{"id":2456,"date":"2024-01-25T21:00:46","date_gmt":"2024-01-25T13:00:46","guid":{"rendered":"https:\/\/www.lanxy.ink\/?p=2456"},"modified":"2024-01-26T15:09:57","modified_gmt":"2024-01-26T07:09:57","slug":"a-coarse-to-fine-pseudo-labeling-c2fpl-framework-for-unsupervised-video-anomaly-detection-%e8%ae%ba%e6%96%87%e8%a7%a3%e8%af%bb","status":"publish","type":"post","link":"https:\/\/www.lanxy.ink\/?p=2456","title":{"rendered":"A Coarse-to-Fine Pseudo-Labeling (C2FPL) Framework for Unsupervised Video Anomaly Detection \u8bba\u6587\u89e3\u8bfb"},"content":{"rendered":"\n
\n

\u9898\u76ee\uff1a\u7528\u4e8e\u65e0\u76d1\u7763\u89c6\u9891\u5f02\u5e38\u68c0\u6d4b\u7684\u7c97\u5230\u7ec6\u4f2a\u6807\u8bb0 \uff08C2FPL\uff09 \u6846\u67b6<\/p>\n\u94fe\u63a5\uff1aA Coarse-To-Fine Pseudo-Labeling (C2FPL) Framework for Unsupervised Video Anomaly Detection (thecvf.com)<\/a><\/cite><\/blockquote>\n\n\n\n

\u5f15\u8a00<\/h2>\n\n\n\n

\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u79cd\u7247\u6bb5\u7ea7\u4f2a\u6807\u7b7e\u7684\u751f\u6210\u6846\u67b6\uff0c\u518d\u7528\u8fd9\u4e9b\u4f2a\u6807\u7b7e\u8fdb\u884c\u76d1\u7763\u5b66\u4e60\u4ee5\u8bad\u7ec3\u51fa\u89c6\u9891\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\u3002<\/p>\n\n\n\n

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\u6587\u7ae0\u6700\u5927\u7684\u8d21\u732e\u5373\u63d0\u51fa\u4e86 C2FPL \u6846\u67b6\uff0c\u5e76\u57fa\u4e8e\u6b64\u6846\u67b6\u63d0\u51fa\u4e86\u65e0\u76d1\u7763\u5f02\u5e38\u68c0\u6d4b\u7cfb\u7edf<\/strong>\uff0c\u5c06\u4f2a\u6807\u7b7e\u7684\u751f\u6210\u8fc7\u7a0b\u7531\u7c97\u5230\u7ec6\uff08Coarse-to-Fine\uff09\uff0c\u5148\u662f\u751f\u6210\u89c6\u9891\u7ea7\u7684\u6807\u7b7e\uff0c\u540e\u7ec6\u5316\u4e3a\u7247\u6bb5\u7ea7\u3002\u4f5c\u8005\u867d\u7136\u8bf4\u4e5f\u5b9e\u73b0\u4e86\u5e27\u7ea7\u6807\u7b7e\uff0c\u4f46\u5b9e\u9645\u4e0a\u5c31\u662f\u7247\u6bb5\u7ea7\u7684\u6807\u7b7e\u5168\u90e8\u5e94\u7528\u5230\u6240\u6709\u5e27\u4e0a<\/span><\/p>\n\n\n\n

\u65b9\u6cd5\u8bba<\/h2>\n\n\n\n

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\n
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\u2461
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\n
\"\"<\/div><\/figure>\n<\/div>\n\n\n

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<\/p>\n\n\n\n

\u2463
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\u5148\u4ec5\u4f7f\u7528\u6b63\u5e38\u89c6\u9891\u7247\u6bb5\u3002 \\(\\mathbf{z} _{ij}=\\left \\| \\mathbf{f}_{ij} \\right \\| _{2}\\) \u4e3a\u7247\u6bb5\u7684\u4f4e\u7ef4\u8868\u793a\uff0c\u9075\u5faa\u9ad8\u65af\u5206\u5e03\\(\\mathcal{N} (\\mathbf{\\Gamma } ,\\mathbf{\\Sigma } )\\)\uff0c\u0393, \u03a3 \u5373\u6240\u6709\u6b63\u5e38\u7247\u6bb5 \\(\\mathbf{z} _{ij}\\) \u7684\u5747\u503c\u548c\u65b9\u5dee\uff0c\u62ff\u5230 \u0393, \u03a3 \u4e24\u4e2a\u503c\u3002\u8ba1\u7b97\u516c\u5f0f\u5982\u4e0b\uff1a<\/p>\n\n\n

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

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

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\u2464
\u4e3a\u89e3\u51b3\u2463\u6700\u540e\u51fa\u73b0\u7684\u95ee\u9898\uff0c\u4f5c\u8005\u91c7\u7528\u4e86\u4e00\u79cd\u5e73\u6ed1\u64cd\u4f5c\uff0c\u4e00\u6b21\u9009\u62e9\u8fde\u7eed\u7684 \\(\\omega _{i}=\\left \\lceil\\beta m_{i} \\right \\rceil\\) (0 < \u03b2 < 1\uff0c\u5e94\u7528\u65f6\u53d6\u4e860.2\uff0c\u2308\u00b7\u2309\u8868\u793a\u5411\u4e0a\u53d6\u6574)<\/span> \u4e2a\u7247\u6bb5\u505a\u4e3a\u4e00\u4e2a\u7a97\u53e3\uff0c\u9010\u7247\u6bb5\u6ed1\u52a8\uff0c\u8ba1\u7b97\u5e73\u5747 p \u503c\uff0c\u9009\u62e9 p \u6700\u4f4e\u7684\u7a97\u53e3\uff0c\u8fd9\u4e2a\u7a97\u53e3\u91cc\u7684\u6240\u6709\u7247\u6bb5\u90fd\u6253\u4e0a\u4f2a\u6807\u7b7e 1\uff0c\u5176\u4f59\u7247\u6bb5\u6253\u4e0a\u4f2a\u6807\u7b7e 0\u3002p \u503c\u7684\u8ba1\u7b97\u516c\u5f0f\u5982\u4e0b\uff1a<\/p>\n\n\n

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

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\n
\"\"<\/div>
\u7b97\u6cd5\u4f2a\u4ee3\u7801<\/figcaption><\/figure>\n<\/div>\n\n\n

\u5b9e\u9645\u6548\u679c<\/h2>\n\n\n\n

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\n
\"\"<\/div>
\u5728XD-Violence\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u6218\u6548\u679c<\/figcaption><\/figure>\n<\/div>\n\n\n

\u76f4\u63a5\u8d34\u4e0a\u8868\u6ce8\u91ca\u7684\u7ffb\u8bd1\u5427\uff1a<\/p>\n\n\n\n

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

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