{"id":20977,"date":"2024-07-05T10:58:01","date_gmt":"2024-07-05T02:58:01","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=20977"},"modified":"2024-07-05T10:58:01","modified_gmt":"2024-07-05T02:58:01","slug":"%e7%aa%81%e7%a0%b4%e4%b8%8d%e5%8f%af%e8%a7%a3%e9%87%8a%e6%80%a7%ef%bc%81%e8%a7%86%e9%a2%91%e5%bc%82%e5%b8%b8%e6%96%b0%e6%a3%80%e6%b5%8b%e6%a1%86%e6%9e%b6%e7%b2%be%e5%ba%a690-67%e6%8b%bf%e4%b8%8bsota","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/07\/05\/20977\/","title":{"rendered":"\u7a81\u7834\u4e0d\u53ef\u89e3\u91ca\u6027\uff01\u89c6\u9891\u5f02\u5e38\u65b0\u68c0\u6d4b\u6846\u67b6\u7cbe\u5ea690.67%\u62ff\u4e0bSOTA\uff5c\u534e\u79d1&#038;\u767e\u5ea6&#038;\u5bc6\u6b47\u6839\u5927\u5b66"},"content":{"rendered":"<div><img data-dominant-color=\"1d597d\" data-has-transparency=\"false\" style=\"--dominant-color: #1d597d;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20979\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/7187bd19263addfec64732ad4ec12929b98e02-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/7187bd19263addfec64732ad4ec12929b98e02-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/7187bd19263addfec64732ad4ec12929b98e02-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u6765\u81ea\u534e\u4e2d\u79d1\u6280\u5927\u5b66\u3001\u767e\u5ea6\u3001\u5bc6\u6b47\u6839\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u53ef\u89e3\u91ca\u6027\u7684\u89c6\u9891\u5f02\u5e38\u68c0\u6d4b\u6846\u67b6\uff0c\u540d\u4e3aHolmes-VAD\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u5927\u6a21\u578b\u5f53\u4e0a\u798f\u5c14\u6469\u65af\uff0c\u5b66\u4f1a\u5bf9\u89c6\u9891\u5f02\u5e38\u8fdb\u884c\u68c0\u6d4b\u4e86\u3002<\/p>\n<p class=\"js_darkmode__2\">\u6765\u81ea\u534e\u4e2d\u79d1\u6280\u5927\u5b66\u3001\u767e\u5ea6\u3001\u5bc6\u6b47\u6839\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u53ef\u89e3\u91ca\u6027\u7684\u89c6\u9891\u5f02\u5e38\u68c0\u6d4b\u6846\u67b6<\/strong>\uff0c\u540d\u4e3a<strong>Holmes-VAD<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__3\">Holmes-VAD\u4e0d\u4ec5\u80fd\u7ed9\u51fa\u7cbe\u786e\u7684\u89c6\u9891\u5f02\u5e38\u5b9a\u4f4d\uff0c\u8fd8\u80fd\u591f\u5bf9\u68c0\u6d4b\u5230\u7684\u5f02\u5e38\u63d0\u4f9b\u89e3\u91ca\u548c\u5206\u6790\u3002<\/p>\n<p class=\"js_darkmode__4\">\u6bd4\u5982\uff0c\u7ed9\u5b83\u770b\u4e00\u6bb5\u76d1\u63a7\u89c6\u9891\uff0c\u8be2\u95ee\u5b83\u89c6\u9891\u4e2d\u662f\u5426\u6709\u4efb\u4f55\u5f02\u5e38\u8ff9\u8c61\uff0c\u5b83\u7acb\u9a6c\u5c31\u80fd\u8bc6\u522b\u51fa\uff1a<\/p>\n<blockquote>\n<p class=\"js_darkmode__6\">\u6709\u5f02\u5e38\uff0c\u4e00\u8f86\u767d\u8272\u9762\u5305\u8f66\u6b63\u5728\u8def\u4e0a\u884c\u9a76\uff0c\u7a81\u7136\u4e00\u8f86\u6469\u6258\u8f66\u51fa\u73b0\u5e76\u649e\u4e0a\u4e86\u9762\u5305\u8f66\uff0c\u9020\u6210\u4e86\u4e00\u8d77\u4e25\u91cd\u7684\u4e8b\u6545\u3002<\/p>\n<\/blockquote>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202407\/05\/8180ad937f70147c3e4735caf5faa97bb5629b.gif\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__7\">\u7206\u70b8\u573a\u666f\u4e5f\u4e0d\u5728\u8bdd\u4e0b\uff1a<\/p>\n<blockquote>\n<p class=\"js_darkmode__9\">\u89c6\u9891\u663e\u793a\u5728\u6c99\u6f20\u5730\u533a\u53d1\u751f\u4e86\u4e00\u6b21\u5927\u89c4\u6a21\u7206\u70b8\uff0c\u5bfc\u81f4\u5927\u91cf\u70df\u5c18\u98d8\u5230\u7a7a\u4e2d\u3002\u8fd9\u662f\u5f02\u5e38\u7684\uff0c\u56e0\u4e3a\u5728\u81ea\u7136\u73af\u5883\u4e2d\uff0c\u5982\u6b64\u7a81\u7136\u548c\u5f3a\u70c8\u7684\u80fd\u91cf\u91ca\u653e\u662f\u4e00\u79cd\u610f\u6599\u4e4b\u5916\u4e14\u4e0d\u5bfb\u5e38\u7684\u4e8b\u4ef6\u3002<\/p>\n<\/blockquote>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202407\/05\/736a22e63940480ed97653cc68cda34c4b15a9.gif\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__10\">\u50cf\u662f\u6253\u7bee\u7403\u4e92\u76f8\u8ffd\u9010\u7ade\u4e89\u8fd9\u6837\u5a76\u513f\u7684\u5177\u6709\u8ff7\u60d1\u6027\u7684\u89c6\u9891\uff0c\u5b83\u4e5f\u80fd\u6b63\u786e\u8bc6\u522b\u5e76\u4f5c\u51fa\u89e3\u91ca\uff1a<\/p>\n<blockquote>\n<p class=\"js_darkmode__12\">\u89c6\u9891\u4e2d\u5c55\u793a\u7684\u662f\u4e00\u573a\u5178\u578b\u7684\u7bee\u7403\u6bd4\u8d5b\uff0c\u7403\u5458\u4eec\u5728\u4e00\u4e2a\u7ef4\u62a4\u826f\u597d\u7684\u7403\u573a\u4e0a\u6bd4\u8d5b\u3002\u8fd9\u662f\u4e00\u4e2a\u5e38\u89c1\u4e14\u719f\u6089\u7684\u4f53\u80b2\u8d5b\u4e8b\u573a\u666f\uff0c\u6ca1\u6709\u4efb\u4f55\u4e0d\u5bfb\u5e38\u6216\u53ef\u7591\u7684\u6d3b\u52a8\u3002<\/p>\n<\/blockquote>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202407\/05\/348264723ca202b6336635544dd263905d2b35.gif\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__13\">Holmes-VAD\u57fa\u4e8e\u89c6\u9891\u591a\u6a21\u6001\u5927\u6a21\u578b\u5fae\u8c03\uff0c\u5e76\u5229\u7528\u7cbe\u786e\u7684\u65f6\u5e8f\u76d1\u7763\u548c\u4e30\u5bcc\u7684\u591a\u6a21\u6001\u6307\u4ee4\u6765\u5b9e\u73b0\u51c6\u786e\u7684\u5f02\u5e38\u5b9a\u4f4d\u548c\u5168\u9762\u7684\u89e3\u91ca\uff0c\u5728\u76d1\u63a7\u89c6\u9891\u5b89\u5168\u5206\u6790\u3001\u89c6\u9891\u751f\u6210\u5185\u5bb9\u68c0\u9a8c\u7b49\u9886\u57df\u5177\u6709\u5e7f\u6cdb\u5e94\u7528\u524d\u666f\u3002<\/p>\n<p class=\"js_darkmode__14\">\u5728\u5b9a\u91cf\u548c\u5b9a\u6027\u5b9e\u9a8c\u4e2d\uff0cHolmes-VAD\u5728\u591a\u65b9\u9762\u7684\u8868\u73b0\u4f18\u4e8e\u6b64\u524dSOTA\u65b9\u6cd5\u3002<\/p>\n<p class=\"js_darkmode__15\">\u9664\u6b64\u5916\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u9996\u6b21\u5f15\u5165\u4e86\u89c6\u9891\u5f02\u5e38\u68c0\u6d4b\u9886\u57df\u7684\u5927\u89c4\u6a21\u591a\u6a21\u6001\u6307\u4ee4\u6570\u636e\u96c6\u2014\u2014<strong>VAD-Instruct50k<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__16\">\u90a3\u4e48\uff0cHolmes-VAD\u3001VAD-Instruct50k\u957f\u5565\u6837\uff1f<\/p>\n<h3>\u7528\u6570\u636e\u5f15\u64ce\u6784\u5efa\u5927\u89c4\u6a21\u6570\u636e\u96c6<\/h3>\n<p class=\"js_darkmode__18\">\u9996\u5148\uff0c\u7814\u7a76\u56e2\u961f\u6784\u5efa\u4e86\u9996\u4e2a\u5927\u89c4\u6a21\u591a\u6a21\u6001VAD\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6\uff0cVAD-Instruct50k\u3002<\/p>\n<p class=\"js_darkmode__19\">\u8be5\u6570\u636e\u96c6<strong>\u4f7f\u7528\u534a\u81ea\u52a8\u6570\u636e\u5f15\u64ce\u521b\u5efa<\/strong>\u3002<\/p>\n<h6><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202407\/05\/65a3c5e43609a907e095819b34f694ee4b1d79.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/h6>\n<p>\u25b3\u6570\u636e\u5f15\u64ce\u6d41\u7a0b\u56fe<\/p>\n<p class=\"js_darkmode__23\">\u4e3b\u8981\u5305\u62ec\u4e0b\u5217\u6b65\u9aa4\uff1a<\/p>\n<p class=\"js_darkmode__24\"><strong>\u65f6\u5e8f\u5355\u5e27\u6807\u6ce8<\/strong><\/p>\n<p class=\"js_darkmode__25\">\u7814\u7a76\u56e2\u961f\u91c7\u7528\u4e86\u4e00\u79cd\u9ad8\u6548\u7684\u65f6\u95f4\u6ce8\u91ca\u65b9\u6cd5\uff0c\u5373\u6807\u6ce8\u6d89\u5f02\u5e38\u4e8b\u4ef6\u4e2d\u7684\u968f\u673a\u5355\u5e27\uff0c\u7528\u8be5\u65b9\u6cd5\u6765\u51cf\u5c0f\u6ce8\u91ca\u6210\u672c\uff0c\u5229\u4e8e\u6269\u5927\u6807\u6ce8\u89c6\u9891\u7684\u6570\u91cf\u3002<\/p>\n<p class=\"js_darkmode__26\"><strong>\u4e8b\u4ef6\u7247\u6bb5\u751f\u6210<\/strong><\/p>\n<p class=\"js_darkmode__27\">\u57fa\u4e8e\u5355\u5e27\u6ce8\u91ca\uff0c\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u79cd\u53ef\u9760\u7684\u4f2a\u5e27\u7ea7\u6807\u7b7e\u751f\u6210\u65b9\u6cd5\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u5177\u6709\u5355\u5e27\u6ce8\u91caG = {gi}\u7684\u5f02\u5e38\u89c6\u9891\u53ca\u5176\u7531\u8bad\u7ec3\u597d\u7684VAD\u7f51\u7edc\u4f30\u7b97\u7684\u5f02\u5e38\u8bc4\u5206\uff0c\u5728\u6ce8\u91ca\u5e27\u5468\u56f4\u751f\u6210\u591a\u4e2a\u5f02\u5e38\u4e8b\u4ef6\u63d0\u8bae\uff0c\u5bf9\u4e8e\u6b63\u5e38\u89c6\u9891\uff0c\u4e5f\u968f\u673a\u63d0\u53d6\u82e5\u5e72\u6b63\u5e38\u4e8b\u4ef6\u63d0\u8bae\u3002<\/p>\n<p class=\"js_darkmode__28\">\u5b8c\u6210\u6b64\u8fc7\u7a0b\u540e\uff0c\u6536\u96c6\u6240\u6709\u5e26\u6709\u5f02\u5e38\u6807\u7b7e\u7684\u526a\u8f91\u4e8b\u4ef6\u7247\u6bb5\uff1aE={si, ei, yi}\uff0c\u5176\u4e2d\u5982\u679c\u4e8b\u4ef6\u7247\u6bb5\u6765\u81ea\u5f02\u5e38\u89c6\u9891\uff0c\u5219yi\u8bbe\u7f6e\u4e3a\u89c6\u9891\u7684\u5f02\u5e38\u7c7b\u522b\uff08\u4f8b\u5982\uff0c\u7206\u70b8\uff09\uff0c\u5426\u5219\u8bbe\u7f6e\u4e3a\u6b63\u5e38\u3002<\/p>\n<p class=\"js_darkmode__29\"><strong>\u4e8b\u4ef6\u7247\u6bb5\u63cf\u8ff0<\/strong><\/p>\n<p class=\"js_darkmode__30\">\u4e3a\u4e86\u5145\u5206\u63d0\u53d6\u4e8b\u4ef6\u7247\u6bb5\u4e2d\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u7814\u7a76\u4eba\u5458\u5229\u7528\u57fa\u4e8e\u89c6\u9891\u7684\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u4e3a\u6bcf\u4e2a\u4e8b\u4ef6\u7247\u6bb5\u751f\u6210\u8be6\u7ec6\u7684\u63cf\u8ff0\u3002<\/p>\n<p class=\"js_darkmode__31\">\u8fd8\u5305\u62ecSurveillance Vision\u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u4e3aUCF-Crime\u89c6\u9891\u7247\u6bb5\u63d0\u4f9b\u4e86\u624b\u52a8\u6ce8\u91ca\u7684\u8be6\u7ec6\u7ec6\u7c92\u5ea6\u4e8b\u4ef6\u63cf\u8ff0\u3002\u7ed3\u5408\u8fd9\u4e9b\u8d44\u6e90\u540e\uff0c\u83b7\u5f97\u4e86\u6240\u6709\u5e26\u6709\u76f8\u5e94\u63cf\u8ff0\u548c\u5f02\u5e38\u6807\u7b7e\u7684\u4e8b\u4ef6\u7247\u6bb5\uff1aE={si, ei, yi, ci}\u3002<\/p>\n<p class=\"js_darkmode__32\"><strong>\u5f02\u5e38\u5bf9\u8bdd\u751f\u6210<\/strong><\/p>\n<p class=\"js_darkmode__33\">\u7814\u7a76\u4eba\u5458\u5c06\u5f02\u5e38\u6807\u7b7e\u548c\u4e8b\u4ef6\u7247\u6bb5\u63cf\u8ff0\u4f5c\u4e3a\u89c6\u9891\u7684\u6587\u672c\u4fe1\u606f\uff0c\u5e76\u8bbe\u8ba1\u4e30\u5bcc\u7684\u5f02\u5e38\u5185\u5bb9\u63d0\u95ee\uff0c\u5982\uff1a\u201cAre there any unexpected or unusual events in the video clip\uff1f\u201d\u3002<\/p>\n<p class=\"js_darkmode__34\">\u5c06\u5b83\u4eec\u8f93\u5165\u5230\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u8fdb\u884c\u5206\u6790\u56de\u7b54\uff0c\u5f97\u5230\u201c\u89c6\u9891-\u63d0\u95ee-\u56de\u7b54\u201d\u7684\u6307\u4ee4\u5bf9\uff0c\u6700\u540e\u5bf9\u8d28\u91cf\u4f4e\u4e0b\u7684\u6307\u4ee4\u5bf9\u8fdb\u884c\u7b5b\u67e5\u8fc7\u6ee4\u3002<\/p>\n<h3>\u63d0\u51fa\u53ef\u89e3\u91ca\u89c6\u9891\u5f02\u5e38\u68c0\u6d4b\u6846\u67b6<\/h3>\n<p class=\"js_darkmode__36\">\u4e3a\u5b9e\u73b0\u5f00\u653e\u4e16\u754c\u7684\u89c6\u9891\u5f02\u5e38\u68c0\u6d4b\uff08VAD\uff09\uff0c\u73b0\u6709\u7684\u65b9\u6cd5\u5728\u9762\u5bf9\u5177\u6709\u6311\u6218\u6027\u6216\u672a\u89c1\u8fc7\u7684\u4e8b\u4ef6\u65f6\u5f80\u5f80\u8868\u73b0\u51fa\u504f\u89c1\uff0c\u5e76\u4e14\u4e0d\u80fd\u5bf9\u5f02\u5e38\u5185\u5bb9\u4f5c\u51fa\u89e3\u91ca\u3002<\/p>\n<p class=\"js_darkmode__37\">\u57fa\u4e8eVAD-Instruct50k\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u79cd\u53ef\u89e3\u91ca\u89c6\u9891\u5f02\u5e38\u68c0\u6d4b\u6846\u67b6Holmes-VAD\u3002<\/p>\n<h6><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202407\/05\/71410bb56659ae1bb882523b8392d21d4f33ec.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/h6>\n<p>\u25b3HolmesVAD\u7f51\u7edc\u6846\u67b6<\/p>\n<p class=\"js_darkmode__41\">\u5176\u7531\u4e0b\u5217\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n<p class=\"js_darkmode__42\"><strong>\u89c6\u89c9\u7f16\u7801\u5668<\/strong><\/p>\n<p class=\"js_darkmode__43\">\u7814\u7a76\u56e2\u961f\u5229\u7528LanguageBind\u4e2d\u51bb\u7ed3\u7684\u89c6\u9891\u7f16\u7801\u5668\uff0c\u8be5\u7f16\u7801\u5668\u7ee7\u627f\u4e86CLIP\u7684ViT-L\/14\u7ed3\u6784\uff0c\u79f0\u4e4b\u4e3a\u03d5v\u3002<\/p>\n<p class=\"js_darkmode__44\">\u4e0e\u539f\u59cb\u7684ViT\u4e0d\u540c\uff0c\u5b83\u901a\u8fc7\u5728\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u6dfb\u52a0\u81ea\u6ce8\u610f\u529b\u5c42\u6765\u5efa\u6a21\u5e27\u4e4b\u95f4\u7684\u65f6\u95f4\u5173\u7cfb\u3002<\/p>\n<p class=\"js_darkmode__45\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202407\/05\/f15536157fef66923d3880d65727b1e6325b99.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__46\"><strong>\u65f6\u5e8f\u91c7\u6837\u5668<\/strong><\/p>\n<p class=\"js_darkmode__47\">\u7531\u4e8e\u89c6\u9891\u4e2d\u5927\u91cf\u89c6\u89c9tokens\u5bfc\u81f4\u7684\u8fc7\u5ea6\u8ba1\u7b97\u8d1f\u62c5\uff0c\u8fc7\u53bb\u57fa\u4e8e\u89c6\u9891\u7684MLLM\u65b9\u6cd5\u91c7\u7528\u4e86\u89c6\u9891\u7684\u5747\u5300\u65f6\u95f4\u5e27\u91c7\u6837\uff0c\u4f8b\u59828\u5e27\u3002<\/p>\n<p class=\"js_darkmode__48\">\u7814\u7a76\u56e2\u961f\u8ba4\u4e3a\u8fd9\u79cd\u65b9\u6cd5\u663e\u7136\u4e0d\u9002\u7528\u4e8e\u89c6\u9891\u5f02\u5e38\u68c0\u6d4b\u4efb\u52a1\u4e2d\u7684\u957f\u89c6\u9891\uff0c\u56e0\u4e3a\u5b83\u589e\u52a0\u4e86\u5ffd\u7565\u5173\u952e\u4fe1\u606f\u7684\u6982\u7387\u3002<\/p>\n<p class=\"js_darkmode__49\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u56e2\u961f\u9996\u5148\u5229\u7528VAD\u7f51\u7edc\u8bc4\u4f30\u6bcf\u5e27\u7684\u5f02\u5e38\u5206\u6570\uff0c\u8be5\u7f51\u7edc\u63a5\u6536\u89c6\u9891\u5e27\u7684cls token\u5e76\u8f93\u51fa\u5f02\u5e38\u5206\u6570:<\/p>\n<p class=\"js_darkmode__50\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202407\/05\/94c33b61022f8c08381938112a209827bff978.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__51\">\u7136\u540e\uff0c\u6839\u636e\u5f02\u5e38\u5206\u6570\u5bf9\u89c6\u9891\u6807\u8bb0\u8fdb\u884c\u91c7\u6837\u3002<\/p>\n<p class=\"js_darkmode__52\">\u5177\u4f53\u6765\u8bf4\uff0c\u53ea\u6709\u5bf9\u5e94\u5f02\u5e38\u5206\u6570\u9ad8\u4e8e\u8bbe\u5b9a\u9608\u503c\u7684\u5e27\u5bf9\u5e94\u7684tokens\u4f1a\u88ab\u8f93\u5165\u5230LLM\u4e2d\uff0c\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6a21\u578b\u53ef\u4ee5\u5bf9\u957f\u89c6\u9891\u505a\u51fa\u9ad8\u6548\u54cd\u5e94\u3002<\/p>\n<p class=\"js_darkmode__53\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202407\/05\/a1dcb3d2319245e015e106c1faafdcbf720f48.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__54\"><strong>LLM<\/strong><\/p>\n<p class=\"js_darkmode__55\">\u4e3a\u4e86\u4f7fLLM\u7406\u89e3\u89c6\u89c9\u7f16\u7801\u5668\u8f93\u51fa\u7684\u7279\u5f81\uff0c\u5728\u5b83\u4eec\u4e4b\u95f4\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u7531\u4e24\u5c42MLP\u7ec4\u6210\u7684projector\uff0c\u4e0eLLM\u7684\u8f93\u5165\u7ef4\u5ea6\u5bf9\u9f50\uff0c\u56e2\u961f\u4f7f\u7528Vicuna\u4f5c\u4e3aLLM\u3002<\/p>\n<h2>\u6548\u679c\u5982\u4f55\uff1f<\/h2>\n<p class=\"js_darkmode__57\">\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u65f6\u5e8f\u4e0a\u7684\u5355\u5e27\u5f02\u5e38\u6807\u6ce8\u88ab\u7528\u4e8e\u8bad\u7ec3\u65f6\u95f4\u91c7\u6837\u5668\u6765\u9009\u62e9\u5177\u6709\u9ad8\u5f02\u5e38\u54cd\u5e94\u7684\u5e27\uff0c\u6570\u636e\u96c6\u4e2d\u7684\u5f02\u5e38\u76f8\u5173\u5bf9\u8bdd\u5185\u5bb9\u88ab\u7528\u4e8e\u5fae\u8c03\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u6765\u751f\u6210\u89e3\u91ca\u6027\u5185\u5bb9\u3002<\/p>\n<p class=\"js_darkmode__58\">\u7814\u7a76\u4eba\u5458\u8fdb\u884c\u4e86\u5927\u91cf\u5b9a\u91cf\u548c\u5b9a\u6027\u5b9e\u9a8c\u5206\u6790\uff0c\u7ed3\u679c\u9a8c\u8bc1\u4e86\u6240\u63d0\u51fa\u7684Holmes-VAD\u7684\u901a\u7528\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n<p class=\"js_darkmode__59\"><strong>\u5b9a\u91cf\u8bc4\u4f30<\/strong>\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u5c06\u672c\u6587\u65b9\u6cd5\u4e0e\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u5305\u62ec\u534a\u76d1\u7763\u65b9\u6cd5\u3001\u65e0\u76d1\u7763\u65b9\u6cd5\u3001\u5f31\u76d1\u7763\u65b9\u6cd5\u548c\u6700\u8fd1\u7684Training-Free\u65b9\u6cd5\u3002<\/p>\n<p class=\"js_darkmode__60\">\u4e0b\u88681\u4e2d\u5217\u51fa\u4e86\u5b83\u4eec\u7684\u9aa8\u5e72\u7f51\u7edc\u3001\u76d1\u7763\u65b9\u6cd5\u4ee5\u53ca\u5728UCF-Crime\u548cXD-Violence\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n<p class=\"js_darkmode__61\">Holmes-VAD\u65b9\u6cd5\u5728XD-Violence\u4e0a\u7684AP\u4e3a90.67%\uff0c\u5728UCF-Crime\u4e0a\u7684AUC\u4e3a89.51%\uff0c\u663e\u8457\u8d85\u8d8a\u4e86\u4e4b\u524d\u7684\u6700\u5148\u8fdb\u65b9\u6cd5\uff0c\u8bc1\u660e\u4e86\u8be5\u65b9\u6cd5\u53ef\u4ee5\u751f\u6210\u66f4\u5c11\u504f\u89c1\u7684\u5f02\u5e38\u8bc4\u5206\u3002<\/p>\n<h6><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202407\/05\/d290c798755aa5504754877923cb7648093e22.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/h6>\n<p>\u25b3\u88681.\u89c6\u9891\u5f02\u5e38\u68c0\u6d4b\u6027\u80fd\u6bd4\u8f83<\/p>\n<p class=\"js_darkmode__65\">\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cHolmes-VAD\u5b9e\u73b0\u4e86\u7cbe\u786e\u7684\u5f02\u5e38\u5b9a\u4f4d\u7684\u540c\u65f6\uff0c\u8fd8\u80fd\u591f\u5bf9\u6a21\u578b\u68c0\u6d4b\u5230\u7684\u5f02\u5e38\u63d0\u4f9b\u89e3\u91ca\u548c\u5206\u6790\uff0c\u8fd9\u662f\u73b0\u6709\u4e0d\u53ef\u89e3\u91ca\u7684VAD\u65b9\u6cd5\u6240\u4e0d\u5177\u5907\u7684\u529f\u80fd\u3002<\/p>\n<p class=\"js_darkmode__66\">\u867d\u7136LAVAD\u5177\u6709\u53ef\u89e3\u91ca\u6027\uff0c\u4f46\u7531\u4e8e\u7f3a\u4e4f\u8db3\u591f\u7684\u76d1\u7763\u6570\u636e\uff0c\u8fd9\u79cd\u65e0\u8bad\u7ec3\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5bf9\u5f02\u5e38\u77e5\u8bc6\u7684\u7406\u89e3\u6709\u9650\u3002<\/p>\n<p class=\"js_darkmode__67\">\u6b64\u5916\uff0c\u7814\u7a76\u4eba\u5458\u8fd8\u8fdb\u884c\u4e86<strong>\u7528\u6237\u7814\u7a76<\/strong>\uff0c\u901a\u8fc786\u4e2a\u6d4b\u8bd5\u6837\u672c\u548c10\u540d\u5fd7\u613f\u8005\u8bc4\u4f30\u4e86\u4e09\u79cd\u4e0d\u540c\u7684\u8bad\u7ec3\u7b56\u7565\uff1a<\/p>\n<ul data-id=\"u738a58b-70ZbGQGR\">\n<li data-id=\"l34939b2-nVG02L9H\"><strong>\u65e0\u8bad\u7ec3<\/strong>\uff1a\u4e0d\u8fdb\u884c\u5fae\u8c03\uff1b<\/li>\n<li data-id=\"l34939b2-sGiIZfbD\"><strong>Projector<\/strong>\uff1a\u5728VAD-Instruct50k\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0c\u4ec5\u8bad\u7ec3\u6295\u5f71\u5668\uff0c\u800c\u4fdd\u6301\u591a\u6a21\u6001LLM\u56fa\u5b9a\uff1b<\/li>\n<li data-id=\"l34939b2-8BpErosl\"><strong>Projector+LoRA<\/strong>\uff1a\u5728VAD-Instruct50k\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0c\u8bad\u7ec3\u6295\u5f71\u5668\u5e76\u4f7f\u7528LoRA \u5fae\u8c03\u591a\u6a21\u6001LLM\u3002<\/li>\n<\/ul>\n<p class=\"js_darkmode__69\">\u5982\u88682\u6240\u793a\uff0c\u6295\u5f71\u5668+LoRA\u63d0\u4f9b\u4e86\u6700\u8be6\u7ec6\u7684\u54cd\u5e94\uff08\u5e73\u574746.13\u4e2a\u8bcd\uff09\u5e76\u8fbe\u5230\u4e86\u6700\u9ad8\u7684\u5224\u65ad\u51c6\u786e\u7387\uff0886.0%\uff09\u3002<\/p>\n<p class=\"js_darkmode__70\">\u6b64\u5916\uff0c\u5b83\u5728\u5185\u5bb9\u611f\u77e5\u548c\u5f02\u5e38\u89e3\u91ca\u65b9\u9762\u4e5f\u8fbe\u5230\u4e86\u6700\u9ad8\u7684\u6295\u7968\u7387\uff0c\u5206\u522b\u4e3a61.2%\u548c51.9%\u3002<\/p>\n<h6><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202407\/05\/312b1303123cbf51fd7570e7897964b8a90204.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/h6>\n<p>\u25b3\u88682.\u4e0d\u540c\u5fae\u8c03\u7b56\u7565\u7684\u5f71\u54cd<\/p>\n<p class=\"js_darkmode__74\"><strong>\u5b9a\u6027\u7ed3\u679c<\/strong>\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u5c06Holmes-VAD\u7684\u53ef\u89e3\u91ca\u6027\u7ed3\u679c\u4e0eVideo-LLaVA\uff08\u672a\u7ecf\u8fc7\u5fae\u8c03\uff09\u8fdb\u884c\u6bd4\u8f83\u3002\u6b63\u786e\u548c\u9519\u8bef\u7684\u89e3\u91ca\u5206\u522b\u7528\u7eff\u8272\u548c\u7ea2\u8272\u8868\u793a\u3002<\/p>\n<p class=\"js_darkmode__75\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202407\/05\/497bff786d9ea8be1f3819b9df5ebefd069e3b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__76\">\u7ed3\u679c\u8868\u660e\uff0cHolmes-VAD\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u89c6\u9891\u4e2d\u7684\u5f02\u5e38\uff0c\u5e76\u4e3a\u4f53\u80b2\u6bd4\u8d5b\u4e2d\u7684\u51b2\u7a81\u3001\u7206\u70b8\u548c\u8f66\u8f7d\u6444\u50cf\u5934\u6355\u6349\u5230\u7684\u4e8b\u6545\uff08\u5f02\u5e38\u6848\u4f8b\uff09\u63d0\u4f9b\u5177\u4f53\u89e3\u91ca\u3002<\/p>\n<p class=\"js_darkmode__77\">\u5373\u4f7f\u662f\u5bf9\u4e8e\u6b63\u5e38\u89c6\u9891\uff0cHolmes-VAD\u4e5f\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u5206\u6790\u80fd\u529b\uff0c\u7ea0\u6b63\u4e86\u65f6\u95f4\u91c7\u6837\u5668\u7684\u9519\u8bef\u54cd\u5e94\uff08\u6b63\u5e38\u6848\u4f8b\uff09\u3002\u8fd9\u4e9b\u53d1\u73b0\u7a81\u663e\u4e86Holmes-VAD\u5728\u611f\u77e5\u89c6\u9891\u4e8b\u4ef6\u548c\u5206\u6790\u5f02\u5e38\u65b9\u9762\u7684\u6709\u6548\u6027\u548c\u4f18\u52bf\u3002<\/p>\n<p class=\"js_darkmode__78\">\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/holmesvad.github.io\/<br \/>\n\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2406.12235<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_20977\" class=\"pvc_stats total_only  \" data-element-id=\"20977\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g 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