{"id":55531,"date":"2025-08-14T00:24:26","date_gmt":"2025-08-13T16:24:26","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/55531.html"},"modified":"2025-08-14T00:24:26","modified_gmt":"2025-08-13T16:24:26","slug":"yolov13%e5%85%a8%e7%bd%91%e7%8b%ac%e5%ae%b6%e6%b7%b1%e5%ba%a6%e4%bc%98%e5%8c%96%e4%b8%93%e6%a0%8f-%e6%ba%90%e7%a0%81%e9%ad%94%e6%94%b9%e5%ae%9e%e6%88%98%e5%85%a8%e8%a6%86%e7%9b%96","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/55531.html","title":{"rendered":"YOLOv13\u5168\u7f51\u72ec\u5bb6\u6df1\u5ea6\u4f18\u5316\u4e13\u680f\u2014\u2014\u6e90\u7801+\u9b54\u6539+\u5b9e\u6218\u5168\u8986\u76d6\uff01"},"content":{"rendered":"<p id=\"main-toc\">\u76ee\u5f55<\/p>\n<p id=\"%F0%9F%93%9A%20%E4%B8%93%E6%A0%8F%E7%BB%93%E6%9E%84%20%26%20%E5%86%85%E5%AE%B9%E4%B8%80%E8%A7%88-toc\" style=\"margin-left:40px\">&#x1f4da; \u4e13\u680f\u7ed3\u6784 &amp; \u5185\u5bb9\u4e00\u89c8<\/p>\n<p id=\"%E7%AC%AC%E4%B8%80%E9%83%A8%E5%88%86%EF%BC%9AYOLOv13%20%E6%80%A7%E8%83%BD%E8%BF%9B%E5%8C%96%E5%85%A8%E8%A7%A3%E6%9E%90-toc\" style=\"margin-left:80px\">\u7b2c\u4e00\u90e8\u5206&#xff1a;YOLOv13 \u6027\u80fd\u8fdb\u5316\u5168\u89e3\u6790<\/p>\n<p id=\"%E7%AC%AC%E4%BA%8C%E9%83%A8%E5%88%86%EF%BC%9A%E6%B3%A8%E6%84%8F%E5%8A%9B%E6%9C%BA%E5%88%B6%E6%B6%A8%E7%82%B9%E6%96%B9%E6%A1%88%E5%90%88%E9%9B%86-toc\" style=\"margin-left:80px\">\u7b2c\u4e8c\u90e8\u5206&#xff1a;\u6ce8\u610f\u529b\u673a\u5236\u6da8\u70b9\u65b9\u6848\u5408\u96c6<\/p>\n<p id=\"%E7%AC%AC%E4%B8%89%E9%83%A8%E5%88%86%EF%BC%9A%E5%8D%B7%E7%A7%AF%E6%A8%A1%E5%9D%97%E9%9D%A9%E5%91%BD%E6%80%A7%E4%BC%98%E5%8C%96-toc\" style=\"margin-left:80px\">\u7b2c\u4e09\u90e8\u5206&#xff1a;\u5377\u79ef\u6a21\u5757\u9769\u547d\u6027\u4f18\u5316<\/p>\n<p id=\"%E7%AC%AC%E5%9B%9B%E9%83%A8%E5%88%86%EF%BC%9A%E4%BB%8E%E8%AE%AD%E7%BB%83%E5%88%B0%E9%83%A8%E7%BD%B2%E7%9A%84%E5%85%A8%E6%B5%81%E7%A8%8B%E4%BC%98%E5%8C%96-toc\" style=\"margin-left:80px\">\u7b2c\u56db\u90e8\u5206&#xff1a;\u4ece\u8bad\u7ec3\u5230\u90e8\u7f72\u7684\u5168\u6d41\u7a0b\u4f18\u5316<\/p>\n<p id=\"%F0%9F%8E%81%20%E8%AE%A2%E9%98%85%E7%A6%8F%E5%88%A9-toc\" style=\"margin-left:40px\">&#x1f381; \u8ba2\u9605\u798f\u5229<\/p>\n<hr id=\"hr-toc\" \/>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"714\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813162425-689cbc392f245.png\" width=\"555\" \/><\/p>\n<p>&#x1f525; \u9002\u5408\u4eba\u7fa4<\/p>\n<ul>\n<li>\n<p>\u60f3\u5feb\u901f\u5165\u95e8 YOLOv13 \u7684 \u8ba1\u7b97\u673a\u89c6\u89c9\u521d\u5b66\u8005<\/p>\n<\/li>\n<li>\n<p>\u6b63\u5728\u505a\u9879\u76ee\u3001\u9700\u8981\u4f18\u5316\u68c0\u6d4b\u6027\u80fd\u7684 \u7b97\u6cd5\u5de5\u7a0b\u5e08<\/p>\n<\/li>\n<li>\n<p>\u8ffd\u6c42\u6da8\u70b9\u795e\u5668\u4e0e SOTA \u6a21\u5757\u7684 \u79d1\u7814\u4eba\u5458 &amp; \u6bd4\u8d5b\u9009\u624b<\/p>\n<\/li>\n<li>\n<p>\u60f3\u5728\u5de5\u4e1a\/\u65e0\u4eba\u673a\/\u81ea\u52a8\u9a7e\u9a76\u7b49\u573a\u666f\u90e8\u7f72\u8f7b\u91cf\u9ad8\u6548\u68c0\u6d4b\u7684 \u5b9e\u6218\u5f00\u53d1\u8005<\/p>\n<\/li>\n<\/ul>\n<p>&#x1f48e; \u4e13\u680f\u8d28\u91cf &amp; \u6838\u5fc3\u4ef7\u503c \u2705 \u4ef7\u683c\u5b9e\u60e0\u2014\u2014\u540c\u7c7b\u6df1\u5ea6\u4f18\u5316\u8bfe\u7a0b\u4ef7\u683c\u7684 1\/5 \u2705 \u5185\u5bb9\u9f50\u5168\u2014\u2014\u67b6\u6784\u4f18\u5316\u3001\u6ce8\u610f\u529b\u673a\u5236\u3001\u5377\u79ef\u6539\u8fdb\u3001\u90e8\u7f72\u5168\u6d41\u7a0b \u2705 \u6301\u7eed\u66f4\u65b0\u2014\u2014\u8986\u76d6\u6700\u65b0 YOLOv13 &#043; CVPR\/ICCV \u9876\u4f1a\u8bba\u6587\u6539\u8fdb\u6a21\u5757 \u2705 \u6e90\u7801\u76f4\u8fbe\u2014\u2014\u9644\u5e26\u53ef\u76f4\u63a5\u590d\u73b0\u7684\u8bad\u7ec3\/\u63a8\u7406\/\u90e8\u7f72\u4ee3\u7801 \u2705 \u5168\u7f51\u6700\u65b0\u2014\u2014\u6a21\u5757\u4e0e\u4f18\u5316\u65b9\u6848\u9996\u53d1&#xff0c;\u7ad9\u5185\u72ec\u5bb6<\/p>\n<hr \/>\n<h3 id=\"%F0%9F%93%9A%20%E4%B8%93%E6%A0%8F%E7%BB%93%E6%9E%84%20%26%20%E5%86%85%E5%AE%B9%E4%B8%80%E8%A7%88\">&#x1f4da; \u4e13\u680f\u7ed3\u6784 &amp; \u5185\u5bb9\u4e00\u89c8<\/h3>\n<h4 id=\"%E7%AC%AC%E4%B8%80%E9%83%A8%E5%88%86%EF%BC%9AYOLOv13%20%E6%80%A7%E8%83%BD%E8%BF%9B%E5%8C%96%E5%85%A8%E8%A7%A3%E6%9E%90\">\u7b2c\u4e00\u90e8\u5206&#xff1a;YOLOv13 \u6027\u80fd\u8fdb\u5316\u5168\u89e3\u6790<\/h4>\n<p>\u6587\u7ae0\u6e05\u5355<\/p>\n<ul>\n<li>\n<p>YOLOv13\u521b\u65b0\u70b9\u8be6\u89e3&#xff08;HyperACE &#043; FullPAD &#043; DSConv&#xff09;<\/p>\n<\/li>\n<li>\n<p>YOLO\u7cfb\u5217\u7efc\u8ff01~13&#xff1a;\u6a21\u578b\u4f18\u5316\u4e0e\u65b0\u6a21\u5757\u6dfb\u52a0\u5b9e\u6218<\/p>\n<\/li>\n<li>\n<p>YOLOv13\u67b6\u6784\u5256\u6790\u4e0e\u6027\u80fd\u5bf9\u6bd4\u5b9e\u6d4b<\/p>\n<\/li>\n<\/ul>\n<p>\u00a0\u00a0\u8bf7\u9605\u8bfb\u4ee5\u4e0b\u5185\u5bb9&#xff1a;<\/p>\n<p><span>YOLOv13\u521b\u65b0\u70b9\u8be6\u89e3\u4ecb\u7ecd&#xff0c;HyperACE&#043;FullPAD&#043;DSConv\u5168\u7f51\u72ec\u5bb6\u4e13\u680f&#xff0c;YOLOv13\u6e90\u7801\u4ecb\u7ecd_\u6597\u7834ai\u5267\u672c-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLO\u7cfb\u5217\u7efc\u8ff01~13&#xff1a;\u5982\u4f55\u4f18\u5316\u6a21\u578b\u4e0e\u6dfb\u52a0\u65b0\u7684\u6a21\u5757&#xff0c;\u5168\u7f51\u72ec\u5bb6&#xff01;-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u67b6\u6784\u4ecb\u7ecd&#xff0c;\u5168\u7f51\u72ec\u5bb6&#xff01;-CSDN\u535a\u5ba2<\/span><\/p>\n<hr \/>\n<h4 id=\"%E7%AC%AC%E4%BA%8C%E9%83%A8%E5%88%86%EF%BC%9A%E6%B3%A8%E6%84%8F%E5%8A%9B%E6%9C%BA%E5%88%B6%E6%B6%A8%E7%82%B9%E6%96%B9%E6%A1%88%E5%90%88%E9%9B%86\">\u7b2c\u4e8c\u90e8\u5206&#xff1a;\u6ce8\u610f\u529b\u673a\u5236\u6da8\u70b9\u65b9\u6848\u5408\u96c6<\/h4>\n<p>\u6587\u7ae0\u6e05\u5355<\/p>\n<ul>\n<li>\n<p>PPA&#043;ECA\u53cc\u6a21\u5757\u534f\u540c&#xff1a;\u8f7b\u91cf\u8bbe\u5907 mAP&#043;3.56%\u2191<\/p>\n<\/li>\n<li>\n<p>DRB\u6a21\u5757&#xff1a;\u590d\u6742\u80cc\u666f\u6da8\u70b9\u795e\u5668 mAP&#043;12.33%\u2191<\/p>\n<\/li>\n<li>\n<p>RVB\u6a21\u5757&#xff1a;\u5de5\u4e1a\u5c0f\u76ee\u6807\u4f18\u5316 mAP&#043;5.78%\u2191<\/p>\n<\/li>\n<li>\n<p>OD_Attention&#043;ODConv&#xff1a;\u5b9e\u65f6\u89c6\u9891\u5206\u6790\u63d0\u5347 8.66%\u2191<\/p>\n<\/li>\n<li>\n<p>MLCA\u6ce8\u610f\u529b\u673a\u5236&#xff1a;CVPR2024\u52a8\u6001\u591a\u7ef4\u534f\u540c\u6ee4\u6ce2 mAP&#043;12.11%\u2191<\/p>\n<\/li>\n<li>\n<p>Strip_Attention &amp; StripMlp&#xff1a;\u7279\u5f81\u6761\u5e26\u5316\u589e\u5f3a mAP&#043;8.96%\u2191<\/p>\n<\/li>\n<li>\n<p>UniRepLKNetBlock &#043; SE\u6ce8\u610f\u529b&#xff1a;\u6307\u6807\u5168\u9762\u63d0\u5347 16.1<\/p>\n<\/li>\n<\/ul>\n<p>\u00a0\u00a0\u8bf7\u9605\u8bfb\u672c\u4e13\u680f&#xff1a;<\/p>\n<p><span>YOLOv13 \u6dfb\u52a0\u6ce8\u610f\u529b\u673a\u5236\u7684\u5c0f\u6280\u5de7\u4e0e\u4f18\u5316\u7b56\u7565-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u5c0f\u767d\u6559\u7a0b&#xff01;PPA&#043;ECA\u53cc\u6a21\u5757\u534f\u540c&#xff0c;mAP50\u98d9\u53473.56%\u2191&#xff0c;\u53ec\u56de\u7387\u66b4\u6da86.56%\u2191\u2014\u2014\u8f7b\u91cf\u68c0\u6d4b\u65b0\u6807\u6746-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6dfb\u52a0DRB\u6a21\u5757map\u66b4\u6da812.33&#xff01;\u51c6\u786e\u7387\u63d0\u53478.56&#xff01;\u53ec\u56de\u7387\u63d0\u534715.66-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6dfb\u52a0RVB\u6a21\u5757&#xff0c;\u878d\u5408EMA\u548cRepVGGDW&#xff0c;map\u63d0\u53475.78&#xff0c;\u51c6\u786e\u7387\u63d0\u53471.25\u4e2a\u70b9&#xff01;\u8bba\u6587\u6da8\u70b9\u6a21\u5757-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6559\u7a0b \u66ff\u6362SFA\u6a21\u5757&#xff0c;map50\u63d0\u53471.3\u4e2a\u70b9&#xff0c;\u53ec\u56de\u7387\u63d0\u63d0\u5347\u663e\u8457&#xff01;&#xff01;\u8bba\u6587\u8f7b\u91cf\u6da8\u70b9-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>\u8d85\u8d8aTransformer&#xff01;YOLOv13&#043;SFSConv\u4ee511.45% mAP\u4f18\u52bf\u9886\u8dd1\u5b9e\u65f6\u68c0\u6d4b-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u9769\u547d\u6027\u5347\u7ea7&#xff01;OD_Attention&#043;ODConv\u53cc\u5f15\u64ce\u9a71\u52a8&#xff0c;mAP\u98d9\u53478.66%\u2191&#xff0c;\u51c6\u786e\u7387\u518d\u65003.44%\u2191\u2014\u2014\u76ee\u6807\u68c0\u6d4b\u65b0\u6807\u6746-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13&#043;MSM\u6a21\u5757&#xff1a;\u591a\u5c3a\u5ea6\u7279\u5f81\u878d\u5408&#043;\u52a8\u6001\u611f\u53d7\u91ce\u4f18\u5316&#xff0c;mAP\u63d0\u53474.67%&#xff0c;\u53ec\u56de\u7387\u66b4\u6da810.44%&#xff0c;\u76ee\u6807\u68c0\u6d4bSOTA\u65b0\u7a81\u7834-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6539\u8fdb&#xff0c;\u6dfb\u52a0SFHF&#xff0c;\u878d\u5408\u5085\u91cc\u53f6\u53d8\u6362\u6a21\u578b\u63d0\u53d6\u9891\u57df\u7279\u5f81&#xff0c;map\u63d0\u53477.66&#xff0c;\u51c6\u786e\u7387\u63d0\u53479.11-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6dfb\u52a0\u8f7b\u91cf\u5316\u7684EMA\u6a21\u5757Faster_EMA&#xff0c;\u8f7b\u91cf\u53c8\u6da8\u70b9&#xff01;map50\u63d0\u53474.56\u4e2a\u70b9&#xff0c;\u53ec\u56de\u7387\u63d0\u53479.66&#xff01;-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>\u76ee\u6807\u68c0\u6d4b\u65b0\u65f6\u4ee3&#xff01;YOLOv13&#043;VSS\u521b6.45% mAP\u5386\u53f2\u7a81\u7834&#xff0c;\u53ec\u56de\u73878.23%\u2191&#xff08;\u8bba\u6587&#043;\u4ee3\u7801\u5df2\u5f00\u6e90&#xff09;-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6dfb\u52a0Strip\u6a21\u5757&#xff0c;\u91c7\u7528\u6761\u72b6\u6ce8\u610f\u529b&#xff08;Strip_Attention&#xff09;\u548c\u591a\u5c42\u611f\u77e5\u673a&#xff08;StripMlp&#xff09;map\u63d0\u53478.96&#xff0c;\u51c6\u786e\u7387\u63d0\u53476.33-CSDN\u535a\u5ba2<\/span><\/p>\n<ul><\/ul>\n<p><span>YOLOv13\u6dfb\u52a0iRMB\u6a21\u5757&#xff0c;\u6dfb\u52a0SEAttention\u6ce8\u610f\u529b\u673a\u5236&#xff0c;map50\u63d0\u53474.424\u4e2a\u70b9&#xff0c;map50-95\u63d0\u53478.45\u4e2a\u70b9&#xff01;YOLOv13\u8bba\u6587\u6da8\u70b9\u6a21\u5757-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>\u9b54\u6539YOLOv13&#xff0c;\u6dfb\u52a0UniRepLKNetBlock&#xff0c;\u878d\u5408SE\u6ce8\u610f\u529b\u673a\u5236&#xff0c;map\u6307\u6807\u63d0\u534716.1&#xff0c;\u51c6\u786e\u7387\u63d0\u53476.55&#xff0c;\u53ec\u56de\u7387\u63d0\u534711.4-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6dfb\u52a0\u8f7b\u91cf\u5316\u7684EMA\u6a21\u5757Faster_EMA&#xff0c;\u8f7b\u91cf\u53c8\u6da8\u70b9&#xff01;map50\u63d0\u53474.56\u4e2a\u70b9&#xff0c;\u53ec\u56de\u7387\u63d0\u53479.66&#xff01;-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u9769\u547d\u6027\u5347\u7ea7&#xff01;OD_Attention&#043;ODConv\u53cc\u5f15\u64ce\u9a71\u52a8&#xff0c;mAP\u98d9\u53478.66%\u2191&#xff0c;\u51c6\u786e\u7387\u518d\u65003.44%\u2191\u2014\u2014\u76ee\u6807\u68c0\u6d4b\u65b0\u6807\u6746-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>\u8d85\u8d8aTransformer&#xff01;YOLOv13&#043;SFSConv\u4ee511.45% mAP\u4f18\u52bf\u9886\u8dd1\u5b9e\u65f6\u68c0\u6d4b-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>\u3010CVPR2024 Oral\u3011YOLOv13\u8de8\u65f6\u4ee3\u5347\u7ea7&#xff01;MLCA\u6ce8\u610f\u529b\u673a\u5236\u89e3\u8bfb&#xff1a;mAP 12.11%\u2191\u7684\u80cc\u540e\u662f\u52a8\u6001\u591a\u7ef4\u5ea6\u534f\u540c\u6ee4\u6ce2-CSDN\u535a\u5ba2<\/span><\/p>\n<\/p>\n<hr \/>\n<h4 id=\"%E7%AC%AC%E4%B8%89%E9%83%A8%E5%88%86%EF%BC%9A%E5%8D%B7%E7%A7%AF%E6%A8%A1%E5%9D%97%E9%9D%A9%E5%91%BD%E6%80%A7%E4%BC%98%E5%8C%96\">\u7b2c\u4e09\u90e8\u5206&#xff1a;\u5377\u79ef\u6a21\u5757\u9769\u547d\u6027\u4f18\u5316<\/h4>\n<p>\u6587\u7ae0\u6e05\u5355<\/p>\n<ul>\n<li>\n<p>AKConv \u53ef\u53d8\u5f62\u5377\u79ef&#xff1a;mAP&#043;3.23%<\/p>\n<\/li>\n<li>\n<p>WTConv \u52a8\u6001\u611f\u53d7\u91ce&#xff1a;mAP50-95 \u63d0\u5347 7.88%<\/p>\n<\/li>\n<li>\n<p>MSM \u6a21\u5757\u591a\u5c3a\u5ea6\u7279\u5f81\u878d\u5408&#xff1a;\u53ec\u56de\u7387\u66b4\u6da8 10.44%<\/p>\n<\/li>\n<li>\n<p>OREPA \u5377\u79ef\u4f18\u5316&#xff1a;\u5c0f\u76ee\u6807\u68c0\u6d4b mAP&#043;11.87%<\/p>\n<\/li>\n<li>\n<p>DBB \u6a21\u5757&#xff1a;mAP \u98d9\u5347 14.33%\u2191<\/p>\n<\/li>\n<li>\n<p>GSConv &amp; ScConv&#xff1a;\u8f7b\u91cf\u5316\u53c8\u6da8\u70b9<\/p>\n<\/li>\n<li>\n<p>SMPCGLU\u3001StripCGLU \u7b49\u8bba\u6587\u7ea7\u6da8\u70b9\u6a21\u5757<\/p>\n<\/li>\n<\/ul>\n<p><span>YOLOv13\u5b89\u88c5\u4fdd\u59c6\u7ea7\u6559\u7a0b \u624b\u628a\u624b\u6559\u4f60\u6dfb\u52a0RCB\u5377\u79ef\u6a21\u5757 \u8f7b\u91cf\u53c8\u6da8\u70b9-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u5b89\u88c5\u6559\u7a0b \u624b\u628a\u624b\u6559\u4f60\u878d\u5408\u7a7a\u95f4\u6ce8\u610f\u529b\u673a\u5236&#xff08;SAB&#xff09;\u7684RAB\u5377\u79ef\u6a21\u5757 \u81ea\u52a8\u201c\u805a\u7126\u201d\u91cd\u8981\u7684\u7279\u5f81 map\u6307\u6807\u63d0\u53478.96&#xff0c;\u51c6\u786e\u7387\u63d0\u53473.56-CSDN\u535a\u5ba2<\/span>\u200b<\/p>\n<p><span>YOLOv13\u4f18\u5316&#xff1a;PoolingFormerCGLU\u6a21\u5757 MetaFormer \u6846\u67b6 &#043; \u6c60\u5316\u6df7\u5408\u5668 \u624b\u628a\u624b\u6559\u4f60\u81ea\u6ce8\u610f\u529b-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u878d\u5408PoolingFormer\u6a21\u5757 \u51e0\u4e4e\u4e0d\u5f71\u54cd\u8ba1\u7b97\u91cf \u4f18\u5316pool\u5c42 \u5b9e\u73b0\u975e\u53c2\u6570\u7684\u7a7a\u95f4 pooling \u64cd\u4f5c-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6559\u7a0b&#xff1a;\u624b\u628a\u624b\u6559\u4f60CSP_MutilScaleEdgeInformationSelect\u6a21\u5757 \u901a\u8fc7DSM \u5728\u7a7a\u95f4\u4e0e\u5c40\u90e8\u5bf9\u6bd4\u57df\u4e0a\u505a\u81ea\u9002\u5e94\u9009\u62e9-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u589e\u5f3a\u5c0f\u76ee\u6807\u8bc6\u522b\u6dfb\u52a0CSP_MutilScaleEdgeInformationEnhance\u6a21\u5757 \u591a\u5c3a\u5ea6\u8fb9\u7f18\u4fe1\u606f\u589e\u5f3a-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u4f18\u5316\u7b97\u5b50 MSBlock\u591a\u5c3a\u5ea6\u7a7a\u95f4\u5efa\u6a21 \u6355\u6349\u4e0d\u540c\u611f\u53d7\u91ce\u7684\u5c40\u90e8\u7279\u5f81 \u6a21\u578b\u8f7b\u91cf\u5316-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u8bad\u7ec3\u6548\u679c \u6838\u5f39\u7ea7\u5347\u7ea7&#xff01;DCMB\u6a21\u5757\u5f15\u7206\u76ee\u6807\u68c0\u6d4b&#xff1a;mAP\u66b4\u6da89.23%\u2191&#xff0c;mAP50~95\u72c2\u98d913.88%\u2191\u2014\u2014\u8bba\u6587\u6da8\u70b9\u6a21\u5757\u5b9e\u6d4b\u6709\u6548-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u66ff\u6362ScConv\u6a21\u5757 map\u66b4\u6da83.21\u4e2a\u70b9&#xff01;map75\u63d0\u53478.56&#xff01;\u5305\u6e90\u7801\u5168\u7f51\u6700\u65b0-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6539\u8fdb&#xff0c;\u6dfb\u52a0SFHF&#xff0c;\u878d\u5408\u5085\u91cc\u53f6\u53d8\u6362\u6a21\u578b\u63d0\u53d6\u9891\u57df\u7279\u5f81&#xff0c;map\u63d0\u53477.66&#xff0c;\u51c6\u786e\u7387\u63d0\u53479.11-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6559\u7a0b \u66ff\u6362SFA\u6a21\u5757&#xff0c;map50\u63d0\u53471.3\u4e2a\u70b9&#xff0c;\u53ec\u56de\u7387\u63d0\u63d0\u5347\u663e\u8457&#xff01;&#xff01;\u8bba\u6587\u8f7b\u91cf\u6da8\u70b9-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>\u4f18\u5316YOLOv13\u66ff\u6362GSConv\u6a21\u5757&#xff0c;\u8f7b\u91cf\u53c8\u6da8\u70b9&#xff0c;map\u63d0\u53472.31\u4e2a\u70b9&#xff0c;map50-95\u63d0\u5347\u660e\u663e6.556&#xff01;&#xff01;\u8bba\u6587\u6da8\u70b9\u6a21\u5757-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13&#043;MSM\u6a21\u5757&#xff1a;\u591a\u5c3a\u5ea6\u7279\u5f81\u878d\u5408&#043;\u52a8\u6001\u611f\u53d7\u91ce\u4f18\u5316&#xff0c;mAP\u63d0\u53474.67%&#xff0c;\u53ec\u56de\u7387\u66b4\u6da810.44%&#xff0c;\u76ee\u6807\u68c0\u6d4bSOTA\u65b0\u7a81\u7834-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6dfb\u52a0\u8f7b\u91cf\u5316\u7684EMA\u6a21\u5757Faster_EMA&#xff0c;\u8f7b\u91cf\u53c8\u6da8\u70b9&#xff01;map50\u63d0\u53474.56\u4e2a\u70b9&#xff0c;\u53ec\u56de\u7387\u63d0\u53479.66&#xff01;-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u4fdd\u59c6\u7ea7\u6559\u7a0b&#043;AKConv\u6a21\u5757&#xff1a;\u53ef\u53d8\u5f62\u5377\u79ef&#043;\u81ea\u9002\u5e94\u6838\u4f18\u5316&#xff0c;mAP\u63d0\u53473.23%&#xff0c;\u53ec\u56de\u7387&amp;mAP50~95\u663e\u8457\u63d0\u5347&#xff08;\u8bba\u6587\u6da8\u70b9\u6a21\u5757\u5df2\u9a8c\u8bc1&#xff09;-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u5c0f\u767d\u6559\u7a0b&#xff01;PPA&#043;ECA\u53cc\u6a21\u5757\u534f\u540c&#xff0c;mAP50\u98d9\u53473.56%\u2191&#xff0c;\u53ec\u56de\u7387\u66b4\u6da86.56%\u2191\u2014\u2014\u8f7b\u91cf\u68c0\u6d4b\u65b0\u6807\u6746-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>\u3010CVPR2024\u3011YOLOv13&#043;SWC&#xff1a;\u5982\u4f55\u901a\u8fc7\u7ed3\u6784\u91cd\u53c2\u6570\u5316\u5b9e\u73b0\u53ec\u56de\u73879.56%\u5386\u53f2\u6027\u63d0\u5347&#xff1f;\u200b-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6dfb\u52a0iRMB\u6a21\u5757&#xff0c;\u6dfb\u52a0SEAttention\u6ce8\u610f\u529b\u673a\u5236&#xff0c;map50\u63d0\u53474.424\u4e2a\u70b9&#xff0c;map50-95\u63d0\u53478.45\u4e2a\u70b9&#xff01;YOLOv13\u8bba\u6587\u6da8\u70b9\u6a21\u5757-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6dfb\u52a0RVB\u6a21\u5757&#xff0c;\u878d\u5408EMA\u548cRepVGGDW&#xff0c;map\u63d0\u53475.78&#xff0c;\u51c6\u786e\u7387\u63d0\u53471.25\u4e2a\u70b9&#xff01;\u8bba\u6587\u6da8\u70b9\u6a21\u5757-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>\u76ee\u6807\u68c0\u6d4b\u65b0\u65f6\u4ee3&#xff01;YOLOv13&#043;VSS\u521b6.45% mAP\u5386\u53f2\u7a81\u7834&#xff0c;\u53ec\u56de\u73878.23%\u2191&#xff08;\u8bba\u6587&#043;\u4ee3\u7801\u5df2\u5f00\u6e90&#xff09;-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6dfb\u52a0WDBB\u6a21\u5757&#xff0c;map\u63d0\u53475.34&#xff01;&#xff01;&#xff0c;\u53ec\u56de\u7387\u63d0\u53476.55&#xff0c;\u51c6\u786e\u7387\u63d0\u53473.23-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6dfb\u52a0DRB\u6a21\u5757map\u66b4\u6da812.33&#xff01;\u51c6\u786e\u7387\u63d0\u53478.56&#xff01;\u53ec\u56de\u7387\u63d0\u534715.66-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>\u300aYOLOv13&#043;DBB \u98a0\u8986\u76ee\u6807\u68c0\u6d4b\u6781\u9650&#xff01;mAP \u98d9\u534714.33%&#xff0c;\u51c6\u786e\u7387\u903c\u8fd1100%&#xff08;\u63d0\u53478.66%&#xff09;\u2014\u20142024\u6700\u5f3aCNN\u67b6\u6784\u300b\u200b-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>\u300e8.95\/7.88\u53cc\u6307\u6807\u5c01\u795e\u300fYOLOv13\u5168\u7403\u9996\u53d1WTConv\u6a21\u5757&#xff01;COCO\u6570\u636e\u96c6\u5168\u9762\u78be\u538bCNN\/Transformer\u65b9\u6848-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>\u3010CVPR2024 Oral\u3011YOLOv13\u8de8\u65f6\u4ee3\u5347\u7ea7&#xff01;MLCA\u6ce8\u610f\u529b\u673a\u5236\u89e3\u8bfb&#xff1a;mAP 12.11%\u2191\u7684\u80cc\u540e\u662f\u52a8\u6001\u591a\u7ef4\u5ea6\u534f\u540c\u6ee4\u6ce2-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6dfb\u52a0OREPA\u6a21\u5757 \u51c6\u786e\u7387\u63d0\u534710.56\u4e2a\u70b9&#xff0c;map\u63d0\u534711.87\u4e2a\u70b9\u3002\u5c0f\u76ee\u6807\u8f7b\u91cf\u5316-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>\u9b54\u6539YOLOv13&#xff0c;\u6dfb\u52a0UniRepLKNetBlock&#xff0c;\u878d\u5408SE\u6ce8\u610f\u529b\u673a\u5236&#xff0c;map\u6307\u6807\u63d0\u534716.1&#xff0c;\u51c6\u786e\u7387\u63d0\u53476.55&#xff0c;\u53ec\u56de\u7387\u63d0\u534711.4-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u9b54\u6539StripCGLU\u6a21\u5757 Strip-Attention\u6ce8\u610f\u529b\u673a\u5236\u548cConvolutional GLU YOLOv13map\u63d0\u53478.77&#xff0c;\u51c6\u786e\u7387\u63d0\u53475.44-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13\u6dfb\u52a0Strip\u6a21\u5757&#xff0c;\u91c7\u7528\u6761\u72b6\u6ce8\u610f\u529b&#xff08;Strip_Attention&#xff09;\u548c\u591a\u5c42\u611f\u77e5\u673a&#xff08;StripMlp&#xff09;map\u63d0\u53478.96&#xff0c;\u51c6\u786e\u7387\u63d0\u53476.33-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>\u9b54\u6539YOLOv13\u66ff\u6362Start\u6a21\u5757&#xff0c;\u878d\u5408\u6df1\u5ea6\u53ef\u5206\u5377\u79ef&#xff0c;map\u63d0\u534711.3&#xff0c;\u51c6\u786e\u7387\u63d0\u53473.66&#xff01;\u8bba\u6587\u6da8\u70b9\u795e\u5668-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>YOLOv13&#043;SMPCGLU\u98a0\u8986\u6027\u5347\u7ea7&#xff01;ConvolutionalGLU\u8054\u5408\u7a7a\u95f4\u91d1\u5b57\u5854\u6c60\u5316\u5b9e\u73b0mAP 8.11%\u2191 &amp; \u51c6\u786e\u73876.55%\u2191 \u5168\u7f51\u9996\u53d1-CSDN\u535a\u5ba2<\/span><\/p>\n<p><span>\u8d85\u8d8aTransformer&#xff01;YOLOv13&#043;SFSConv\u4ee511.45% 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