{"id":39404,"date":"2025-03-14T07:02:20","date_gmt":"2025-03-13T23:02:20","guid":{"rendered":"https:\/\/17aitech.com\/?p=39404"},"modified":"2025-03-14T07:02:20","modified_gmt":"2025-03-13T23:02:20","slug":"yoloe%e9%97%ae%e4%b8%96%ef%bc%8c%e5%ae%9e%e6%97%b6%e8%a7%82%e5%af%9f%e4%b8%80%e5%88%87%ef%bc%8c%e7%bb%9f%e4%b8%80%e5%bc%80%e6%94%be%e7%89%a9%e4%bd%93%e6%a3%80%e6%b5%8b%e5%92%8c%e5%88%86%e5%89%b2","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39404","title":{"rendered":"YOLOe\u95ee\u4e16\uff0c\u5b9e\u65f6\u89c2\u5bdf\u4e00\u5207\uff0c\u7edf\u4e00\u5f00\u653e\u7269\u4f53\u68c0\u6d4b\u548c\u5206\u5272"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-13-5\" target=\"_blank\">YOLOe\u95ee\u4e16\uff0c\u5b9e\u65f6\u89c2\u5bdf\u4e00\u5207\uff0c\u7edf\u4e00\u5f00\u653e\u7269\u4f53\u68c0\u6d4b\u548c\u5206\u5272<\/a><\/p>\n<p>\u5b83\u80fd\u50cf\u4eba\u773c\u4e00\u6837\uff0c\u5728\u6587\u672c\u3001\u89c6\u89c9\u8f93\u5165\u548c\u65e0\u63d0\u793a\u8303\u5f0f\u7b49\u4e0d\u540c\u673a\u5236\u4e0b\u8fdb\u884c\u68c0\u6d4b\u548c\u5206\u5272\u3002<\/p>\n<p>\u81ea 2015 \u5e74\u7531\u534e\u76db\u987f\u5927\u5b66\u7684 Joseph Redmon \u7814\u7a76\u56e2\u961f\u63d0\u51fa YOLO\uff08You Only Look Once\uff09\u4ee5\u6765\uff0c\u8fd9\u9879\u7a81\u7834\u6027\u7684\u76ee\u6807\u68c0\u6d4b\u6280\u672f\u5c31\u50cf\u4e3a\u673a\u5668\u88c5\u4e0a\u4e86\u300c\u95ea\u7535\u4e4b\u773c\u300d\uff0c\u51ed\u501f\u5355\u6b21\u63a8\u7406\u7684\u5b9e\u65f6\u6027\u80fd\u5237\u65b0\u4e86\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u8ba4\u77e5\u8fb9\u754c\u3002<\/p>\n<p>\u4f20\u7edf\u7684 YOLO \u7cfb\u5217\u5982\u540c\u6211\u4eec\u4eba\u5de5\u6548\u51c6\u7684\u7cbe\u5bc6\u4eea\u5668\uff0c\u5176\u8bc6\u522b\u80fd\u529b\u88ab\u4e25\u683c\u6846\u5b9a\u5728\u9884\u5b9a\u4e49\u7684\u7c7b\u522b\u76ee\u5f55\u4e4b\u4e2d\uff0c\u6bcf\u4e2a\u68c0\u6d4b\u6846\u7684\u80cc\u540e\uff0c\u90fd\u9700\u8981\u5de5\u7a0b\u5e08\u624b\u52a8\u8f93\u5165\u8ba4\u77e5\u8bcd\u5178\u3002\u8fd9\u79cd\u9884\u8bbe\u89c4\u5219\u5728\u5f00\u653e\u573a\u666f\u4e2d\u9650\u5236\u4e86\u89c6\u89c9\u6a21\u578b\u7684\u7075\u6d3b\u6027\u3002<\/p>\n<p>\u4f46\u662f\u5728\u4e07\u7269\u4e92\u8054\u7684\u65f6\u4ee3\uff0c\u884c\u4e1a\u8feb\u5207\u9700\u8981\u66f4\u63a5\u8fd1\u4eba\u7c7b\u89c6\u89c9\u7684\u8ba4\u77e5\u8303\u5f0f \u2014\u2014 \u4e0d\u9700\u8981\u9884\u5148\u8bbe\u5b9a\u5148\u9a8c\u77e5\u8bc6\uff0c\u5374\u80fd\u901a\u8fc7\u591a\u6a21\u6001\u63d0\u793a\u7406\u89e3\u5927\u5343\u4e16\u754c\u3002\u90a3\u4e48\u5982\u4f55\u901a\u8fc7\u89c6\u89c9\u6a21\u578b\u6765\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u5462\uff1f<\/p>\n<p>\u8fd1\u6765\uff0c\u7814\u7a76\u8005\u4eec\u79ef\u6781\u63a2\u7d22\u8ba9\u6a21\u578b\u6cdb\u5316\u81f3\u5f00\u653e\u63d0\u793a\u7684\u65b9\u6cd5\uff0c\u529b\u56fe\u8ba9\u6a21\u578b\u62e5\u6709\u5982\u540c\u4eba\u773c\u822c\u7684\u5f3a\u5927\u80fd\u529b\u3002\u4e0d\u7ba1\u662f\u9762\u5bf9\u6587\u672c\u63d0\u793a\u3001\u89c6\u89c9\u63d0\u793a\uff0c\u751a\u81f3\u5728\u65e0\u63d0\u793a\u7684\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u90fd\u80fd\u501f\u52a9\u533a\u57df\u7ea7\u89c6\u89c9\u8bed\u8a00\u9884\u8bad\u7ec3\uff0c\u5b9e\u73b0\u5bf9\u4efb\u610f\u7c7b\u522b\u7684\u7cbe\u51c6\u8bc6\u522b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5d7b471ea4fd70263ff58f31f30d9f7f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5d7b471ea4fd70263ff58f31f30d9f7f.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aYOLOE:Real-Time Seeing Anything<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2503.07465<\/p>\n<\/li>\n<li>\n<p>\u6280\u672f\u5c55\u793a\u9875\uff1ahttps:\/\/github.com\/THU-MIG\/yoloe?tab=readme-ov-file#demo<\/p>\n<\/li>\n<\/ul>\n<p><strong>YOLOE \u7684\u8bbe\u8ba1\u601d\u8def<\/strong><\/p>\n<p>\u5728 YOLO \u7684\u57fa\u7840\u4e4b\u4e0a\uff0cYOLOE \u901a\u8fc7 RepRTA \u652f\u6301\u6587\u672c\u63d0\u793a\u3001\u901a\u8fc7 SAVPE \u652f\u6301\u89c6\u89c9\u63d0\u793a\u4ee5\u53ca\u4f7f\u7528 LRPC \u652f\u6301\u65e0\u63d0\u793a\u573a\u666f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e4156b28e2859ce3ba029b6b211bd367.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e4156b28e2859ce3ba029b6b211bd367.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1.<\/sup><\/em><em><sup>YOLOE \u7684\u67b6\u6784<\/sup><\/em><\/p>\n<p>\u5982\u56fe 1 \u6240\u793a\uff0cYOLOE \u91c7\u7528\u4e86\u5178\u578b\u7684 YOLO \u67b6\u6784\uff0c\u5305\u62ec\u9aa8\u5e72\u3001PAN\u3001\u56de\u5f52\u5934\u3001\u5206\u5272\u5934\u548c\u5bf9\u8c61\u5d4c\u5165\u5934\u3002\u9aa8\u5e72\u548c PAN \u4e3a\u56fe\u50cf\u63d0\u53d6\u591a\u5c3a\u5ea6\u7279\u5f81\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u951a\u70b9\uff0c\u56de\u5f52\u5934\u9884\u6d4b\u7528\u4e8e\u68c0\u6d4b\u7684\u8fb9\u754c\u6846\uff0c\u5206\u5272\u5934\u751f\u6210\u7528\u4e8e\u5206\u5272\u7684\u539f\u578b\u548c\u63a9\u7801\u7cfb\u6570\u3002\u5bf9\u8c61\u5d4c\u5165\u5934\u9075\u5faa YOLO \u4e2d\u5206\u7c7b\u5934\u7684\u7ed3\u6784\uff0c\u53ea\u662f\u6700\u540e\u4e00\u4e2a 1\u00d7 \u5377\u79ef\u5c42\u7684\u8f93\u51fa\u901a\u9053\u6570\u4ece\u95ed\u96c6\u573a\u666f\u4e2d\u7684\u7c7b\u6570\u66f4\u6539\u4e3a\u5d4c\u5165\u7ef4\u5ea6\u3002\u540c\u65f6\uff0c\u7ed9\u5b9a\u6587\u672c\u548c\u89c6\u89c9\u63d0\u793a\uff0cYOLOE \u5206\u522b\u4f7f\u7528 RepRTA \u548c SAVPE \u5c06\u5b83\u4eec\u7f16\u7801\u4e3a\u89c4\u8303\u5316\u7684\u63d0\u793a\u5d4c\u5165 P\u3002<\/p>\n<p>\u5728\u5f00\u653e\u96c6\u573a\u666f\u4e2d\uff0c\u6587\u672c\u548c\u5bf9\u8c61\u5d4c\u5165\u4e4b\u95f4\u7684\u5bf9\u9f50\u51b3\u5b9a\u4e86\u8bc6\u522b\u7c7b\u522b\u7684\u51c6\u786e\u6027\u3002\u5148\u524d\u7684\u7814\u7a76\u901a\u5e38\u5f15\u5165\u590d\u6742\u7684\u8de8\u6a21\u6001\u878d\u5408\u6765\u6539\u8fdb\u89c6\u89c9\u6587\u672c\u8868\u793a\u4ee5\u5b9e\u73b0\u66f4\u597d\u7684\u5bf9\u9f50\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u4f1a\u4ea7\u751f\u5927\u91cf\u7684\u8ba1\u7b97\u5f00\u9500\u3002\u9274\u4e8e\u6b64\uff0c<strong>\u4f5c\u8005\u63d0\u51fa\u4e86\u53ef\u91cd\u65b0\u53c2\u6570\u5316\u7684\u533a\u57df\u6587\u672c\u5bf9\u9f50 (RepRTA) \u7b56\u7565\uff0c\u901a\u8fc7\u53ef\u91cd\u65b0\u53c2\u6570\u5316\u7684\u8f7b\u91cf\u7ea7\u8f85\u52a9\u7f51\u7edc\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6539\u8fdb\u9884\u8bad\u7ec3\u7684\u6587\u672c\u5d4c\u5165<\/strong>\u3002\u6587\u672c\u548c\u951a\u70b9\u5bf9\u8c61\u5d4c\u5165\u4e4b\u95f4\u7684\u5bf9\u9f50\u53ef\u4ee5\u5728\u96f6\u63a8\u7406\u548c\u4f20\u8f93\u6210\u672c\u7684\u60c5\u51b5\u4e0b\u5f97\u5230\u589e\u5f3a\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u662f\u8bed\u4e49\u6fc0\u6d3b\u7684\u89c6\u89c9\u63d0\u793a\u7f16\u7801\u5668\u3002\u4e3a\u4e86\u751f\u6210\u89c6\u89c9\u63d0\u793a\u5d4c\u5165\uff0c\u5148\u524d\u7684\u5de5\u4f5c\u901a\u5e38\u91c7\u7528 Transformer \u8bbe\u8ba1\uff0c\u4f8b\u5982\u53ef\u53d8\u5f62\u6ce8\u610f\u6216\u9644\u52a0 CLIP \u89c6\u89c9\u7f16\u7801\u5668\u3002\u7136\u800c\uff0c\u7531\u4e8e\u8fd0\u7b97\u7b26\u590d\u6742\u6216\u8ba1\u7b97\u8981\u6c42\u9ad8\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5728\u90e8\u7f72\u548c\u6548\u7387\u65b9\u9762\u5e26\u6765\u4e86\u6311\u6218\u3002<\/p>\n<p>\u8003\u8651\u5230\u8fd9\u4e00\u70b9\uff0c<strong>\u7814\u7a76\u4eba\u5458\u5f15\u5165\u4e86\u8bed\u4e49\u6fc0\u6d3b\u7684\u89c6\u89c9\u63d0\u793a\u7f16\u7801\u5668\uff08SAVPE\uff09\u6765\u9ad8\u6548\u5904\u7406\u89c6\u89c9\u63d0\u793a<\/strong>\u3002\u5b83\u5177\u6709\u4e24\u4e2a\u89e3\u8026\u7684\u8f7b\u91cf\u7ea7\u5206\u652f\uff1a(1) \u8bed\u4e49\u5206\u652f\u5728 D \u901a\u9053\u4e2d\u8f93\u51fa\u4e0e\u63d0\u793a\u65e0\u5173\u7684\u8bed\u4e49\u7279\u5f81\uff0c\u800c\u65e0\u9700\u878d\u5408\u89c6\u89c9\u63d0\u793a\u7684\u5f00\u9500\uff1b(2) \u6fc0\u6d3b\u5206\u652f\u901a\u8fc7\u5728\u4f4e\u6210\u672c\u4e0b\u5728\u66f4\u5c11\u7684\u901a\u9053\u4e2d\u5c06\u89c6\u89c9\u63d0\u793a\u4e0e\u56fe\u50cf\u7279\u5f81\u4ea4\u4e92\u6765\u4ea7\u751f\u5206\u7ec4\u7684\u63d0\u793a\u611f\u77e5\u6743\u91cd\u3002\u7136\u540e\uff0c\u5b83\u4eec\u7684\u805a\u5408\u4f1a\u5728\u6700\u5c0f\u590d\u6742\u5ea6\u4e0b\u4ea7\u751f\u4fe1\u606f\u4e30\u5bcc\u7684\u63d0\u793a\u5d4c\u5165\u3002<\/p>\n<p>\u5728\u6ca1\u6709\u660e\u786e\u6307\u5bfc\u7684\u65e0\u63d0\u793a\u573a\u666f\u4e2d\uff0c\u6a21\u578b\u9700\u8981\u8bc6\u522b\u56fe\u50cf\u4e2d\u6240\u6709\u6709\u540d\u79f0\u7684\u7269\u4f53\u3002\u5148\u524d\u7684\u7814\u7a76\u901a\u5e38\u5c06\u8fd9\u79cd\u8bbe\u7f6e\u8868\u8ff0\u4e3a\u751f\u6210\u95ee\u9898\uff0c\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u4e3a\u5bc6\u96c6\u7684\u53d1\u73b0\u7269\u4f53\u751f\u6210\u7c7b\u522b\u3002\u7136\u800c\uff0c\u5176\u4e2d\u8bed\u8a00\u6a21\u578b\u8fdc\u4e0d\u80fd\u6ee1\u8db3\u9ad8\u6548\u7387\u8981\u6c42\u3002<strong>YOLOE 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