{"id":36407,"date":"2025-01-10T19:00:12","date_gmt":"2025-01-10T11:00:12","guid":{"rendered":"https:\/\/17aitech.com\/?p=36407"},"modified":"2025-01-10T19:00:12","modified_gmt":"2025-01-10T11:00:12","slug":"%e8%b6%85%e8%b6%8ayolov10-11%e3%80%81rt-detrv2-3%ef%bc%81%e4%b8%ad%e7%a7%91%e5%a4%a7d-fine%e9%87%8d%e6%96%b0%e5%ae%9a%e4%b9%89%e8%be%b9%e7%95%8c%e6%a1%86%e5%9b%9e%e5%bd%92%e4%bb%bb%e5%8a%a1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36407","title":{"rendered":"\u8d85\u8d8aYOLOv10\/11\u3001RT-DETRv2\/3\uff01\u4e2d\u79d1\u5927D-FINE\u91cd\u65b0\u5b9a\u4e49\u8fb9\u754c\u6846\u56de\u5f52\u4efb\u52a1"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-29-2\" target=\"_blank\">\u8d85\u8d8aYOLOv10\/11\u3001RT-DETRv2\/3\uff01\u4e2d\u79d1\u5927D-FINE\u91cd\u65b0\u5b9a\u4e49\u8fb9\u754c\u6846\u56de\u5f52\u4efb\u52a1<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e109b36387111196917464b1796e5277.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e109b36387111196917464b1796e5277.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"167\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>D-FINE \u7684\u4f5c\u8005\u5747\u6765\u81ea\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u3002\u7b2c\u4e00\u4f5c\u8005\u4e3a\u4e2d\u79d1\u5927\u5728\u8bfb\u535a\u58eb\u751f\u5f6d\u5ca9\u677e (https:\/\/scholar.google.com\/citations?user=CTidez8AAAAJ&amp;hl=zh-CN)\uff0c\u5176\u7814\u7a76\u65b9\u5411\u4e3a\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u4ee5\u53ca\u795e\u7ecf\u5f62\u6001\u89c6\u89c9\uff0c\u5df2\u5728 AAAI\u3001ICCV\u3001CVPR \u7b49\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae\u4e0a\u4ee5\u7b2c\u4e00\u4f5c\u8005\u8eab\u4efd\u53d1\u8868\u591a\u7bc7\u8bba\u6587\u3002\u672c\u6587\u7531\u5434\u67ab\u6559\u6388\u3001\u5b59\u6653\u8273\u6559\u6388\u548c\u5f20\u8d8a\u4e00\u526f\u7814\u7a76\u5458\u5171\u540c\u6307\u5bfc\uff0c\u5176\u4ed6\u4f5c\u8005\u5305\u62ec\u4e2d\u79d1\u5927\u535a\u58eb\u751f\u674e\u548c\u500d\u53ca\u7855\u58eb\u751f\u5434\u6c9b\u71b9\u3002<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b73cff4bc57519711370d04167a9c881.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b73cff4bc57519711370d04167a9c881.png\"><\/a><\/section>\n<section><strong>\u5f15\u8a00<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5f53\u524d\u5185\u5377\u4e25\u91cd\u7684\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b (Real-time Object Detection) \u9886\u57df\uff0c\u6027\u80fd\u4e0e\u6548\u7387\u59cb\u7ec8\u662f\u96be\u4ee5\u5e73\u8861\u7684\u6838\u5fc3\u95ee\u9898\u3002\u7edd\u5927\u591a\u6570\u73b0\u6709\u7684 SOTA \u65b9\u6cd5\u4ec5\u4f9d\u8d56\u4e8e\u66f4\u5148\u8fdb\u7684\u6a21\u5757\u66ff\u6362\u6216\u8bad\u7ec3\u7b56\u7565\uff0c\u5bfc\u81f4\u6027\u80fd\u9010\u6e10\u8d8b\u4e8e\u9971\u548c\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u6253\u7834\u8fd9\u4e00\u74f6\u9888\uff0c\u6765\u81ea\u4e2d\u79d1\u5927\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 D-FINE\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e86\u8fb9\u754c\u6846\u56de\u5f52\u4efb\u52a1\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u7684\u56fa\u5b9a\u5750\u6807\u9884\u6d4b\uff0cD-FINE \u521b\u65b0\u4e86\u4e24\u79cd\u65b9\u6cd5\uff1a\u7ec6\u7c92\u5ea6\u5206\u5e03\u4f18\u5316 (FDR) \u548c\u5168\u5c40\u6700\u4f18\u5b9a\u4f4d\u81ea\u84b8\u998f (GO-LSD)\u3002\u901a\u8fc7\u5c06\u56de\u5f52\u4efb\u52a1\u8f6c\u5316\u4e3a\u7ec6\u7c92\u5ea6\u7684\u5206\u5e03\u4f18\u5316\u4efb\u52a1\uff0cD-FINE \u4e0d\u4ec5\u663e\u8457\u7b80\u5316\u4e86\u4f18\u5316\u96be\u5ea6\uff0c\u8fd8\u80fd\u591f\u66f4\u7cbe\u786e\u5730\u5efa\u6a21\u6bcf\u6761\u8fb9\u754c\u7684\u4e0d\u786e\u5b9a\u6027\u3002\u6b64\u5916\uff0cD-FINE \u5c06\u5b9a\u4f4d\u77e5\u8bc6 (Localization Knowledge) \u878d\u5165\u5230\u6a21\u578b\u8f93\u51fa\uff0c\u901a\u8fc7\u9ad8\u6548\u7684\u81ea\u84b8\u998f\u7b56\u7565\u5728\u5404\u5c42\u5171\u4eab\u8fd9\u4e9b\u77e5\u8bc6\uff0c\u56e0\u800c\u5728\u4e0d\u589e\u52a0\u989d\u5916\u8bad\u7ec3\u6210\u672c\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u4e86\u6027\u80fd\u7684\u8fdb\u4e00\u6b65\u663e\u8457\u63d0\u5347\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cdac2872e545d8a0ed545ad4d1316cee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cdac2872e545d8a0ed545ad4d1316cee.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898: D-FINE: Redefine Regression Task of DETRs as Fine-grained Distribution Refinement<\/p>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740: https:\/\/arxiv.org\/abs\/2410.13842<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740: https:\/\/github.com\/Peterande\/D-FINE<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u51ed\u501f\u8fd9\u4e9b\u521b\u65b0\uff0cD-FINE \u5728 COCO \u6570\u636e\u96c6\u4e0a\u4ee5 78 FPS \u7684\u901f\u5ea6\u53d6\u5f97\u4e86 59.3% \u7684\u5e73\u5747\u7cbe\u5ea6 (AP)\uff0c\u8fdc\u8d85 YOLOv10\u3001YOLO11\u3001RT-DETR v1\/v2\/v3 \u53ca LW-DETR \u7b49\u7ade\u4e89\u5bf9\u624b\uff0c\u6210\u4e3a\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u9886\u57df\u65b0\u7684\u9886\u8dd1\u8005\u3002\u76ee\u524d\uff0cD-FINE \u7684\u6240\u6709\u4ee3\u7801\u3001\u6743\u91cd\u4ee5\u53ca\u5de5\u5177\u5df2\u5f00\u6e90\uff0c\u5305\u542b\u4e86\u8be6\u7ec6\u7684\u9884\u8bad\u7ec3\u6559\u7a0b\u548c\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u5904\u7406\u6307\u5357\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650940816&amp;idx=5&amp;sn=0cb955c19d65655f7784b26f76b176dd&amp;chksm=84e7e1eeb39068f8858f5ecc80fc69a2367b0d01b25f428191d7a95dc439cadc15650f8f0144&amp;token=820864421&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-871270ce37700be8728652073029cb08.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-871270ce37700be8728652073029cb08.png\"><\/a><\/a><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u5206\u522b\u4f7f\u7528 D-FINE \u548c YOLO11 \u5bf9 YouTube \u4e0a\u7684\u4e00\u6bb5\u590d\u6742\u8857\u666f\u89c6\u9891\u8fdb\u884c\u4e86\u76ee\u6807\u68c0\u6d4b\u3002\u5c3d\u7ba1\u5b58\u5728\u9006\u5149\u3001\u865a\u5316\u6a21\u7cca\u548c\u5bc6\u96c6\u906e\u6321\u7b49\u4e0d\u5229\u56e0\u7d20\uff0cD-FINE-X \u4f9d\u7136\u6210\u529f\u68c0\u6d4b\u51fa\u51e0\u4e4e\u6240\u6709\u76ee\u6807\uff0c\u5305\u62ec\u80cc\u5305\u3001\u81ea\u884c\u8f66\u548c\u4fe1\u53f7\u706f\u7b49\u96be\u4ee5\u5bdf\u89c9\u7684\u5c0f\u76ee\u6807\uff0c\u5176\u7f6e\u4fe1\u5ea6\u3001\u4ee5\u53ca\u6a21\u7cca\u8fb9\u7f18\u7684\u5b9a\u4f4d\u51c6\u786e\u5ea6\u660e\u663e\u9ad8\u4e8e YOLO11x\u3002<\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u7ec6\u7c92\u5ea6\u5206\u5e03\u4f18\u5316 (FDR)<\/strong><\/section>\n<section><\/section>\n<section>FDR (Fine-grained Distribution Refinement) \u5c06\u68c0\u6d4b\u6846\u7684\u751f\u6210\u8fc7\u7a0b\u5206\u89e3\u4e3a\uff1a<\/section>\n<section><\/section>\n<section>1. <strong>\u521d\u59cb\u6846\u9884\u6d4b<\/strong>\uff1a\u4e0e\u4f20\u7edf DETR \u65b9\u6cd5\u7c7b\u4f3c\uff0cD-FINE \u7684\u89e3\u7801\u5668\u4f1a\u5728\u7b2c\u4e00\u5c42\u5c06 Object Queries \u8f6c\u6362\u4e3a\u82e5\u5e72\u4e2a\u521d\u59cb\u8fb9\u754c\u6846\u3002\u8fd9\u4e9b\u8fb9\u754c\u6846\u53ea\u7528\u4e8e\u521d\u59cb\u5316\uff0c\u4e0d\u9700\u8981\u7279\u522b\u7cbe\u786e\u3002<\/section>\n<section><\/section>\n<section>2. <strong>\u7ec6\u7c92\u5ea6\u7684\u5206\u5e03\u4f18\u5316<\/strong>\uff1a\u4e0e\u4f20\u7edf\u65b9\u6cd5\u4e0d\u540c\uff0cD-FINE \u7684\u89e3\u7801\u5c42\u4e0d\u4f1a\u76f4\u63a5\u9884\u6d4b\u65b0\u7684\u8fb9\u754c\u6846\uff0c\u800c\u662f\u57fa\u4e8e\u521d\u59cb\u8fb9\u754c\u6846\u751f\u6210\u56db\u7ec4\u6982\u7387\u5206\u5e03\uff0c\u5e76\u901a\u8fc7\u9010\u5c42\u4f18\u5316\u5bf9\u5176\u8fdb\u884c\u8c03\u6574\u3002\u8fd9\u4e9b\u6982\u7387\u5206\u5e03\u672c\u8d28\u4e0a\u662f\u68c0\u6d4b\u6846\u7684\u4e00\u79cd\u300c\u7ec6\u7c92\u5ea6\u4e2d\u95f4\u8868\u5f81\u300d\u3002D-FINE \u53ef\u4ee5\u901a\u8fc7\u5fae\u8c03\u8fd9\u4e9b\u8868\u5f81\uff0c\u4e0d\u540c\u5e45\u5ea6\u5730\u72ec\u7acb\u8c03\u6574\u5404\u8fb9\u7f18\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6d41\u7a0b\u5982\u56fe\u6240\u793a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9fc0b89bbc616a6485b844559e7fc04f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9fc0b89bbc616a6485b844559e7fc04f.png\"><\/a><\/section>\n<section>\u5c06\u8fb9\u754c\u6846\u56de\u5f52\u4efb\u52a1\u91cd\u65b0\u5b9a\u4e49\u4e3a FDR \u6709\u4ee5\u4e0b\u4f18\u70b9\uff1a<\/section>\n<section><\/section>\n<section>1. <strong>\u8fc7\u7a0b\u7b80\u5316<\/strong>\uff1a\u5728\u4f20\u7edf L1 \u635f\u5931\u548c IoU \u635f\u5931\u8fdb\u884c\u4f18\u5316\u7684\u57fa\u7840\u4e0a\uff0c\u6a21\u578b\u8fd8\u901a\u8fc7\u6807\u7b7e\u548c\u9884\u6d4b\u7ed3\u679c\u4e4b\u95f4\u7684\u300c\u6b8b\u5dee\u300d\u8fdb\u4e00\u6b65\u7ea6\u675f\u8fd9\u4e9b\u4e2d\u95f4\u6001\u7684\u6982\u7387\u5206\u5e03\u3002\u8fd9\u4f7f\u5f97\u6bcf\u4e2a\u89e3\u7801\u5c42\u80fd\u591f\u66f4\u6709\u6548\u5730\u5173\u6ce8\u5f53\u524d\u7684\u5b9a\u4f4d\u8bef\u5dee\u3002\u968f\u7740\u5c42\u6570\u589e\u52a0\uff0c\u4f18\u5316\u7684\u76ee\u6807\u53d8\u5f97\u66f4\u52a0\u7b80\u5355\uff0c\u4ece\u800c\u7b80\u5316\u4e86\u6574\u4f53\u7684\u4f18\u5316\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section>2. <strong>\u5bf9\u590d\u6742\u573a\u666f\u7684\u9c81\u68d2\u6027\u66f4\u5f3a<\/strong>\uff1aFDR \u4e2d\u6982\u7387\u7684\u9ad8\u4f4e\u672c\u8d28\u4e0a\u53cd\u5e94\u4e86\u6a21\u578b\u5bf9\u8fb9\u754c\u5fae\u8c03\u7684\u81ea\u4fe1\u7a0b\u5ea6\u3002\u8fd9\u4f7f\u5f97 D-FINE \u80fd\u591f\u5728\u4e0d\u540c\u7f51\u7edc\u6df1\u5ea6\u4e0b\u5bf9\u6bcf\u6761\u8fb9\u7684\u4e0d\u786e\u5b9a\u6027\u72ec\u7acb\u5efa\u6a21\uff0c\u4ece\u800c\u4f7f\u6a21\u578b\u771f\u6b63\u5730\u7406\u89e3\u5b9a\u4f4d\u7684\u597d\u574f\u3002\u5728\u906e\u6321\u3001\u8fd0\u52a8\u6a21\u7cca\u548c\u4f4e\u5149\u7167\u7b49\u590d\u6742\u7684\u5b9e\u9645\u573a\u666f\u4e0b\uff0cD-FINE \u8868\u73b0\u51fa\u4e86\u66f4\u5f3a\u7684\u9c81\u68d2\u6027\uff0c\u76f8\u6bd4\u76f4\u63a5\u56de\u5f52\u56db\u4e2a\u56fa\u5b9a\u503c\u7684\u65b9\u6cd5\u8981\u66f4\u4e3a\u7a33\u5065\u3002<\/section>\n<section><\/section>\n<section>3. <strong>\u7075\u6d3b\u7684\u4f18\u5316\u673a\u5236<\/strong>\uff1aD-FINE \u901a\u8fc7\u52a0\u6743\u6c42\u548c\u5c06\u6982\u7387\u5206\u5e03\u8f6c\u5316\u4e3a\u6700\u7ec8\u7684\u8fb9\u754c\u6846\u504f\u79fb\u503c\u3002\u6307\u6570\u578b\u52a0\u6743\u51fd\u6570 W (n) \u4fdd\u8bc1\u4e86\u80fd\u591f\u5728\u521d\u59cb\u6846\u51c6\u786e\u65f6\u8fdb\u884c\u7ec6\u5fae\u8c03\u6574\uff0c\u5728\u5fc5\u8981\u65f6\u63d0\u4f9b\u5927\u5e45\u5ea6\u4fee\u6b63\u3002<\/section>\n<section><\/section>\n<section>4. <strong>\u53ef\u6269\u5c55\u6027<\/strong>\uff1aFDR \u901a\u8fc7\u5c06\u56de\u5f52\u4efb\u52a1\u5b9a\u4e49\u4e3a\u540c\u5206\u7c7b\u4efb\u52a1\u4e00\u81f4\u7684\u6982\u7387\u5206\u5e03\u9884\u6d4b\u95ee\u9898\uff0c\u8fd9\u4f7f\u5f97\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u53ef\u4ee5\u66f4\u597d\u5730\u53d7\u76ca\u4e8e\u77e5\u8bc6\u84b8\u998f\u3001\u591a\u4efb\u52a1\u5b66\u4e60\u548c\u5206\u5e03\u4f18\u5316\u7b49\u66f4\u591a\u9886\u57df\u7684\u521b\u65b0\uff0c\u4ece\u800c\u66f4\u6709\u6548\u5730\u9002\u5e94\u548c\u6574\u5408\u65b0\u7684\u6280\u672f\uff0c\u7a81\u7834\u4f20\u7edf\u65b9\u6cd5\u7684\u5c40\u9650\u3002<\/section>\n<section><\/section>\n<section><strong>\u5168\u5c40\u6700\u4f18\u5b9a\u4f4d\u81ea\u84b8\u998f\u673a\u5236 GO-LSD<\/strong><\/section>\n<section>\u00a0<\/section>\n<section>GO-LSD (Global Optimal Localization Self-Distillation) \u53ef\u4ee5\u5c06\u77e5\u8bc6\u84b8\u998f\u65e0\u75db\u5e94\u7528\u5230 FDR \u6846\u67b6\u68c0\u6d4b\u5668\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e FDR \u6846\u67b6\u7684\u76ee\u6807\u68c0\u6d4b\u5668\u65e2\u53ef\u4ee5\u5b9e\u73b0\u77e5\u8bc6\u4f20\u9012\uff0c\u53c8\u53ef\u4ee5\u4fdd\u6301\u4e00\u81f4\u7684\u4f18\u5316\u76ee\u6807\u3002<\/section>\n<section><\/section>\n<section>\u65b0\u4efb\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u5f97\u4e3b Geoffrey Hinton \u5728\u300aDistilling the Knowledge in a Neural Network\u300b\u4e00\u6587\u4e2d\u63d0\u5230\uff1a\u6982\u7387\u5373 \u300c\u77e5\u8bc6\u300d\u3002FDR \u5c06\u6982\u7387\u5206\u5e03\u53d8\u6210\u4e86\u7f51\u7edc\u8f93\u51fa\uff0c\u5e76\u642d\u8f7d\u4e86\u5b9a\u4f4d\u77e5\u8bc6 (Localization Knowledge)\u3002\u56e0\u6b64\uff0c\u4ec5\u8ba1\u7b97 KL \u6563\u5ea6\u635f\u5931\u5c31\u80fd\u5c06\u8fd9\u4e9b\u300c\u77e5\u8bc6\u300d\u4ece\u6df1\u5c42\u4f20\u9012\u5230\u6d45\u5c42\u3002\u7531\u4e8e FDR \u67b6\u6784\u4e2d\u6bcf\u4e00\u4e2a\u89e3\u7801\u5c42\u90fd\u5171\u4eab\u4e00\u4e2a\u5171\u540c\u76ee\u6807\uff0c\u5373\u51cf\u5c11\u521d\u59cb\u8fb9\u754c\u6846\u4e0e\u771f\u5b9e\u8fb9\u754c\u6846\u4e4b\u95f4\u7684\u6b8b\u5dee\u3002\u56e0\u6b64\u6700\u540e\u4e00\u5c42\u751f\u6210\u7684\u7cbe\u786e\u6982\u7387\u5206\u5e03\u53ef\u4ee5\u4f5c\u4e3a\u524d\u9762\u6bcf\u4e00\u5c42\u7684\u6700\u7ec8\u76ee\u6807\uff0c\u5e76\u901a\u8fc7\u84b8\u998f\u5f15\u5bfc\u524d\u51e0\u5c42\u3002<\/section>\n<section><\/section>\n<section>\u7531\u4e8e FDR \u67b6\u6784\u4e2d\u6bcf\u4e00\u4e2a\u89e3\u7801\u5c42\u90fd\u5171\u4eab\u4e00\u4e2a\u5171\u540c\u76ee\u6807\uff1a\u51cf\u5c11\u521d\u59cb\u8fb9\u754c\u6846\u4e0e\u771f\u5b9e\u8fb9\u754c\u6846\u4e4b\u95f4\u7684\u6b8b\u5dee\uff1b\u56e0\u6b64\u6700\u540e\u4e00\u5c42\u751f\u6210\u7684\u7cbe\u786e\u6982\u7387\u5206\u5e03\u53ef\u4ee5\u4f5c\u4e3a\u524d\u9762\u6bcf\u4e00\u5c42\u7684\u6700\u7ec8\u76ee\u6807\uff0c\u5e76\u901a\u8fc7\u84b8\u998f\u5f15\u5bfc\u524d\u51e0\u5c42\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u5728 FDR \u7684\u6846\u67b6\u4e0a\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86\u5168\u5c40\u6700\u4f18\u5b9a\u4f4d\u81ea\u84b8\u998f GO-LSD\uff0c\u5728\u7f51\u7edc\u5c42\u95f4\u5b9e\u73b0\u4e86\u5b9a\u4f4d\u77e5\u8bc6\u84b8\u998f\uff0c\u8fdb\u4e00\u6b65\u6269\u5c55\u4e86 D-FINE \u7684\u80fd\u529b\uff0c\u5177\u4f53\u6d41\u7a0b\u5982\u56fe\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-24b4905b756d2f196251fd293c5f9ffb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-24b4905b756d2f196251fd293c5f9ffb.png\"><\/a><\/section>\n<section>FDR \u4e0e\u00a0GO-LSD \u4ea7\u751f\u4e86\u4e00\u79cd\u53cc\u8d62\u7684\u300c\u5408\u529b\u300d\uff1a\u968f\u7740\u8bad\u7ec3\u7684\u8fdb\u884c\uff0c\u6700\u540e\u4e00\u5c42\u7684\u9884\u6d4b\u5c06\u53d8\u5f97\u8d8a\u6765\u8d8a\u51c6\u786e\uff0c\u5176\u751f\u6210\u7684\u8f6f\u6807\u7b7e\u4e5f\u80fd\u591f\u66f4\u597d\u5730\u5e2e\u52a9\u524d\u51e0\u5c42\u63d0\u9ad8\u9884\u6d4b\u51c6\u786e\u6027\u3002\u53cd\u8fc7\u6765\uff0c\u524d\u51e0\u5c42\u5c06\u66f4\u5feb\u5730\u5b9a\u4f4d\u5230\u51c6\u786e\u4f4d\u7f6e\u3002\u8fd9\u76f8\u5f53\u4e8e\u6df1\u5c42\u7684\u4f18\u5316\u4efb\u52a1\u5f97\u5230\u4e86\u7b80\u5316\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e86\u6574\u4f53\u51c6\u786e\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c0ad0648a299028192d27940b40b285d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c0ad0648a299028192d27940b40b285d.png\"><\/a><\/section>\n<section>\u5728 COCO \u6570\u636e\u96c6\u4e0a\uff0cD-FINE-L \u548c D-FINE-X \u5206\u522b\u4ee5 8.07 ms (124 FPS)\u00a0\u548c 12.89 ms (78 FPS)\u00a0\u7684\u65f6\u5ef6\u53d6\u5f97\u4e86 54.0%\u00a0\u548c 55.8%\u00a0\u7684 AP\uff0c\u8fdc\u8d85\u5176\u4f59\u6240\u6709\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u5668\uff0c\u6253\u8d25\u4e86 YOLOv10 (53.2%\uff0c54.4%)\u3001YOLO11 (53.4%\uff0c54.7%) \u53ca RT-DETRv2 (53.4%\uff0c54.6%)\u3002<\/section>\n<section><\/section>\n<section>\u5728 Objects365 \u4e0a\u8fdb\u884c\u4e86\u7b80\u5355\u7684\u6709\u76d1\u7763\u9884\u8bad\u7ec3\u540e\uff0cD-FINE \u7684\u51c6\u786e\u7387\u8fbe\u5230\u4e86 59.3% AP\u3002\u5728 paperwithcode \u7f51\u7ad9\u7684 Real-Time Object Detection on MS COCO benchmark \u4e0a\uff0cD-FINE \u7684\u901f\u5ea6\u548c\u6027\u80fd\u90fd\u8fdc\u8d85\u5176\u4ed6\u65b9\u6cd5\uff0c\u53d6\u5f97\u4e86 Top1 \u7684\u6210\u7ee9\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u6bd4 baseline RT-DETR\uff0cD-FINE-L \u548c D-FINE-X \u5927\u5e45\u964d\u4f4e\u4e86\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u590d\u6742\u5ea6\u3002\u5728\u63a8\u7406\u901f\u5ea6\u663e\u8457\u63d0\u5347\u7684\u540c\u65f6\uff0c\u5206\u522b\u53d6\u5f97\u4e86 1.8% \u548c 3.2% \u7684\u663e\u8457\u6027\u80fd\u63d0\u5347\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0e8209383af245ba096b2c7b705e8538.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0e8209383af245ba096b2c7b705e8538.png\"><\/a><\/section>\n<section>\u66f4\u8f7b\u91cf\u5316\u7684 D-FINE-S \u548c D-FINE-M \u5728 T4 GPU \u4e0a\u5206\u522b\u4ee5 3.49 ms (287 FPS) \u548c 5.62 ms (178 FPS) \u7684\u65f6\u5ef6\u4e0b\u53d6\u5f97\u4e86 48.5% \u548c 52.3% \u7684 AP\uff0c\u8d85\u8fc7 YOLOv10 (46.3%\uff0c51.1%)\u3001YOLO11 (46.6%\uff0c51.2%) \u53ca RT-DETRv2 (48.1%\uff0c49.9%)\u3002\u9884\u8bad\u7ec3\u540e\uff0cD-FINE-S \u548c D-FINE-M \u5206\u522b\u53d6\u5f97\u4e86 50.7% \u548c 55.1% \u7684 AP\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a16731e42fca9d5b8b0c35629b8e6eed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a16731e42fca9d5b8b0c35629b8e6eed.png\"><\/a><\/section>\n<section>\u867d\u7136 FDR \u548c GO-LSD \u80fd\u591f\u663e\u8457\u63d0\u9ad8\u6027\u80fd\uff0c\u4f46\u4e0d\u4f1a\u76f4\u63a5\u8ba9\u7f51\u7edc\u66f4\u5feb\u6216\u66f4\u8f7b\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u5bf9 DETR \u67b6\u6784\u8fdb\u884c\u4e86\u8f7b\u91cf\u5316\u5904\u7406\u3002\u8fd9\u4e9b\u8c03\u6574\u4e0d\u53ef\u907f\u514d\u5730\u8ba9\u6027\u80fd\u6709\u6240\u4e0b\u964d\uff0c\u4f46 D-FINE \u65b9\u6cd5\u6700\u7ec8\u5b9e\u73b0\u4e86\u901f\u5ea6\u3001\u53c2\u6570\u3001\u8ba1\u7b97\u91cf\u4e0e\u6027\u80fd\u7684\u5e73\u8861\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u4ece baseline \u5230 D-FINE \u7684\u9010\u6b65\u4fee\u6539\u8fc7\u7a0b\u3002\u6bcf\u4e00\u6b65\u90fd\u542b\u5c55\u793a\u4e86\u6a21\u578b\u5728 AP \u3001\u53c2\u6570\u91cf\u3001\u65f6\u5ef6\u4ee5\u53ca FLOPs \u4e0a\u7684\u53d8\u5316\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e5e1af78a7a3a2fed0b82457eef0bbe4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e5e1af78a7a3a2fed0b82457eef0bbe4.png\"><\/a><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u5bf9\u4e00\u7cfb\u5217\u975e\u5b9e\u65f6\u7684 DETR \u68c0\u6d4b\u6a21\u578b\u5e94\u7528\u4e86 FDR \u548c GO-LSD\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u5728\u51e0\u4e4e\u6ca1\u6709\u989d\u5916\u53c2\u6570\u91cf\u548c\u7b97\u529b\u7684\u60c5\u51b5\u4e0b\uff0c\u6700\u9ad8\u63d0\u5347\u4e86 5.3% \u7684 AP\uff0c\u8bc1\u660e\u4e86\u65b9\u6cd5\u7684\u9c81\u68d2\u6027\u548c\u6cdb\u5316\u6027\u3002<\/section>\n<section><\/section>\n<section>\u6839\u636e\u6d88\u878d\u5b9e\u9a8c\uff0c\u542b\u6709 FDR \u7684\u68c0\u6d4b\u5668\u548c\u539f\u59cb\u68c0\u6d4b\u5668\u5728\u901f\u5ea6\u3001\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u590d\u6742\u5ea6\u4e0a\u51e0\u4e4e\u6ca1\u6709\u533a\u522b\uff0c\u53ef\u4ee5\u5b9e\u73b0\u65e0\u7f1d\u66ff\u6362\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-82fd77e8fc695eb7ae5b763450d0eb4d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-82fd77e8fc695eb7ae5b763450d0eb4d.png\"><\/a><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u5206\u6790\u4e86\u8bad\u7ec3\u6210\u672c\uff0c\u53d1\u73b0\u989d\u5916\u7684\u65f6\u95f4\u548c\u663e\u5b58\u6d88\u8017\u4e3b\u8981\u6765\u81ea\u751f\u6210\u7528\u4e8e\u76d1\u7763\u5206\u5e03\u7684 FGL Loss \u6807\u7b7e\u3002\u901a\u8fc7\u5bf9 D-FINE \u8fdb\u884c\u7684\u8fdb\u4e00\u6b65\u4f18\u5316\uff0c\u8fd9\u4e9b\u989d\u5916\u7684\u8bad\u7ec3\u65f6\u95f4\u548c\u663e\u5b58\u5360\u7528\u88ab\u63a7\u5236\u5728 6% \u548c 2% \u4ee5\u5185\uff0c\u5bf9\u6574\u4f53\u5f71\u54cd\u5f88\u5c0f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f0eea32290d3c21548ae70bea9e0c6fc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f0eea32290d3c21548ae70bea9e0c6fc.png\"><\/a><\/section>\n<section><strong>D-FINE \u9884\u6d4b\u7684\u53ef\u89c6\u5316<\/strong><\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u662f D-FINE \u5728\u5404\u79cd\u590d\u6742\u68c0\u6d4b\u573a\u666f\u4e2d\u7684\u9884\u6d4b\u7ed3\u679c\u3002\u8fd9\u4e9b\u573a\u666f\u5305\u62ec\u906e\u6321\u3001\u4f4e\u5149\u7167\u3001\u8fd0\u52a8\u6a21\u7cca\u3001\u666f\u6df1\u6548\u679c\u548c\u5bc6\u96c6\u573a\u666f\u3002\u53ef\u4ee5\u770b\u51fa\uff0c\u9762\u5bf9\u8fd9\u4e9b\u5177\u6709\u6311\u6218\u6027\u7684\u573a\u666f\uff0cD-FINE \u80fd\u591f\u4ea7\u751f\u51c6\u786e\u7684\u5b9a\u4f4d\u7ed3\u679c\u3002<\/section>\n<section><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-95fbd76df70de5fc2705556c05d2f708.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-95fbd76df70de5fc2705556c05d2f708.png\"><\/a><\/strong><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86\u7b2c\u4e00\u5c42\u548c\u6700\u540e\u4e00\u5c42\u7684\u9884\u6d4b\u7ed3\u679c\u3001\u5bf9\u5e94\u56db\u6761\u8fb9\u7684\u5206\u5e03\u3001\u4ee5\u53ca\u52a0\u6743\u540e\u7684\u5206\u5e03\u3002\u53ef\u4ee5\u770b\u51fa\uff0c\u9884\u6d4b\u6846\u7684\u5b9a\u4f4d\u4f1a\u968f\u7740\u5206\u5e03\u7684\u4f18\u5316\u800c\u53d8\u5f97\u66f4\u52a0\u7cbe\u51c6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-041b2add3aa8f1c9afd42639dee5dc83.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-041b2add3aa8f1c9afd42639dee5dc83.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bf34778e74435ebc7e010c3fb093c102.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bf34778e74435ebc7e010c3fb093c102.png\"><\/a><\/section>\n<section><strong>\u603b\u7ed3\u548c\u5c40\u9650<\/strong><\/section>\n<section><\/section>\n<section>D-FINE \u5c06\u8fb9\u754c\u6846\u56de\u5f52\u8f6c\u5316\u4e3a\u9010\u5c42\u4f18\u5316\u7684\u6982\u7387\u5206\u5e03\u9884\u6d4b\uff0c\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u5728\u591a\u4efb\u52a1\u573a\u666f\u4e2d\u7684\u517c\u5bb9\u6027\u3002D-FINE \u4e3a\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u7684\u8bbe\u8ba1\u63d0\u4f9b\u4e86\u4e00\u6761\u65b0\u601d\u8def\uff0c\u540e\u7eed\u53ef\u4ee5\u8003\u8651\u8fdb\u4e00\u6b65\u6316\u6398 D-FINE \u5728\u8de8\u4efb\u52a1\u5b66\u4e60\u548c\u6a21\u578b\u8f7b\u91cf\u5316\u65b9\u9762\u7684\u6f5c\u529b\u3002<\/p>\n<\/section>\n<section>D-FINE \u4e5f\u6709\u4e00\u4e9b\u5c40\u9650\uff1a\u76f8\u6bd4\u4e8e\u5927\u6a21\u578b\uff0c D-FINE \u7684\u8f7b\u91cf\u5316\u7248\u672c\u5bf9\u4e8e\u6027\u80fd\u63d0\u5347\u4e0d\u592a\u660e\u663e\u3002\u8fd9\u53ef\u80fd\u662f\u56e0\u4e3a\u6d45\u5c42\u89e3\u7801\u5668\u7684\u9884\u6d4b\u7cbe\u5ea6\u4e0d\u9ad8\uff0c\u65e0\u6cd5\u6709\u6548\u5c06\u5b9a\u4f4d\u4fe1\u606f\u4f20\u9012\u7ed9\u524d\u51e0\u5c42\u3002<\/section>\n<section><\/section>\n<section>\u672a\u6765\u7684\u7814\u7a76\u53ef\u4ee5\u8003\u8651\u5728\u63d0\u9ad8\u8f7b\u91cf\u5316\u6a21\u578b\u5b9a\u4f4d\u80fd\u529b\u7684\u540c\u65f6\uff0c\u907f\u514d\u589e\u52a0\u63a8\u7406\u5ef6\u8fdf\u3002\u4e00\u79cd\u601d\u8def\u662f\u7ee7\u7eed\u6539\u8fdb\u67b6\u6784\u8bbe\u8ba1\uff0c\u5c1d\u8bd5\u5728\u8bad\u7ec3\u65f6\u5f15\u5165\u989d\u5916\u7684\u5f02\u6784\u89e3\u7801\u5c42\uff0c\u5728\u63a8\u7406\u65f6\u4e22\u5f03\u8fd9\u4e9b\u5c42\uff0c\u4fdd\u6301\u6a21\u578b\u7684\u8f7b\u91cf\u5316\u3002\u5982\u679c\u8bad\u7ec3\u8d44\u6e90\u8db3\u591f\uff0c\u8fd8\u53ef\u4ee5\u76f4\u63a5\u7528\u5927\u6a21\u578b\u5bf9\u5c0f\u6a21\u578b\u8fdb\u884c\u84b8\u998f\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u81ea\u84b8\u998f\u3002<\/section>\n<section><\/section>\n<section><strong>\u601d\u8003\u548c\u5c55\u671b<\/strong><\/section>\n<section><\/section>\n<section>2024 \u5e74\uff0c\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u9886\u57df\u7ecf\u5386\u4e86\u591a\u6b21\u7248\u672c\u8fed\u4ee3\uff0cYOLO \u7cfb\u5217\u5148\u540e\u63a8\u51fa\u4e86 YOLOv9\u3001YOLOv10\uff0c\u4ee5\u53ca YOLO11\u3002\u800c DETR \u7cfb\u5217\u5219\u5728 RT-DETR \u4e4b\u540e\uff0c\u9646\u7eed\u63a8\u51fa\u4e86 LW-DETR\u3001RT-DETRv2 \u548c RT-DETRv3\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e24\u7c7b\u6a21\u578b\u7684\u91cd\u8981\u7a81\u7834\uff0c\u5b9e\u8d28\u4e0a\u5f97\u76ca\u4e8e\u76f8\u4e92\u501f\u9274\u548c\u878d\u5408\u3002RT-DETR \u5f15\u5165\u4e86 YOLO \u7684 RepNCSP \u6a21\u5757\uff0c\u4ee5\u66ff\u4ee3\u5197\u4f59\u7684\u591a\u5c3a\u5ea6\u81ea\u6ce8\u610f\u529b\u5c42\uff0c\u901a\u8fc7\u91cd\u65b0\u8bbe\u8ba1\u8f7b\u91cf\u5316\u7684\u6df7\u5408\u7f16\u7801\u5668\uff0c\u5b9e\u73b0\u4e86\u5b9e\u65f6 DETR\uff1b\u800c YOLOv10 \u501f\u9274\u4e86 DETR \u7684\u5339\u914d\u7b56\u7565\uff0c\u901a\u8fc7\u8bad\u7ec3\u989d\u5916\u7684\u4e00\u5bf9\u4e00\u68c0\u6d4b\u5934\uff0c\u5bf9\u5bc6\u96c6 anchor \u9884\u6d4b\u8fdb\u884c\u81ea\u52a8\u7b5b\u9009\uff0c\u907f\u514d\u4e86 NMS \u540e\u5904\u7406\uff0c\u663e\u8457\u63d0\u5347\u4e86\u901f\u5ea6\u3002\u6b64\u5916\uff0cYOLOv10 \u548c YOLO11 \u4e5f\u5f15\u5165\u4e86\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u8fdb\u4e00\u6b65\u589e\u5f3a\u4e86\u5927\u5c3a\u5ea6\u76ee\u6807\u7684\u68c0\u6d4b\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1\u8fd9\u4e9b\u6539\u8fdb\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6548\u679c\uff0c\u4f46\u793e\u533a\u5bf9\u672a\u6765\u7684\u53d1\u5c55\u65b9\u5411\u4ea7\u751f\u4e86\u7591\u95ee\uff1a\u5728\u4e24\u7c7b\u6a21\u578b\u8d8b\u4e8e\u4e00\u81f4\u7684\u80cc\u666f\u4e0b\uff0c\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u7684\u4e0b\u4e00\u6b65\u5c06\u5982\u4f55\u53d1\u5c55\uff1f\u53ef\u4ee5\u9884\u89c1\uff0c\u5728\u76ee\u6807\u68c0\u6d4b\u8fd9\u4e00\u7ade\u4e89\u6fc0\u70c8\u7684\u9886\u57df\uff0c\u7ee7\u7eed\u8fdb\u884c\u6a21\u5757\u66ff\u6362\u7684\u6536\u76ca\u5c06\u9010\u6e10\u51cf\u5c11\uff0c\u53ef\u80fd\u5f88\u5feb\u9047\u5230\u74f6\u9888\u3002<\/section>\n<section><\/section>\n<section>\u800c\u57fa\u4e8e\u4f20\u7edf\u6846\u67b6\u7684\u8bad\u7ec3\u7b56\u7565\u6539\u8fdb\uff0c\u6216\u8bb8\u5bf9\u4e00\u4e9b\u65e7\u7684\u7f51\u7edc\uff08\u5982\u5e38\u7528\u7684 Deformable DETR\uff09\u6709\u6548\uff0c\u4f46\u5e94\u7528\u4e8e\u6700\u65b0\u7684 SOTA \u7f51\u7edc\u65f6\uff0c\u5f80\u5f80\u96be\u4ee5\u53d6\u5f97\u660e\u663e\u7684\u63d0\u5347\uff0c\u751a\u81f3\u53ef\u80fd\u4ea7\u751f\u8d1f\u9762\u5f71\u54cd\u3002\u7279\u522b\u662f\u5bf9\u4e8e\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\u7684\u5c0f\u578b\u56e2\u961f\uff0c\u5373\u4f7f\u662f\u7cbe\u5999\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u82e5\u7f3a\u4e4f\u5927\u89c4\u6a21\u7684\u8d85\u53c2\u6570\u641c\u7d22\uff0c\u4e5f\u96be\u4ee5\u53d6\u5f97\u9884\u671f\u7684\u6548\u679c\u3002<\/section>\n<section><\/section>\n<section>D-FINE \u7684\u51fa\u73b0\uff0c\u4e3a\u76ee\u6807\u68c0\u6d4b\u5e26\u6765\u4e86\u5168\u65b0\u7684\u601d\u8def\u3002\u901a\u8fc7\u5f15\u5165 FDR \u548c GO-LSD\uff0cD-FINE \u91cd\u65b0\u5b9a\u4e49\u4e86\u76ee\u6807\u68c0\u6d4b\u4e2d\u7684\u8fb9\u754c\u6846\u56de\u5f52\u4efb\u52a1\u3002\u8fd9\u79cd\u521b\u65b0\u6709\u671b\u7a81\u7834\u5f53\u524d\u7684\u74f6\u9888\uff0c\u4e3a\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u9886\u57df\u63d0\u4f9b\u65b0\u7684\u53d1\u5c55\u65b9\u5411\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-29-2\" target=\"_blank\">\u8d85\u8d8aYOLOv10\/11\u3001RT-DETRv2\/3\uff01\u4e2d\u79d1\u5927D-FINE\u91cd\u65b0\u5b9a\u4e49\u8fb9\u754c\u6846\u56de\u5f52\u4efb\u52a1<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8d85\u8d8aYOLOv10\/1 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[68],"class_list":["post-36407","post","type-post","status-publish","format-standard","hentry","category-news","tag-68"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u8d85\u8d8aYOLOv10\/11\u3001RT-DETRv2\/3\uff01\u4e2d\u79d1\u5927D-FINE\u91cd\u65b0\u5b9a\u4e49\u8fb9\u754c\u6846\u56de\u5f52\u4efb\u52a1 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=36407\" \/>\n<script type=\"application\/ld+json\" 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