{"id":36415,"date":"2026-01-10T17:09:19","date_gmt":"2026-01-10T09:09:19","guid":{"rendered":"http:\/\/192.168.10.115\/?p=36415"},"modified":"2026-01-10T17:33:48","modified_gmt":"2026-01-10T09:33:48","slug":"__trashed","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2026\/01\/10\/36415\/","title":{"rendered":"2026-01-10 YOLO-Master\u5f00\u6e90\uff1a\u5f15\u5165MOE\uff0c\u8ba9\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u66f4\u51c6\u4e5f\u66f4\u5feb"},"content":{"rendered":"\n<p>\u539f\u6587\u8fde\u63a5\uff1a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/1992526098139992212\">https:\/\/zhuanlan.zhihu.com\/p\/1992526098139992212<\/a><span id=\"content\"><\/span><span id=\"content\"><\/span><span id=\"content\"><\/span><\/p>\n\n\n\n<p>\u8fd9\u662fYOLO\u7cfb\u5217\u7684\u6700\u65b0\u5de5\u4f5c\uff0c\u6765\u81ea\u817e\u8baf\u4f18\u56fe\u5b9e\u9a8c\u5ba4\u3001\u65b0\u52a0\u5761\u7ba1\u7406\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3a <strong>YOLO-Master<\/strong> \u7684\u65b0\u6846\u67b6\u3002<\/p>\n\n\n\n<p>\u8fd9\u540d\u5b57\u542c\u8d77\u6765\u5c31\u633a\u9738\u6c14\u7684\uff0c\u800c\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u4e5f\u786e\u5b9e\u591f\u201cMaster\uff08\u5927\u5e08\uff09\u201d\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5b83\u4e0d\u518d\u50cf\u4f20\u7edf\u7684YOLO\u90a3\u6837\uff0c\u5bf9\u6240\u6709\u56fe\u7247\u90fd\u201c\u4e00\u89c6\u540c\u4ec1\u201d\u5730\u8fdb\u884c\u5bc6\u96c6\u8ba1\u7b97\uff0c\u800c\u662f\u5f15\u5165\u4e86\u6700\u8fd1\u5728AIGC\u9886\u57df\u5927\u706b\u7684 <strong><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=268718614&amp;content_type=Article&amp;match_order=1&amp;q=%E6%B7%B7%E5%90%88%E4%B8%93%E5%AE%B6&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u6df7\u5408\u4e13\u5bb6<\/a><\/strong><strong>\uff08<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=268718614&amp;content_type=Article&amp;match_order=1&amp;q=Mixture-of-Experts&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">Mixture-of-Experts<\/a><\/strong><\/p>\n\n\n\n<p><strong>, MOE\uff09<\/strong> \u601d\u60f3\uff0c\u8ba9\u6a21\u578b\u5b66\u4f1a\u4e86\u201c\u770b\u83dc\u4e0b\u789f\u201d\uff1a\u9047\u5230\u7b80\u5355\u7684\u573a\u666f\u5c31\u5c11\u7528\u70b9\u529b\uff0c\u9047\u5230\u590d\u6742\u7684\u573a\u666f\u5c31\u6d3e\u66f4\u591a\u7684\u201c\u4e13\u5bb6\u201d\u4e0a\u573a\uff0c\u5b9e\u73b0\u4e86\u8ba1\u7b97\u8d44\u6e90\u7684\u52a8\u6001\u5206\u914d\u3002\u8fd9\u79cd\u5b9e\u4f8b\u7ea7\u7684\u81ea\u9002\u5e94\u8ba1\u7b97\uff0c\u4e0d\u4ec5\u51cf\u5c11\u4e86\u5197\u4f59\uff0c\u8fd8\u5728\u5173\u952e\u65f6\u523b\uff08\u6bd4\u5982\u590d\u6742\u573a\u666f\uff09\u63d0\u4f9b\u4e86\u66f4\u5f3a\u7684\u8868\u5f81\u80fd\u529b\u3002\u6700\u7ec8\uff0cYOLO-Master\u5728\u7cbe\u5ea6\u548c\u901f\u5ea6\u4e0a\u90fd\u53d6\u5f97\u4e86\u975e\u5e38\u4eae\u773c\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic4.zhimg.com\/v2-b66d3d1a88fd414e0bfd29a0919372e1_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bba\u6587\u6807\u9898<\/strong>: YOLO-Master: MOE-Accelerated with Specialized Transformers for Enhanced Real-time Detection<br><\/li>\n\n\n\n<li><strong>\u673a\u6784<\/strong>: \u817e\u8baf\u4f18\u56fe\u5b9e\u9a8c\u5ba4, \u65b0\u52a0\u5761\u7ba1\u7406\u5927\u5b66<br><\/li>\n\n\n\n<li><strong>\u8bba\u6587\u5730\u5740<\/strong>: <a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/arxiv.org\/abs\/2512.23273\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2512.23273<\/a><br><\/li>\n\n\n\n<li><strong>\u4ee3\u7801\u4ed3\u5e93<\/strong>: <a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/github.com\/isLinXu\/YOLO-Master\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/isLinXu\/YOLO-Master<\/a><br><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1992526098139992212_0\">\u80cc\u666f\uff1a\u9759\u6001\u8ba1\u7b97\u7684\u74f6\u9888<\/h2>\n\n\n\n<p>\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\uff08Real-Time Object Detection, RTOD\uff09\u9886\u57df\uff0c\u4ee5YOLO\u4e3a\u4ee3\u8868\u7684\u67b6\u6784\u4e00\u76f4\u662f\u901f\u5ea6\u4e0e\u7cbe\u5ea6\u6743\u8861\u7684\u5178\u8303\u3002\u4eceYOLOv1\u5230\u5982\u4eca\u5c42\u51fa\u4e0d\u7a77\u7684\u5404\u79cd\u53d8\u4f53\uff0c\u5b83\u4eec\u5927\u591a\u9075\u5faa\u4e00\u4e2a\u5171\u540c\u7684\u8303\u5f0f\uff1a<strong>\u9759\u6001\u5bc6\u96c6\u8ba1\u7b97<\/strong>\u3002<\/p>\n\n\n\n<p>\u8fd9\u610f\u5473\u7740\uff0c\u65e0\u8bba\u8f93\u5165\u662f\u4e00\u5f20\u7a7a\u65e0\u4e00\u7269\u7684\u767d\u7eb8\uff0c\u8fd8\u662f\u4e00\u5f20\u5e03\u6ee1\u884c\u4eba\u548c\u8f66\u8f86\u7684\u7e41\u534e\u8857\u666f\uff0c\u6a21\u578b\u90fd\u4f1a\u8c03\u7528\u540c\u6837\u89c4\u6a21\u7684\u8ba1\u7b97\u8d44\u6e90\u6765\u5904\u7406\u3002\u8fd9\u79cd\u201c\u4e00\u5200\u5207\u201d\u7684\u65b9\u5f0f\u5b58\u5728\u660e\u663e\u7684\u5f0a\u7aef\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8d44\u6e90\u6d6a\u8d39<\/strong>\uff1a\u5728\u5904\u7406\u7b80\u5355\u3001\u80cc\u666f\u5e72\u51c0\u7684\u56fe\u50cf\u65f6\uff0c\u5927\u91cf\u8ba1\u7b97\u5355\u5143\u88ab\u201c\u7a7a\u8f6c\u201d\uff0c\u9020\u6210\u4e86\u4e0d\u5fc5\u8981\u7684\u7b97\u529b\u6d88\u8017\u548c\u5ef6\u8fdf\u3002<br><\/li>\n\n\n\n<li><strong>\u6027\u80fd\u74f6\u9888<\/strong>\uff1a\u5728\u5904\u7406\u5305\u542b\u5927\u91cf\u5c0f\u76ee\u6807\u3001\u906e\u6321\u4e25\u91cd\u7684\u590d\u6742\u56fe\u50cf\u65f6\uff0c\u56fa\u5b9a\u7684\u8ba1\u7b97\u5bb9\u91cf\u53c8\u53ef\u80fd\u201c\u529b\u4e0d\u4ece\u5fc3\u201d\uff0c\u5bfc\u81f4\u68c0\u6d4b\u6027\u80fd\u4e0b\u964d\u3002<br><\/li>\n<\/ul>\n\n\n\n<p>\u6b63\u662f\u4e3a\u4e86\u6253\u7834\u8fd9\u79cd\u4e0d\u5339\u914d\uff0c\u7814\u7a76\u8005\u4eec\u5f00\u59cb\u63a2\u7d22 <strong>\u52a8\u6001\u8ba1\u7b97<\/strong> \u7684\u53ef\u80fd\u6027\uff0c\u5373\u8ba9\u6a21\u578b\u80fd\u591f\u6839\u636e\u8f93\u5165\u5b9e\u4f8b\u7684\u590d\u6742\u5ea6\uff0c\u81ea\u9002\u5e94\u5730\u8c03\u6574\u5176\u8ba1\u7b97\u8def\u5f84\u6216\u6df1\u5ea6\u3002YOLO-Master\u6b63\u662f\u8fd9\u4e00\u63a2\u7d22\u65b9\u5411\u4e0a\u7684\u6700\u65b0\u6210\u679c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1992526098139992212_1\">\u65b9\u6cd5\uff1aYOLO-Master \u7684\u52a8\u6001\u8ba1\u7b97\u4e4b\u9053<\/h2>\n\n\n\n<p>YOLO-Master\u7684\u6574\u4f53\u6846\u67b6\u4f9d\u7136\u662f\u6211\u4eec\u719f\u6089\u7684YOLO-like\u7ed3\u6784\uff0c\u5305\u542b\u4e3b\u5e72\u7f51\u7edc\uff08Backbone\uff09\u3001\u9888\u90e8\uff08Neck\uff09\u548c\u68c0\u6d4b\u5934\uff08Head\uff09\u3002\u5b83\u7684\u9769\u547d\u6027\u521b\u65b0\uff0c\u5728\u4e8e\u5c06\u4e00\u4e2a\u540d\u4e3a <strong>\u9ad8\u6548\u7a00\u758f\u6df7\u5408\u4e13\u5bb6\uff08Efficient Sparse Mixture-of-Experts, <a href=\"https:\/\/zhida.zhihu.com\/search?content_id=268718614&amp;content_type=Article&amp;match_order=1&amp;q=ES-MoE&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">ES-MoE<\/a><\/strong><\/p>\n\n\n\n<p><strong>\uff09<\/strong> \u7684\u6a21\u5757\u5de7\u5999\u5730\u878d\u5165\u4e86\u4e3b\u5e72\u548c\u9888\u90e8\u7f51\u7edc\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/v2-94e5e09d4a33c3944c186453bb3cc1eb_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4e0a\u56fe\u6e05\u6670\u5730\u5c55\u793a\u4e86YOLO-Master\u7684\u67b6\u6784\u3002\u5f53\u7279\u5f81\u56fe\u6d41\u7ecf\u7f51\u7edc\u65f6\uff0cES-MoE\u6a21\u5757\u4f1a\u50cf\u4e00\u4e2a\u667a\u80fd\u7684\u201c\u8c03\u5ea6\u4e2d\u5fc3\u201d\uff0c\u51b3\u5b9a\u6fc0\u6d3b\u54ea\u4e9b\u201c\u4e13\u5bb6\u201d\u6765\u5904\u7406\u8fd9\u4e9b\u7279\u5f81\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_1992526098139992212_2\">\u6838\u5fc3\u6a21\u5757\uff1aES-MoE \u4e0e\u52a8\u6001\u8def\u7531<\/h3>\n\n\n\n<p>\u6bcf\u4e2aES-MoE\u6a21\u5757\u7531\u4e24\u90e8\u5206\u6784\u6210\uff1a\u4e00\u7ec4\u201c\u4e13\u5bb6\u201d\u5b50\u7f51\u7edc\u548c\u4e00\u4e2a\u201c<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=268718614&amp;content_type=Article&amp;match_order=1&amp;q=%E5%8A%A8%E6%80%81%E8%B7%AF%E7%94%B1%E7%BD%91%E7%BB%9C&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u52a8\u6001\u8def\u7531\u7f51\u7edc<\/a><\/p>\n\n\n\n<p>\u201d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e13\u5bb6\uff08Experts\uff09<\/strong>\uff1a\u53ef\u4ee5\u7406\u89e3\u4e3a\u4e00\u4e9b\u5e76\u884c\u7684\u3001\u8f7b\u91cf\u5316\u7684\u4e13\u4e1a\u5904\u7406\u5355\u5143\uff08\u6bd4\u5982\u51e0\u4e2a\u5377\u79ef\u5c42\u6216Transformer\u5757\uff09\u3002\u8bba\u6587\u4e2d\uff0c\u4e3a\u4e86\u5728\u4fdd\u6301\u5b9e\u65f6\u6027\u7684\u540c\u65f6\u83b7\u53d6\u591a\u5c3a\u5ea6\u611f\u53d7\u91ce\uff0c\u6bcf\u4e2a\u4e13\u5bb6\u5b9e\u9645\u4e0a\u662f\u7531\u4e0d\u540c\u5377\u79ef\u6838\u5927\u5c0f\uff08\u5982 3, 5, 7&#8230;\uff09\u7684\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\uff08DWConv\uff09 \u6784\u6210\u7684\u8f7b\u91cf\u5316\u6a21\u5757\uff0c\u800c\u975e\u8ba1\u7b97\u91cf\u8f83\u5927\u7684 Transformer \u5757\u3002\u5b83\u4eec\u5404\u81ea\u5b66\u4e60\uff0c\u9010\u6e10\u5f62\u6210\u5bf9\u4e0d\u540c\u7c7b\u578b\u7279\u5f81\u7684\u201c\u4e13\u957f\u201d\u3002<br><\/li>\n\n\n\n<li><strong>\u52a8\u6001\u8def\u7531\u7f51\u7edc\uff08Dynamic Routing Network\uff09<\/strong>\uff1a\u8fd9\u662fES-MoE\u7684\u201c\u5927\u8111\u201d\u3002\u5b83\u8d1f\u8d23\u68c0\u67e5\u8f93\u5165\u7684\u7279\u5f81\u56fe\uff0c\u7136\u540e\u751f\u6210\u4e00\u7ec4\u6743\u91cd\uff0c\u51b3\u5b9a\u5c06\u201c\u4efb\u52a1\u201d\u5206\u914d\u7ed9\u54ea\u4e9b\u4e13\u5bb6\uff0c\u4ee5\u53ca\u6bcf\u4e2a\u88ab\u9009\u4e2d\u4e13\u5bb6\u7684\u201c\u53d1\u8a00\u6743\u201d\u6709\u591a\u5927\u3002<br><\/li>\n<\/ul>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u6548\u7387\u548c\u6027\u80fd\u7684\u5e73\u8861\uff0cYOLO-Master\u7684\u8def\u7531\u7b56\u7565\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u9636\u6bb5\u662f\u4e0d\u540c\u7684\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8bad\u7ec3\u9636\u6bb5 (Soft Top-K)<\/strong> \uff1a\u8def\u7531\u7f51\u7edc\u4f1a\u8ba1\u7b97\u51fa\u6240\u6709\u4e13\u5bb6\u7684\u6982\u7387\u5206\u5e03\uff0c\u7136\u540e\u9009\u62e9\u6982\u7387\u6700\u9ad8\u7684K\u4e2a\u4e13\u5bb6\u3002\u8fd9K\u4e2a\u4e13\u5bb6\u7684\u8f93\u51fa\u4f1a\u6839\u636e\u5b83\u4eec\u7684\u6982\u7387\u8fdb\u884c<strong>\u52a0\u6743\u6c42\u548c<\/strong>\u3002\u8fd9\u6837\u505a\u7684\u597d\u5904\u662f\uff0c\u6574\u4e2a\u8fc7\u7a0b\u662f\u53ef\u5fae\u7684\uff0c\u68af\u5ea6\u53ef\u4ee5\u5e73\u6ed1\u5730\u56de\u4f20\u7ed9\u6240\u6709\u88ab\u9009\u4e2d\u7684\u4e13\u5bb6\uff0c\u8ba9\u5b83\u4eec\u90fd\u80fd\u5f97\u5230\u6709\u6548\u8bad\u7ec3\u3002<br><\/li>\n\n\n\n<li><strong>\u63a8\u7406\u9636\u6bb5 (Hard Top-K)<\/strong> \uff1a\u4e3a\u4e86\u8ffd\u6c42\u6781\u81f4\u7684\u901f\u5ea6\uff0c\u8def\u7531\u7b56\u7565\u53d8\u5f97\u66f4\u52a0\u201c\u679c\u65ad\u201d\u3002\u6a21\u578b\u4f1a\u6267\u884c Hard Top-K \u7b56\u7565\uff0c\u4ec5\u8ba1\u7b97\u9009\u4e2d\u7684 K \u4e2a\u4e13\u5bb6\u3002\u8fd9\u4e9b\u4e13\u5bb6\u7684\u8f93\u51fa\u4f1a\u6839\u636e\u8def\u7531\u7f51\u7edc\u751f\u6210\u7684\u6982\u7387\uff08\u91cd\u65b0\u5f52\u4e00\u5316\u540e\uff09\u8fdb\u884c\u52a0\u6743\u805a\u5408\uff08Weighted Aggregation\uff09\u3002\u8fd9\u5c31\u5b9e\u73b0\u4e86\u6240\u8c13\u7684\u201c\u7a00\u758f\u6fc0\u6d3b\u201d\uff0c\u867d\u7136\u6a21\u578b\u603b\u53c2\u6570\u91cf\u56e0\u4e3a\u591a\u4e2a\u4e13\u5bb6\u7684\u5b58\u5728\u800c\u589e\u52a0\u4e86\uff0c\u4f46\u5355\u6b21\u524d\u5411\u4f20\u64ad\u7684\u5b9e\u9645\u8ba1\u7b97\u91cf\uff08FLOPs\uff09\u5374\u5f97\u5230\u4e86\u6709\u6548\u63a7\u5236\uff0c\u751a\u81f3\u53ef\u80fd\u66f4\u4f4e\u3002<br><\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_1992526098139992212_3\">\u8bad\u7ec3\u76ee\u6807\uff1a\u9f13\u52b1\u201c\u672f\u4e1a\u6709\u4e13\u653b\u201d<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"660\" height=\"375\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2026\/01\/011001-2.png\" alt=\"\" class=\"wp-image-36422\" style=\"width:890px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/01\/011001-2.png 660w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/01\/011001-2-300x170.png 300w\" sizes=\"(max-width: 660px) 100vw, 660px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1992526098139992212_4\">\u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/h2>\n\n\n\n<p>YOLO-Master\u7684\u6027\u80fd\u8868\u73b0\u76f8\u5f53\u51fa\u8272\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_1992526098139992212_5\">\u4e0eSOTA\u6a21\u578b\u7684\u6027\u80fd\u5bf9\u6bd4<\/h3>\n\n\n\n<p>\u9996\u5148\u6765\u770b\u6700\u91cd\u8981\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=268718614&amp;content_type=Article&amp;match_order=1&amp;q=COCO%E6%95%B0%E6%8D%AE%E9%9B%86&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">COCO\u6570\u636e\u96c6<\/a><\/p>\n\n\n\n<p>\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic3.zhimg.com\/v2-77232fc330609493959707559f8ab638_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4ece\u4e0a\u65b9\u7684\u5e15\u7d2f\u6258\u524d\u6cbf\u56fe\u53ef\u4ee5\u770b\u51fa\uff0c\u5728Nano\u7ea7\u522b\u7684\u6a21\u578b\u4e2d\uff0cYOLO-Master-N\u5728\u7cbe\u5ea6\u548c\u5ef6\u8fdf\u65b9\u9762\u90fd\u8fbe\u5230\u4e86\u65b0\u7684SOTA\u6c34\u51c6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic4.zhimg.com\/v2-8b0aca6c371c9b95569f8933e837ce45_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u518d\u6765\u770b\u8fd9\u5f20\u6a2a\u8de8\u4e94\u4e2a\u4e3b\u6d41\u6570\u636e\u96c6\u7684\u8be6\u7ec6\u5bf9\u6bd4\u8868\u3002YOLO-Master-N\u5728COCO\u6570\u636e\u96c6\u4e0a\u4ee5 <strong>1.62ms<\/strong> \u7684\u6781\u4f4e\u5ef6\u8fdf\uff0c\u5b9e\u73b0\u4e86 <strong>42.4% \u7684mAP<\/strong>\uff0c\u76f8\u8f83\u4e8eYOLOv13-N\uff0cmAP\u63d0\u53470.8\u4e2a\u70b9\uff0c\u901f\u5ea6\u5feb17.8%\u3002\u5728<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=268718614&amp;content_type=Article&amp;match_order=1&amp;q=VisDrone&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">VisDrone<\/a>\u3001<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=268718614&amp;content_type=Article&amp;match_order=1&amp;q=KITTI&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">KITTI<\/a><\/p>\n\n\n\n<p>\u7b49\u66f4\u5177\u6311\u6218\u6027\u7684\u573a\u666f\u4e2d\uff0c\u5b83\u7684\u4f18\u52bf\u66f4\u52a0\u660e\u663e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/v2-cc5210ce65e81152e1bda606048678a2_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5b9a\u6027\u5bf9\u6bd4\u56fe\u4e5f\u76f4\u89c2\u5730\u5c55\u793a\u4e86YOLO-Master\u5728\u590d\u6742\u548c\u5bc6\u96c6\u573a\u666f\u4e0b\u7684\u68c0\u6d4b\u80fd\u529b\uff0c\u76f8\u6bd4\u5176\u4ed6YOLO\u6a21\u578b\uff0c\u5b83\u80fd\u66f4\u51c6\u786e\u5730\u8bc6\u522b\u51fa\u88ab\u906e\u6321\u6216\u6a21\u7cca\u7684\u76ee\u6807\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_1992526098139992212_6\">\u5168\u65b9\u4f4d\u7684\u6027\u80fd\u5c55\u793a<\/h3>\n\n\n\n<p>\u5982\u4e0b\u8868\uff0c\u5728\u5c0f\u76ee\u6807\u68c0\u6d4b\u4e0a\uff0cYOLO-Master \u53d6\u5f97\u4e86\u660e\u663e\u7684\u4f18\u52bf\uff0c\u8bc1\u660e\u5176\u5c3a\u5ea6\u81ea\u9002\u5e94\u4e13\u5bb6\u5728\u6311\u6218\u573a\u666f\u53d1\u6325\u4e86\u4f18\u52bf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic3.zhimg.com\/v2-8a989450d8bdd601461fdf3989fc99b0_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u53e6\u5916\uff0cYOLO-Master\u4e0d\u4ec5\u5728\u76ee\u6807\u68c0\u6d4b\u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u7814\u7a76\u8005\u8fd8\u9a8c\u8bc1\u4e86\u5176\u5728\u5206\u7c7b\u548c\u5206\u5272\u4efb\u52a1\u4e0a\u7684\u6f5c\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-85824e77d8665af1f422a12e8cfeb85e_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p><em>\u5728ImageNet\u5206\u7c7b\u4efb\u52a1\u4e0a\uff0cYOLO-Master-cls-N\u7684Top-1\u51c6\u786e\u7387\u8fbe\u5230\u4e8676.6%\uff0c\u663e\u8457\u9ad8\u4e8e\u540c\u7ea7\u522b\u7684YOLOv11\u548cYOLOv12\u3002<\/em><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/v2-c4a08906ad9bbc8418538cb1278b0c03_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p><em>\u5728COCO\u5b9e\u4f8b\u5206\u5272\u4efb\u52a1\u4e0a\uff0cYOLO-Master-seg-N\u7684box mAP\u548cmask mAP\u4e5f\u5168\u9762\u8d85\u8d8a\u4e86\u5bf9\u624b\u3002<\/em><\/p>\n\n\n\n<p>\u5728\u5206\u7c7b\u548c\u5206\u5272\u4efb\u52a1\u4e2d\uff0c\u53d6\u5f97\u4e86\u6bd4\u68c0\u6d4b\u66f4\u52a0\u660e\u663e\u7684\u6027\u80fd\u63d0\u5347\uff0c\u8fd9\u4e9b\u7ed3\u679c\u8fdb\u4e00\u6b65\u8868\u660e\uff0cES-MoE\u4f5c\u4e3a\u4e00\u79cd\u901a\u7528\u7684\u7279\u5f81\u589e\u5f3a\u6a21\u5757\uff0c\u5176\u6709\u6548\u6027\u53ef\u4ee5\u8fc1\u79fb\u5230\u591a\u79cd\u89c6\u89c9\u4efb\u52a1\u4e2d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1992526098139992212_7\">\u4e00\u70b9\u601d\u8003<\/h2>\n\n\n\n<p>YOLO-Master\u5c06\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08MOE\uff09\u7684\u601d\u60f3\u4e0eYOLO\u67b6\u6784\u76f8\u7ed3\u5408\uff0c\u8bc1\u660e\u4e86\u52a8\u6001\u8ba1\u7b97\u5728\u5e73\u8861\u7cbe\u5ea6\u3001\u901f\u5ea6\u548c\u6548\u7387\u4e0a\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n\n\n\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u4f5c\u8005\u5df2\u7ecf\u5f00\u6e90\u4e86\u4ee3\u7801\u3002\u76ee\u524d\u5df2\u7ecf\u5f00\u653e\u4e86nano\u6a21\u578b\uff0c\u66f4\u5927\u5c3a\u5bf8\u7684\u6a21\u578b\u5728\u8bad\u7ec3\u4e2d\uff08\u7531github\u5f97\u77e5\uff09\uff0c\u53ef\u80fd\u540e\u7eed\u8bba\u6587\u4f1a\u66f4\u65b0\u3002<\/p>\n\n\n\n<p>\u5b89\u88c5\u540e\u4f60\u53ef\u4ee5\u50cf\u4ee5\u5f80\u4e00\u6837\u65e0\u75db\u8c03\u7528\u5b83\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from ultralytics import YOLO\n\nmodel = YOLO(\"yolo_master_n.pt\")\nresults = model(\"path\/to\/image.jpg\")\nresults&#91;0].show()<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u539f\u6587\u8fde\u63a5\uff1ahttps:\/\/zhuanlan.z [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,1],"tags":[],"class_list":["post-36415","post","type-post","status-publish","format-standard","hentry","category-technology-frontier","category-home"],"views":0,"_links":{"self":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/36415"}],"collection":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/comments?post=36415"}],"version-history":[{"count":4,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/36415\/revisions"}],"predecessor-version":[{"id":36423,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/36415\/revisions\/36423"}],"wp:attachment":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/media?parent=36415"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/categories?post=36415"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/tags?post=36415"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}