7b54\u6848\uff0c\u6216\u8005\u5728\u9488\u5bf9\u67d0\u4e00\u7279\u5b9a\u7269\u4f53\u7684\u63d0\u95ee\u4e2d\uff0c\u672a\u80fd\u63d0\u4f9b\u4e0e\u56fe\u50cf\u63cf\u8ff0\u4e00\u81f4\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/h2>\n\n\n\n<p>\u4e0b\u8868\u5c55\u793a\u4e86\u901a\u8fc7 AutoHallusion \u751f\u6210\u7684\u5927\u6a21\u578b\u5e7b\u89c9\u6848\u4f8b\u7684\u6210\u529f\u7387\uff0c\u7ed3\u679c\u663e\u793a\u51fa\u4ee5\u4e0b\u51e0\u4e2a\u4e3b\u8981\u53d1\u73b0\uff1a<\/p>\n\n\n\n<p><strong>\u63d2\u5165\u7269\u4f53\u7684\u5e7b\u89c9\u751f\u6210\u7b56\u7565<\/strong>\u6bd4\u5220\u9664\u7269\u4f53\u7684\u7b56\u7565\u66f4\u6709\u6548\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e<strong>\u7269\u4f53\u5b58\u5728\u6027<\/strong>\u6784\u5efa\u7684\u95ee\u9898\u6bd4\u57fa\u4e8e<strong>\u7269\u4f53\u7a7a\u95f4\u5173\u7cfb<\/strong>\u7684\u95ee\u9898\u66f4\u5bb9\u6613\u5f15\u53d1\u5e7b\u89c9\u3002<\/p>\n\n\n\n<p><strong>GPT-4V<\/strong> \u5728\u9632\u6b62\u5927\u6a21\u578b\u5e7b\u89c9\u65b9\u9762\u8868\u73b0\u6700\u597d\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9<strong>\u771f\u5b9e\u4e16\u754c\u6570\u636e\u96c6<\/strong>\u6784\u5efa\u7684\u5e7b\u89c9\u6848\u4f8b\u6210\u529f\u7387\u9ad8\u4e8e\u5408\u6210\u6570\u636e\u96c6\u3002\u672c\u6587\u8ba4\u4e3a\uff0c\u8fd9\u53ef\u80fd\u662f\u7531\u4e8e\u5927\u6a21\u578b\u96be\u4ee5\u5904\u7406\u771f\u5b9e\u4e16\u754c\u56fe\u50cf\u4e2d\u7269\u4f53\u8bed\u4e49\u5173\u7cfb\u7684\u590d\u6742\u6027\u6240\u81f4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"460\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/image-30.jpeg\" alt=\"\" class=\"wp-image-19085\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-30.jpeg 1080w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-30-300x128.jpeg 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-30-1024x436.jpeg 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-30-768x327.jpeg 768w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86\u9488\u5bf9\u7269\u4f53 &#8211; \u573a\u666f\u5bf9\u9f50\u5173\u7cfb\u7684\u6d88\u878d\u5b9e\u9a8c\u7ed3\u679c\u3002\u5728\u8be5\u5b9e\u9a8c\u4e2d\uff0c\u672c\u6587\u91c7\u7528\u4e0d\u540c\u7684\u5927\u6a21\u578b\u6765\u751f\u6210\u7528\u4e8e\u56fe\u50cf\u7f16\u8f91\u7684\u7269\u4f53\uff0c\u5e76\u5728\u89c6\u89c9\u95ee\u7b54\uff08VQA\uff09\u4efb\u52a1\u4e2d\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"465\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/image-29.jpeg\" alt=\"\" class=\"wp-image-19087\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-29.jpeg 1080w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-29-300x129.jpeg 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-29-1024x441.jpeg 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-29-768x331.jpeg 768w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u57fa\u51c6\u6570\u636e\u96c6\u6307\u6807<\/strong><\/h3>\n\n\n\n<p>\u672c\u6587\u4ece\u4ee5\u4e0b\u4e09\u4e2a\u65b9\u9762\u8bc4\u4f30\u4e86\u901a\u8fc7 AutoHallusion \u751f\u6210\u7684\u57fa\u51c6\u6570\u636e\u96c6\uff1a<\/p>\n\n\n\n<p><strong>\u591a\u6837\u6027<\/strong>\uff1a\u8861\u91cf\u6570\u636e\u96c6\u4e2d\u4e0d\u540c\u573a\u666f\u548c\u5bf9\u8c61\u7684\u6570\u91cf\uff0c\u5305\u62ec 200 \u4e2a\uff08\u5408\u6210\uff09\/160 \u4e2a\uff08\u771f\u5b9e\u4e16\u754c\uff09\u6837\u672c\u3002<\/p>\n\n\n\n<p><strong>\u56fe\u50cf\u8d28\u91cf<\/strong>\uff1a\u901a\u8fc7\u539f\u59cb\u56fe\u50cf\u548c\u7f16\u8f91\u56fe\u50cf\u7684 IS\uff08Inception Score\uff09\u5206\u6570\uff0c\u4ee5\u53ca\u539f\u59cb\u56fe\u50cf\u4e0e\u7f16\u8f91\u56fe\u50cf\u4e4b\u95f4\u7684 Frechet Inception Distance (FID) \u8ddd\u79bb\u6765\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p><strong>\u6709\u6548\u6027<\/strong>\uff1a\u901a\u8fc7\u6bcf\u4e2a\u6837\u672c\u4e2d\u5f15\u53d1\u5e7b\u89c9\u7684\u5e73\u5747\u95ee\u9898\u6570\u91cf\u6765\u8861\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"308\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/image-31.jpeg\" alt=\"\" class=\"wp-image-19089\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-31.jpeg 1080w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-31-300x86.jpeg 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-31-1024x292.jpeg 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-31-768x219.jpeg 768w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u4e0b\u8868\u5c55\u793a\u4e86 GPT-4V\u3001Gemini\u3001Claude \u548c LLaVA \u7b49\u5927\u6a21\u578b\u5728\u901a\u8fc7 AutoHallusion \u751f\u6210\u7684\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"400\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/image-28.jpeg\" alt=\"\" class=\"wp-image-19088\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-28.jpeg 1080w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-28-300x111.jpeg 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-28-1024x379.jpeg 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/image-28-768x284.jpeg 768w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u672c\u6587\u7684\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\u662f\u9a6c\u91cc\u5170\u5927\u5b66\u7535\u5b50\u8ba1\u7b97\u673a\u5de5\u7a0b\u7cfb\u7684\u535a\u58eb\u751f\u5434\u66e6\u65f8\uff08https:\/\/wuxiyang1996.github.io\/\uff09\u548c\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u7684\u5173\u5929\u745e\uff08https:\/\/tianruiguan.phd\/\uff09\u3002\u5434\u66e6\u65f8\u7684\u7814\u7a76\u65b9\u5411\u4e3b\u8981\u6db5\u76d6\u5f3a\u5316\u5b66\u4e60\u3001\u81ea\u52a8\u9a7e\u9a76\uff0c\u4ee5\u53ca\u5927\u8bed\u8a00\u6a21\u578b\u5728\u673a\u5668\u4eba\u5bfc\u822a\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u4e2d\u7684\u5e94\u7528\u3002\u5173\u5929\u745e\u7684\u7814\u7a76\u5219\u805a\u7126\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5728\u673a\u5668\u4eba\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49\u9886\u57df\u7684\u5e94\u7528\u3002\u672c\u6587\u7684\u6307\u5bfc\u8001\u5e08\u4e3a\u674e\u5178\u5947\uff0c\u5468\u5929\u7ffc\u6559\u6388 \uff08https:\/\/tianyizhou.github.io\/\uff09\u548c Dinesh Manocha \u6559\u6388 (https:\/\/www.cs.umd.edu\/people\/dmanocha)\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u6709\u4e00\u5929\u4f60\u5728\u6c99\u6f20\u4e2d\u770b\u5230\u4e00\u4e2a\u96ea\u4eba\uff0c\u6216\u8005\u5728 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,1],"tags":[],"class_list":["post-19082","post","type-post","status-publish","format-standard","hentry","category-technology-frontier","category-home"],"views":2,"_links":{"self":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/19082"}],"collection":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/comments?post=19082"}],"version-history":[{"count":1,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/19082\/revisions"}],"predecessor-version":[{"id":19090,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/19082\/revisions\/19090"}],"wp:attachment":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/media?parent=19082"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/categories?post=19082"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/tags?post=19082"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}