{"id":1886,"date":"2024-04-09T12:30:02","date_gmt":"2024-04-09T04:30:02","guid":{"rendered":"https:\/\/www.gyxwsjdxh.com\/?p=1886"},"modified":"2024-04-09T12:30:02","modified_gmt":"2024-04-09T04:30:02","slug":"%e6%a3%80%e6%b5%8b%e6%8a%80%e6%9c%af%e5%86%8d%e8%bf%9b%e5%8c%96%ef%bc%9a%e4%ba%ba%e7%89%a9%e4%ba%a4%e4%ba%92%e6%a3%80%e6%b5%8b%ef%bc%8c%e5%9f%ba%e4%ba%8e%e5%a4%9a%e5%b1%82%e6%ac%a1%e6%9d%a1%e4%bb%b6","status":"publish","type":"post","link":"https:\/\/www.gyxwsjdxh.com\/1886.html","title":{"rendered":"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5"},"content":{"rendered":"\n

\n

\u4f5c\u8005 | \u6587\u9752<\/span><\/p>\n

\u7f16\u8f91 | CV\u541b<\/span><\/p>\n

\u62a5\u9053 | \u6211\u7231\u8ba1\u7b97\u673a\u89c6\u89c9\uff08\u5fae\u4fe1id\uff1aaicvml\uff09<\/span><\/p>\n

Human Object Interaction Detection via Multi-level Conditioned Network<\/h1>\n

\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u4eba\u673a\u4ea4\u4e92\u68c0\u6d4b\u3002<\/p>\u8bba\u6587\u5730\u5740\uff1a\n https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3372278.3390671<\/span><\/span><\/strong>\n

\u4e3b\u8981\u8d21\u732e<\/h1>\u4f5c\u4e3a\u573a\u666f\u7406\u89e3\u7684\u6838\u5fc3\u95ee\u9898\u4e4b\u4e00\uff0c<\/span>\u4eba\u673a\u4ea4\u4e92\u68c0\u6d4b<\/span><\/strong>(human object interaction detection, HOID)\u7684\u76ee\u6807\u662f\u8bc6\u522b\u7ec6\u7c92\u5ea6\u7684\u7279\u5b9a\u5bf9\u8c61\u7684\u4eba\u4f53\u52a8\u4f5c\uff0c\u8fd9\u8981\u6c42\u5177\u6709\u89c6\u89c9\u611f\u77e5\u548c\u63a8\u7406\u80fd\u529b\u3002<\/span>\u73b0\u6709\u7684\u57fa\u4e8e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc(convolutional neural network, CNN)\u7684HOID\u65b9\u6cd5\u5229\u7528\u4e86\u4e0d\u540c\u7684\u89c6\u89c9\u7279\u5f81\uff0c\u65e0\u6cd5\u6ee1\u8db3\u590d\u6742\u7684\u4eba\u673a\u4ea4\u4e92\u7406\u89e3\u3002\u4e3a\u4e86\u63d0\u9ad8CNN\u7684\u63a8\u7406\u80fd\u529b\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684<\/span>\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc(MLCNet)<\/span><\/strong>\uff0c<\/span>\u878d\u5408\u4e86\u989d\u5916\u7684\u7a7a\u95f4\u8bed\u4e49\u77e5\u8bc6\u548c\u89c6\u89c9\u7279\u5f81<\/span><\/strong>\u3002<\/span>\u5177\u4f53\u6765\u8bf4\uff0c\u672c\u6587\u6784\u5efa\u4e86\u4e00\u4e2a<\/span>\u591a\u5206\u652fCNN<\/span><\/strong>\u4f5c\u4e3a\u591a\u7ea7\u89c6\u89c9\u8868\u793a\u7684\u4e3b\u5e72\u3002\u7136\u540e\u5c06<\/span>\u4eba\u4f53\u7ed3\u6784\u548c\u76ee\u6807\u4e0a\u4e0b\u6587<\/span><\/strong>\u7b49\u989d\u5916\u77e5\u8bc6\u7f16\u7801\u4e3a\u6761\u4ef6\uff0c\u901a\u8fc7<\/span>\u4eff\u5c04\u53d8\u6362\u548c\u6ce8\u610f\u673a\u5236\u52a8\u6001<\/span><\/strong>\u5f71\u54cdCNN\u7684\u7279\u5f81\u63d0\u53d6\u3002\u6700\u540e\uff0c<\/span>\u878d\u5408\u8c03\u5236\u7684\u591a\u6a21\u6001\u7279\u5f81<\/span><\/strong>\u6765\u533a\u5206\u76f8\u4e92\u4f5c\u7528\u3002<\/span>\u672c\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u5728\u4e24\u4e2a\u6700\u5e38\u7528\u7684\u57fa\u51c6\uff0cHICO-DET\u548cV-COCO\u4e0a\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u672c\u6587\u7684\u65b9\u6cd5\u4f18\u4e8e\u73b0\u6709\u7684\u65b9\u6cd5\u3002<\/span>\n

\u5177\u4f53\u5b9e\u73b0<\/h1>\n
\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe\"\n

\u56fe1 MLCNet\u7684\u6982\u8ff0<\/p>\n <\/div>\n

\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe1\"<\/span>\uff0c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe2\"<\/span>\u8868\u793a\u56fe\u50cf\uff0c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe3\"<\/span>\u8868\u793a\u5e94\u7528\u4e00\u4e9b\u73b0\u6210\u7684\u89c6\u89c9\u611f\u77e5\u6a21\u578b\u6765\u63d0\u53d6\u5230\u7684\u989d\u5916\u7684\u7a7a\u95f4\u8bed\u4e49\u77e5\u8bc6\uff0c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe4\"<\/span>\u8868\u793a\u4e00\u8d77\u4f20\u5165\u6a21\u578bMCLNet\u3002 \u5176\u4e2d<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe5\"<\/span>\u662f\u4e3a\u68c0\u6d4b\u5230\u7684HOI\u5b9e\u4f8b<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe6\"<\/span>\uff0c\u5176\u4e2d<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe7\"<\/span>\u548c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe8\"<\/span>\u4e3a\u68c0\u6d4b\u5230\u7684\u4eba\u4e0e\u76ee\u6807\u7684\u8fb9\u754c\u6846\uff0c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe9\"<\/span>\u5c5e\u4e8eHOI\u7c7b\u522b\u96c6\u3002\u4e00\u4e2aHOI\u7c7b\u522b<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe10\"<\/span>\u5305\u542b\u4e00\u4e2a\u52a8\u4f5c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe11\"<\/span>\u548c\u4e00\u4e2a\u5bf9\u8c61<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe12\"<\/span>\uff0c\u5b83\u4eec\u5206\u522b\u5c5e\u4e8e\u76f8\u5e94\u7684\u52a8\u4f5c\u96c6\u548c\u5bf9\u8c61\u7c7b\u522b\u96c6\u3002<\/span><\/p>\n

1. \u989d\u5916\u77e5\u8bc6\u7684\u63d0\u53d6<\/h1>\n

MLCNet\u7efc\u5408\u5229\u7528\u8bed\u4e49\u4fe1\u606f\u3001\u5168\u5c40\u7a7a\u95f4\u5206\u5e03\u4ee5\u53ca\u8eab\u4f53\u90e8\u4f4d\u4e0e\u76ee\u6807\u4e4b\u95f4\u7684\u5173\u7cfb\u8fdb\u884cHOI\u63a8\u7406\u3002\u8fd9\u4e9b\u663e\u5f0f\u77e5\u8bc6\u4f5c\u4e3a\u7eaf\u89c6\u89c9\u7279\u5f81\u548c\u590d\u6742\u8bed\u4e49\u4e4b\u95f4\u7684\u6865\u6881\uff0c\u6709\u52a9\u4e8e\u63d0\u9ad8\u6df1\u5ea6\u7f51\u7edc\u7684\u63a8\u7406\u80fd\u529b\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/span><\/p>\n

\u5bf9\u8c61\u68c0\u6d4b<\/h1>\n

\u5bf9\u4e8e\u4e00\u5e45\u56fe\u50cf\uff0c\u5e94\u7528\u6700\u5148\u8fdb\u7684\u76ee\u6807\u68c0\u6d4b\u6a21\u578bFPN\u6765\u83b7\u5f97\u4eba\u548c\u7269\u4f53\u7684\u4f4d\u7f6e\u548c\u7c7b\u522b\u3002\u68c0\u6d4b\u5230\u7684\u4eba\u7c7b\u548c\u5bf9\u8c61\u5b9e\u4f8b\u5206\u522b\u88ab\u8868\u793a\u4e3a<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe13\"<\/span>\u548c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe14\"<\/span>\u3002\u4eba\u548c\u5bf9\u8c61\u5b9e\u4f8b\u4f5c\u4e3aHOI\u5019\u9009\u5bf9\u8c61\u914d\u5bf9<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe15\"<\/span>\u3002\u5bf9\u8c61\u7c7b\u522b\u662f\u7528\u4e00\u7ec4\u5728\u5927\u89c4\u6a21\u8bed\u8a00\u6570\u636e\u96c6\u4e0a\u9884\u5148\u8bad\u7ec3\u597d\u7684\u9ad8\u7ef4\u8bcd\u5411\u91cf<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe16\"<\/span>\u8868\u793a\u7684\u3002<\/span><\/p>\n

\u59ff\u6001\u4f30\u8ba1<\/h1>\n

\u4e3a\u4e86\u83b7\u53d6\u4eba\u4f53\u7684\u7ed3\u6784\u4fe1\u606f\uff0c\u91c7\u7528\u4e00\u79cd\u73b0\u6210\u7684\u591a\u4eba\u59ff\u6001\u4f30\u8ba1\u65b9\u6cd5RMPE\uff0c\u8be5\u65b9\u6cd5\u4f30\u8ba1\u6bcf\u4e2a\u4eba\u4f53\u5b9e\u4f8b\u7684<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe17\"<\/span>\u4e2a\u5173\u8282\u3002\u6bcf\u4e2a\u8eab\u4f53\u5173\u8282\u8868\u793a\u4e3a\u4e00\u4e2a\u5177\u6709\u7f6e\u4fe1\u5ea6\u503c\u7684\u5750\u6807\u3002<\/span><\/p>\n

\u4eba\u4f53\u89e3\u6790<\/h1>\n

\u5229\u7528\u9884\u5148\u8bad\u7ec3\u7684\u4eba\u7c7b\u89e3\u6790\u65b9\u6cd5WSHP\u751f\u6210\u4e00\u4e2a\u4e0e\u539f\u59cb\u56fe\u50cf\u5bbd\u5ea6\u548c\u9ad8\u5ea6\u76f8\u540c\u7684\u591a\u901a\u9053\u6982\u7387\u56fe<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe18\"<\/span>\uff0c\u6bcf\u4e2a\u901a\u9053\u5bf9\u5e94\u7684\u662f\u7279\u5b9a\u7c7b\u578b\u7684\u4eba\u4f53\u90e8\u4f4d\u3002\u4e0e\u4eba\u4f53\u5173\u8282\u76f8\u6bd4\uff0c\u8be5\u8bed\u4e49\u5206\u5272\u56fe\u63d0\u4f9b\u4e86\u66f4\u5bc6\u96c6\u7684\u50cf\u7d20\u7ea7\u7ed3\u6784\u4fe1\u606f\uff0c\u5305\u62ec\u4eba\u4f53\u90e8\u4f4d\u7684\u5f62\u72b6\u548c\u8fb9\u7f18\u3002<\/span><\/p>\n

2. \u591a\u5c42\u6b21\u7684\u89c6\u89c9\u7279\u5f81<\/h1>\n

\u672c\u6587\u6784\u5efa\u4e86\u4e00\u4e2a\u591a\u5206\u652fCNN\u4f5c\u4e3aMLCNet\u7684\u4e3b\u5e72\u3002\u8be5\u7f51\u7edc\u7ed3\u6784\u5bf9\u5168\u5c40\u4e0a\u4e0b\u6587\u3001\u4ea4\u4e92\u9636\u6bb5\u3001\u5b9e\u4f53\u548c\u8eab\u4f53\u90e8\u4f4d\u7684\u7efc\u5408\u89c6\u89c9\u4fe1\u606f\u8fdb\u884c\u7f16\u7801\uff0c\u5e76\u5bf9\u5e94\u5206\u652f\u8fdb\u884c\u72ec\u7acb\u4f18\u5316\uff0c\u80fd\u591f\u5728\u8bad\u7ec3\u9636\u6bb5\u6709\u6548\u5730\u5b66\u4e60\u4e0d\u540c\u7684\u5916\u89c2\u5206\u5e03\u3002<\/span><\/p>\n

\u5177\u4f53\u65b9\u6cd5<\/h1>\u9996\u5148\u751f\u6210\u6574\u4e2a\u56fe\u7684\u5168\u5c40\u7279\u5f81<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe19\"<\/span>\uff0c\u5176\u4e2d\u5305\u542b\u4e00\u7cfb\u5217\u5171\u4eab\u7684\u6b8b\u5dee\u5757\u548c\u7279\u5f81\u8f6c\u6362\u5757\uff0c\u5982\u56fe1\u6240\u793a\u3002BaseBlock\u548cResBlocks\u662fResNet\u7684\u6807\u51c6\u6a21\u5757\uff1bFTBlock\u878d\u5408\u4e86\u4eba\u4f53\u7ed3\u6784\u4fe1\u606f\u548c\u5168\u5c40\u89c6\u89c9\u7279\u5f81\u3002<\/span>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6839\u636e\u4ea4\u4e92\u77ed\u8bed\u3001\u4eba\u7c7b\u3001\u76ee\u6807\u548c\u8eab\u4f53\u90e8\u4f4d\u7684\u533a\u57df\uff0c\u88c1\u526a<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe20\"<\/span>\uff0c\u4ece\u800c\u63d0\u53d6\u591a\u5c42\u6b21\u7684\u89c6\u89c9\u7279\u5f81\u5305\u62ec<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe21\"<\/span>\u548c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe22\"<\/span>\uff0c\u5e76\u4f20\u9012\u5230\u76f8\u5e94\u7684\u5206\u652f\u4e2d\u3002<\/span>ROI\u5bf9\u9f50\u540e\u7684\u7279\u5f81<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe23\"<\/span>\u548c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe24\"<\/span>\u7684\u5927\u5c0f\u4e3a<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe24\"<\/span>\uff0c\u8fd9\u91cc<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe25\"<\/span>\u548c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe26\"<\/span>\u8868\u793a\u901a\u9053\u7684\u5bbd\u5ea6\u548c\u6570\u91cf\u3002<\/span>\u4e3a\u4e86\u63d0\u53d6\u7ec6\u7c92\u5ea6\u7684\u4eba\u4f53\u7ed3\u6784\u89c6\u89c9\u7279\u5f81\uff0c\u672c\u6587\u901a\u8fc7\u5c06\u6bcf\u4e2a\u88ab\u68c0\u6d4b\u7684\u4eba\u4f53\u5b9e\u4f8b\u7684<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe27\"<\/span>\u4e2a\u8eab\u4f53\u90e8\u4f4d\u5212\u5206\u4e3a<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe28\"<\/span>\u4e2a\u7ec4\u3002\u5bf9\u6240\u6709<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe29\"<\/span>\u4e2a\u8eab\u4f53\u90e8\u5206\u5e94\u7528ROI\u5bf9\u9f50\u3002<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe30\"<\/span>\u7531\u6240\u6709\u88c1\u526a\u540e\u7684\u8eab\u4f53\u90e8\u5206\u7279\u5f81\u4ee5\u901a\u9053\u65b9\u5f0f\u8fde\u63a5\u800c\u751f\u6210\uff0c\u5176\u5f62\u72b6\u4e3a<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe31\"<\/span>\u3002<\/span>\u4e3a\u4e86\u7a81\u51fa\u663e\u793a\u4e0e\u67d0\u4e2a\u5bf9\u8c61\u76f8\u5173\u7684\u4fe1\u606f\u6027\u4e3b\u4f53\u90e8\u5206\uff0c\u9700\u8981\u5c06\u4e3b\u4f53\u90e8\u5206\u7684\u6ce8\u610f\u529b\u5e94\u7528\u4e8e<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe32\"<\/span>\u3002<\/span>\u9664\u4e86\u89c6\u89c9\u7279\u5f81<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe33\"<\/span>\u548c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe34\"<\/span>\uff0c\u672c\u6587\u8fdb\u4e00\u6b65\u8865\u5145\u4e86\u4e00\u4e2a\u6574\u4f53\u7684\u4e0a\u4e0b\u6587\u7279\u5f81<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe35\"<\/span>\u6765\u7f16\u7801\u5168\u5c40\u573a\u666f\uff0c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe36\"<\/span>\u662f\u901a\u8fc7\u6c60\u5316\u6574\u4e2a\u56fe\u50cf\u7684CNN\u7279\u5f81\uff08\u5982<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe37\"<\/span>\uff09\u751f\u6210\u7684\u3002\u5408\u5e76\u7684\u529f\u80fd\u88ab\u8f93\u5165\u5230\u573a\u666f\u5206\u652f\u4e2d\uff0c\u5176\u7ed3\u6784\u4e0e\u524d\u9762\u63d0\u5230\u7684\u5206\u652f\u76f8\u540c\u3002\u6709\u4e86\u5168\u5c40\u4e0a\u4e0b\u6587\u7279\u5f81<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe38\"<\/span>\uff0c\u5c42\u6b21\u7684\u53ef\u89c6\u5316\u8868\u793a\u53ef\u4ee5\u66f4\u52a0\u5168\u9762\u3002<\/span>\u6700\u540e\uff0c\u5bf9\u6240\u6709\u89c6\u89c9\u7279\u5f81\u5e94\u7528\u5168\u5c40\u5e73\u5747\u6c60\u5316\uff0c\u751f\u6210\u7279\u5f81\u5411\u91cf\u4f5c\u4e3a\u5206\u7c7b\u5668\u7684\u8f93\u5165\u3002<\/span>\n

3. \u591a\u5c42\u6b21\u8c03\u8282<\/h1>\n

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\u5168\u5c40\u4f5c\u7528<\/h1>\n

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\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe40\"<\/div>\n

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\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe41\"<\/div>\n

\u5982\u4e0a\u56fe\u6240\u793a\uff0cFTBlock\u7684\u7279\u5f81\u53d8\u6362\u5c42<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe42\"<\/span>\u91c7\u7528\u4eff\u5c04\u53d8\u6362\uff0c\u5c06\u8f93\u5165\u7684\u89c6\u89c9\u7279\u5f81<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe43\"<\/span>\u548c\u8c03\u5236\u53c2\u6570<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe44\"<\/span>\u52a8\u6001\u4ea4\u66ff\u3002\u53c2\u6570\u7531\u53d6\u4eba\u4f53\u72b6\u6001\u7279\u5f81<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe45\"<\/span>\u7684\u6620\u5c04\u51fd\u6570<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe46\"<\/span>\u751f\u6210\uff1a<\/span><\/p>\n

\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe47\"<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe48\"<\/span><\/p>\n

\u5176\u4e2d<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe49\"<\/span>\u901a\u8fc7\u4f7f\u75281\u00d71\u5185\u6838\u548cLeakyReLU\u6fc0\u6d3b\u4f7f\u7528\u53cc\u5377\u79ef\u5c42\u5b9e\u73b0\uff0c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe50\"<\/span>\u8868\u793a\u6309\u5143\u7d20\u4e58\u6cd5\u3002<\/span><\/p>\n

\u7279\u5f81\u53d8\u6362\u5757(FTBlock)\u88ab\u79f0\u4e3a<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe51\"<\/span>:\u5c06\u89c6\u89c9\u7279\u5f81\u548c\u72b6\u6001\u7279\u5f81\u4e0e\u6b8b\u5dee\u51fd\u6570:<\/span><\/p>\n

\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe52\"<\/span><\/p>\n

\u878d\u5408\u3002\u7531\u8fde\u7eed\u6b8b\u5dee\u548c\u53d8\u6362\u5757\u751f\u6210\u7684\u5168\u5c40\u7279\u5f81<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe53\"<\/span>\uff0c\u7528\u4e8e\u63d0\u53d6\u4e0a\u4e00\u8282\u4e2d\u63d0\u5230\u7684\u591a\u7ea7\u89c6\u89c9\u7279\u5f81\u3002<\/span><\/p>\n

\u5c40\u90e8\u4f5c\u7528<\/h1>\n

\u5c40\u90e8\u4ea4\u4e92\u77ed\u8bed\u662f\u56fe\u50cf\u4e2d\u7d27\u5bc6\u5305\u56f4\u76ee\u6807\u7684\u4e00\u4e2a\u4fe1\u606f\u76f8\u5bf9\u4e30\u5bcc\u7684\u533a\u57df\u3002\u7136\u800c\uff0c\u7531\u4e8e\u4eba\u7684\u5bf9\u8c61\u5b9e\u4f8b\u548c\u4e0a\u4e0b\u6587\u7684\u591a\u6837\u6027\uff0c\u4ea4\u4e92\u9636\u6bb5\u7684\u5916\u89c2\u591a\u6837\u6027\u662f\u5de8\u5927\u7684\uff0c\u5355\u7eaf\u7684\u89c6\u89c9\u7279\u5f81\u662f\u4e0d\u8db3\u4ee5\u6355\u6349\u7684\u3002\u56e0\u6b64\uff0c\u672c\u6587\u6784\u9020\u4e86\u4e00\u4e2a\u4eba-\u7269\u914d\u7f6e\u56fe\u6765\u6307\u5bfc\u5c40\u90e8\u8c03\u8282\u4e0b\u7684\u4ea4\u4e92\u9636\u6bb5\u7279\u5f81\u63d0\u53d6\u3002<\/span><\/p>\n

\u5177\u4f53\uff0c\u9996\u5148\u5c06\u4eba\u7684\u5b9e\u4f8b\u5206\u6210<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe54\"<\/span>\u7ec4\uff0c\u8eab\u4f53\u90e8\u5206<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe55\"<\/span>\u7528\u4e00\u7ec4\u5177\u6709\u9002\u5f53\u8fb9\u8ddd\u7684\u5bf9\u5e94\u4f53\u5173\u8282\u7ec4\u5468\u56f4\u7684\u8fb9\u754c\u6846\u8868\u793a\u3002<\/span><\/p>\n

\u7531\u4e8e\u5c40\u90e8\u6761\u4ef6\u4f5c\u7528\u662f\u5728\u5168\u5c40\u7279\u5f81<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe56\"<\/span>\u4e2d\u88c1\u526a\u51fa\u6765\u7684\u5c40\u90e8\u89c6\u89c9\u7279\u5f81<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe57\"<\/span>\u4e0a\u8fdb\u884c\u7684\uff0c\u56e0\u6b64\u65e0\u6cd5\u4fdd\u7559\u5f62\u72b6\u3001\u8fb9\u7f18\u7b49\u7ec6\u7c92\u5ea6\u7684\u7a7a\u95f4\u7ec6\u8282\u3002\u672c\u6587\u751f\u6210\u4e00\u4e2abox\u7ea7\u4eba\u4f53-\u5bf9\u8c61\u7a7a\u95f4\u914d\u7f6e\u56fe\u5982\u4e0b\uff0c\u4f5c\u4e3a\u5c40\u90e8\u6761\u4ef6\uff0c\u7f16\u7801\u4eba-\u7269\u5bf9<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe58\"<\/span>\u7684\u76f8\u5bf9\u4f4d\u7f6e\uff0c\u6240\u6709\u4eba\u4f53\u90e8\u4f4d\u62e5\u6709<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe59\"<\/span>\u4e2a\u901a\u9053\u3002\u6bcf\u4e2a\u901a\u9053\u90fd\u662f\u4e00\u4e2a\u4e8c\u7ef4\u7684\u4e8c\u5143\u77e9\u9635\uff0c\u5177\u6709\u76f8\u540c\u5927\u5c0f\u7684\u76f8\u4e92\u4f5c\u7528\u77ed\u8bed\u3002\u5305\u56f4\u6846\u5185\u7684\u6570\u5b57\u8bbe\u4e3a1\uff0c\u5426\u5219\u8bbe\u4e3a0\u3002<\/span><\/p>\n

\u5c06\u914d\u7f6e\u56fe\u8f93\u5165\u5c40\u57df\u6761\u4ef6\u7f51\u7edc\u751f\u6210\u5c40\u57df\u6761\u4ef6\u7279\u5f81<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe60\"<\/span>\u3002\u5c40\u57df\u6761\u4ef6\u7f51\u7edc\u7531\u56db\u4e2a1\u00d71\u5185\u6838\u7684\u5377\u79ef\u5c42\u7ec4\u6210\uff0c\u5176\u4e2d\u5b58\u5728\u4e09\u4e2aLeakyReLU\u6fc0\u6d3b\u5c42\u3002\u5c40\u90e8\u6761\u4ef6\u4f5c\u7528\u91c7\u7528\u5c40\u90e8\u7279\u5f81\u53d8\u6362\u6a21\u5757<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe61\"<\/span>\u5b9e\u73b0\uff0c\u5176\u7ed3\u6784\u4e0e<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe62\"<\/span>\u76f8\u540c:<\/span><\/p>\n

\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe63\"<\/span><\/p>\n

\u4e0e\u5168\u5c40\u6761\u4ef6\u4f5c\u7528\u76f8\u6bd4\uff0c\u5c40\u90e8\u6761\u4ef6\u4f5c\u7528\u53ef\u4e3a\u7279\u5b9a\u7684HOI\u5019\u9009\u4eba\u63d0\u4f9b\u66f4\u5177\u4f53\u7684\u7a7a\u95f4\u8bed\u4e49\u5f15\u5bfc\u3002<\/span><\/p>\n

\u8eab\u4f53\u90e8\u4f4d\u7684\u6ce8\u610f\u529b\u673a\u5236<\/h1>\n

\u4ece\u4e0d\u540c\u8eab\u4f53\u90e8\u4f4d\u63d0\u53d6\u7684\u89c6\u89c9\u7279\u5f81\u9700\u8981\u7ed9\u4e88\u4e0d\u540c\u7684\u5173\u6ce8\u3002\u901a\u8fc7\u5c06\u76ee\u6807\u5bf9\u8c61\u7c7b\u522b\u7684\u5355\u8bcd\u5411\u91cfv\u8f93\u5165\u5230\u4e00\u4e2a\u5b8c\u5168\u8fde\u63a5\u7684\u7f51\u7edc\u4e2d\uff0c\u751f\u6210\u6ce8\u610f\u529b\u6743\u91cd<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe64\"<\/span>:<\/span><\/p>\n

\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe65\"<\/span><\/p>\n

\u5176\u4e2d<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe66\"<\/span>\u4e3aLeakyReLU\u6fc0\u6d3b\u51fd\u6570\uff0c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe67\"<\/span>\u4e3a\u9879\u76ee\u53c2\u6570\uff0c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe68\"<\/span>\u4e3a\u504f\u7f6e\u9879\uff0c<\/span><\/p>\n

\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe69\"<\/span>\u3002<\/span><\/p>\n

\u7531\u4e8e\u5728\u5927\u89c4\u6a21\u8bed\u8a00\u6570\u636e\u96c6\u4e0a\u9884\u5148\u8bad\u7ec3\u7684\u8bcd\u5411\u91cf\u5bf9\u5bf9\u8c61\u7684\u529f\u80fd\u8fdb\u884c\u4e86\u7f16\u7801\uff0c\u56e0\u6b64\u77e5\u8bc6\u53ef\u4ee5\u5728\u529f\u80fd\u76f8\u4f3c\u7684\u4e0d\u540c\u7c7b\u522b\u7684\u5bf9\u8c61\u4e4b\u95f4\u4f20\u9012\u3002\u5c06\u5f97\u5230\u7684\u6ce8\u610f\u6743\u91cd\u5e94\u7528\u4e8e\u8eab\u4f53\u90e8\u4f4d\u7684\u89c6\u89c9\u7279\u5f81:<\/span><\/p>\n

\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe70\"<\/span><\/p>\n

\u5176\u4e2d<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe71\"<\/span>\uff0c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe72\"<\/span>\u662f\u5305\u56f4\u6846\u6839\u636e\u7b2ci\u4e2a\u8eab\u4f53\u90e8\u4f4d\u4ece<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe73\"<\/span>\u88c1\u526a\u7684\u7279\u5f81\u3002<\/span><\/p>\n

\u5c06\u4eba\u4f53\u5404\u90e8\u4f4d\u52a0\u6743\u548c\u539f\u59cb\u7279\u5f81\u878d\u5408\u5982\u4e0b\uff1a<\/span><\/p>\n

\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe74\"<\/span><\/p>\n

\u5176\u4e2d<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe75\"<\/span>\u4e3a\u901a\u9053\u7ea7\u8054\u3002\u5bf9\u8c61\u4e0a\u4e0b\u6587\u6ce8\u610f\u53ef\u4ee5\u6709\u6548\u5730\u6539\u5584\u4eba\u4f53\u90e8\u4f4d\u7684\u89c6\u89c9\u7279\u5f81<\/span><\/p>\n

4. \u591a\u901a\u9053\u7279\u5f81\u878d\u5408<\/h1>\n

\u9664\u4e86\u591a\u7ea7\u89c6\u89c9\u7279\u6027\u5916\uff0c\u672c\u6587\u8fd8\u8fdb\u4e00\u6b65\u589e\u52a0\u4e86\u4e00\u4e2a\u76f8\u5bf9\u4f4d\u7f6e\u7279\u5f81<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe76\"<\/span>\u548c\u4e00\u4e2a\u76ee\u6807\u4e0a\u4e0b\u6587\u7279\u6027<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe77\"<\/span>\u3002\u4ee5\u4eba-\u7269\u914d\u7f6e\u56fe\u4f5c\u4e3a\u8f93\u5165\uff0c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe78\"<\/span>\u7531\u4e24\u4e2a\u5377\u79ef\u5c42\u6700\u5927\u6c60\u5316\u540e\u751f\u6210\u3002<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe79\"<\/span>\u5e38\u88abHOID\u65b9\u6cd5\u7528\u6765\u7f16\u7801\u4ea4\u4e92\u9636\u6bb5\u4e2d\u56f4\u7ed5\u4eba\u548c\u5bf9\u8c61\u5b9e\u4f8b\u7684\u8fb9\u754c\u6846\u7684\u76f8\u5bf9\u4f4d\u7f6e\uff1b<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe80\"<\/span>\u53ef\u4ee5\u6355\u83b7\u4e0d\u540c\u5bf9\u8c61\u4e4b\u95f4\u7684\u7279\u5f81\u76f8\u4f3c\u5ea6\u3002<\/span><\/p>\n

\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe81\"<\/span>\u8fd9\u4e9b\u7279\u5f81\u90fd\u88ab\u8f93\u5165\u5230\u72ec\u7acb\u7684\u5168\u8fde\u63a5\u5206\u7c7b\u5668\u4e2d\uff0c\u8fd9\u4e9b\u5206\u7c7b\u5668\u7684\u8f93\u51fa\u88absigmoid\u51fd\u6570\u5f52\u4e00\u5316\uff0c\u4ee5\u4f30\u8ba1\u6240\u6709\u5bf9\u8c61\u65e0\u5173\u7684\u52a8\u4f5c\u7684\u6982\u7387\u3002\u7136\u540e\u91c7\u7528\u57fa\u4e8eiCAN\u7684\u540e\u671f\u878d\u5408\u7b56\u7565\uff0c\u878d\u5408\u6240\u6709\u5206\u652f\u7684\u7f6e\u4fe1\u5ea6{\u03b4}\u548cHOI\u5019\u9009\u5bf9\u8c61\u4e2d\u88ab\u68c0\u6d4b\u5230\u7684\u4eba\u4e0e\u76ee\u6807\u7684\u7f6e\u4fe1\u5ea6\u503c(<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe82\"<\/span>\u548c<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe83\"<\/span>)\u5982\u4e0b:<\/span><\/p>\n

\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe84\"<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe85\"<\/span><\/p>\n

\u5176\u4e2d\u02c6\u03b4\u4e3a\u52a8\u4f5c\u7684\u878d\u5408\u7f6e\u4fe1\u5411\u91cf\uff0c\u03b4\u7684\u4e0a\u6807\u8868\u793a\u5bf9\u5e94\u7684\u7279\u5f81\u7c7b\u578b\u3002<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe86\"<\/span>\u5219\u4e3aHOI\u7c7b\u522b\u03c3\u7684\u7f6e\u4fe1\u5ea6\u503c\u3002<\/span><\/p>\n

\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8003\u8651\u5230HOI\u7684\u7c7b\u522b\u7a7a\u95f4\u53ef\u80fd\u76f8\u5f53\u5927\uff0c\u8981\u83b7\u5f97\u8db3\u591f\u548c\u5e73\u8861\u7684\u8bad\u7ec3\u6570\u636e\u662f\u4e0d\u73b0\u5b9e\u7684\u3002\u6211\u4eec\u5c06HOI\u7c7b\u522b\u5206\u89e3\u4e3a\u52a8\u4f5c\u548c\u5bf9\u8c61\uff0c\u5e76\u72ec\u7acb\u5730\u8bc6\u522b\u5b83\u4eec\u3002\u8be5\u65b9\u6cd5\u53ef\u4ee5\u5904\u7406\u5927\u89c4\u6a21\u7c7b\u522b\u7a7a\u95f4\u548c\u957f\u5c3e\u6570\u636e\uff08\u7c7b\u522b\u6570\u91cf\u4e25\u91cd\u4e0d\u5e73\u8861\uff09\u5206\u5e03\u3002\u6b64\u5916\uff0c\u4ea4\u4e92\u77e5\u8bc6\u53ef\u4ee5\u5728\u4e0d\u540c\u5bf9\u8c61\u4e4b\u95f4\u4f20\u9012\uff0c\u8fd9\u4f7f\u5f97\u96f6\u547d\u4e2dHOID\u6210\u4e3a\u53ef\u80fd\u3002<\/span><\/p>\n

5. \u6a21\u578b\u8bad\u7ec3<\/h1>\n

\u4e3a\u6bcf\u4e00\u6b65\u5411\u6a21\u578b\u8f93\u5165\u4e00\u4e2aMini\u6279<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe87\"<\/span>,Y\u8868\u793a\u4e0e\u5bf9\u8c61\u65e0\u5173\u7684\u52a8\u4f5c\u6807\u7b7e<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe88\"<\/span>,\u03a9\u662f\u52a8\u4f5c\u7c7b\u522b\u96c6\u5408\uff0cy\u2208{0,1}\u3002<\/span><\/p>\n

\u7531\u4e8e\u4e00\u4e2a\u4eba\u7684\u5b9e\u4f8b\u53ef\u4ee5\u5bf9\u4e00\u4e2a\u76ee\u6807\u5bf9\u8c61\u5b9e\u4f8b\u65bd\u52a0\u591a\u79cd\u7c7b\u578b\u7684\u52a8\u4f5c\uff0cHOI\u8bc6\u522b\u88ab\u8868\u8ff0\u4e3a\u4e00\u4e2a<\/span>\u591a\u6807\u7b7e\u5206\u7c7b\u95ee\u9898<\/span><\/strong>\u3002\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u4f7f\u7528\u4e8c\u5143\u4ea4\u53c9\u71b5\u635f\u5931\u51fd\u6570BCE\u8ba1\u7b97\u6240\u6709\u4e03\u4e2a\u5206\u652f\u7684\u72ec\u7acb\u635f\u5931\u503c\uff1a<\/span><\/p>\n

\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe89\"<\/span>\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe90\"<\/span><\/p>\n

\u5728\u8fd9\u91cc\uff0c\u5c0f\u6279\u91cf\u635f\u5931\u662f\u4e00\u4e2a\u603b\u548c\uff0c\u800c\u4e0d\u662f\u5e73\u5747\u503c\u3002\u5b83\u6709\u6548\u5730\u907f\u514d\u4e86\u7f55\u89c1\u7c7b\u522b\u4e2d\u7684\u6837\u672c\u88ab\u5ffd\u7565\u7684\u60c5\u51b5\uff0c\u5e76\u4e14\u53ef\u4ee5\u907f\u514d\u6a21\u578b\u504f\u4e8e\u9891\u7e41\u51fa\u73b0\u7684\u7c7b\u522b\u3002<\/span><\/p>\n

\u5b9e\u9a8c\u7ed3\u679c<\/h1>\n

\u6210\u5206\u5206\u6790\u7ed3\u679c<\/h1>\n
\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe91\"<\/div>base\u5305\u62ec\u4eba\u4f53\u5206\u652f\u3001\u5bf9\u8c61\u5206\u652f\u3001\u8eab\u4f53\u90e8\u4f4d\u5206\u652f\u3001\u77ed\u8bed\u5206\u652f\u548c\u7a7a\u95f4\u5206\u652f\uff1b<\/span>base -frozen\u662f\u51bb\u7ed3\u4e86base\u7684CNN\u4e3b\u5e72\uff0c\u5e76\u5728MS-COCO\u6570\u636e\u96c6\u4e0a\u7528\u9884\u5148\u8bad\u7ec3\u7684\u6743\u503c\u521d\u59cb\u5316\u4e3b\u5e72\uff0c\u6784\u5efa\u7684\u4e00\u4e2a\u6bd4\u8f83\u57fa\u7ebf\uff1b<\/span>\u5176\u4ed6\u5305\u62ec\u573a\u666f\u5206\u652f(SB), \u4e0a\u4e0b\u6587\u5206\u652f (CB), \u5168\u5c40\u6761\u4ef6 (GC),\u5c40\u90e8\u6761\u4ef6 (LC) \u8eab\u4f53\u90e8\u5206\u6ce8\u610f\u529b\u5206\u652f(BPA)\uff0cOurs=Base+CB+SB+BPA+LC+GC;<\/span>\u901a\u8fc7\u7b2c1~2\u884c\uff0c\u7ed3\u679c\u8868\u660e\uff0c\u901a\u8fc7\u72ec\u7acb\u5b66\u4e60\u4e0d\u540c\u5c42\u6b21\u7684\u89c6\u89c9\u6a21\u5f0f\uff0c\u57fa\u4e8eCNN\u7684HOI\u8bc6\u522b\u53ef\u4ee5\u5f97\u5230\u5f88\u5927\u7684\u63d0\u9ad8\uff1b<\/span>\u901a\u8fc7\u7b2c3~4\u4e24\u884c\uff0c\u7ed3\u679c\u8868\u660e\uff0c\u573a\u666f\u5206\u652f\u548c\u4e0a\u4e0b\u6587\u5206\u652f\u7684\u6709\u6548\u6027\uff1b<\/span>\u901a\u8fc7\u7b2c5 ~ 7\u884c\uff0c\u5168mAP\u7684\u9010\u6e10\u63d0\u9ad8\u5206\u522b\u4e3a0.07%\u30010.24%\u548c0.17%\uff0c\u53ef\u77e5\u5b8c\u6574\u7684\u6a21\u578b\u5728\u672c\u6b21\u5b9e\u9a8c\u4e2d\u53d6\u5f97\u4e86\u6700\u4f73\u7684\u6027\u80fd\u3002\u7ed3\u679c\u8868\u660e\uff0c\u989d\u5916\u7684\u7a7a\u95f4\u8bed\u4e49\u77e5\u8bc6\u63d0\u9ad8\u4e86CNN\u7684\u63a8\u7406\u80fd\u529b\u3002<\/span>\n

\u6027\u80fd\u5bf9\u6bd4<\/h1>\n
\"\u68c0\u6d4b\u6280\u672f\u518d\u8fdb\u5316\uff1a\u4eba\u7269\u4ea4\u4e92\u68c0\u6d4b\uff0c\u57fa\u4e8e\u591a\u5c42\u6b21\u6761\u4ef6\u7f51\u7edc\u7684\u65b9\u6cd5\u63d2\u56fe92\"<\/div>\n

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