{"id":60188,"date":"2026-01-15T06:57:19","date_gmt":"2026-01-14T22:57:19","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/60188.html"},"modified":"2026-01-15T06:57:19","modified_gmt":"2026-01-14T22:57:19","slug":"ultralytics-yolo26","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/60188.html","title":{"rendered":"Ultralytics YOLO26"},"content":{"rendered":"<h3>\u6982\u8ff0<\/h3>\n<p>Ultralytics YOLO26\u662fYOLO\u7cfb\u5217\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u5668\u7684\u6700\u65b0\u8fdb\u5316\u7248\u672c&#xff0c;\u4ece\u5934\u5f00\u59cb\u4e3a\u8fb9\u7f18\u548c\u4f4e\u529f\u8017\u8bbe\u5907\u8bbe\u8ba1\u3002\u5b83\u5f15\u5165\u4e86\u6d41\u7ebf\u578b\u8bbe\u8ba1&#xff0c;\u53bb\u9664\u4e86\u4e0d\u5fc5\u8981\u7684\u590d\u6742\u6027&#xff0c;\u540c\u65f6\u96c6\u6210\u4e86\u9488\u5bf9\u6027\u7684\u521b\u65b0&#xff0c;\u4ee5\u63d0\u4f9b\u66f4\u5feb\u3001\u66f4\u8f7b\u91cf\u3001\u66f4\u6613\u4e8e\u90e8\u7f72\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260114225717-69681f4d1d2ea.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260114225717-69681f4d337b4.jpg\" alt=\"Ultralytics YOLO26 End-to-End Comparison Plots\" \/><\/p>\n<p>YOLO26\u7684\u67b6\u6784\u9075\u5faa\u4e09\u4e2a\u6838\u5fc3\u539f\u5219&#xff1a;<\/p>\n<ul>\n<li>\u7b80\u6d01\u6027&#xff1a;YOLO26\u662f\u539f\u751f\u7aef\u5230\u7aef\u6a21\u578b&#xff0c;\u76f4\u63a5\u751f\u6210\u9884\u6d4b\u7ed3\u679c&#xff0c;\u65e0\u9700\u975e\u6700\u5927\u503c\u6291\u5236&#xff08;NMS&#xff09;\u3002\u901a\u8fc7\u6d88\u9664\u8fd9\u4e00\u540e\u5904\u7406\u6b65\u9aa4&#xff0c;\u63a8\u7406\u53d8\u5f97\u66f4\u5feb\u3001\u66f4\u8f7b\u91cf&#xff0c;\u5e76\u4e14\u5728\u5b9e\u9645\u7cfb\u7edf\u4e2d\u66f4\u5bb9\u6613\u90e8\u7f72\u3002\u8fd9\u79cd\u7a81\u7834\u6027\u65b9\u6cd5\u6700\u65e9\u7531\u6e05\u534e\u5927\u5b66\u7684\u738b\u50b2\u5728YOLOv10\u4e2d\u9996\u521b&#xff0c;\u5e76\u5728YOLO26\u4e2d\u5f97\u5230\u8fdb\u4e00\u6b65\u53d1\u5c55\u3002<\/li>\n<li>\u90e8\u7f72\u6548\u7387&#xff1a;\u7aef\u5230\u7aef\u8bbe\u8ba1\u6d88\u9664\u4e86\u6574\u4e2a\u5904\u7406\u6d41\u7a0b\u4e2d\u7684\u4e00\u4e2a\u9636\u6bb5&#xff0c;\u5927\u5927\u7b80\u5316\u4e86\u96c6\u6210&#xff0c;\u964d\u4f4e\u4e86\u5ef6\u8fdf&#xff0c;\u5e76\u4f7f\u8de8\u4e0d\u540c\u73af\u5883\u7684\u90e8\u7f72\u66f4\u52a0\u7a33\u5065\u3002<\/li>\n<li>\u8bad\u7ec3\u521b\u65b0&#xff1a;YOLO26\u5f15\u5165\u4e86MuSGD\u4f18\u5316\u5668&#xff0c;\u8fd9\u662fSGD\u548cMuon\u7684\u6df7\u5408\u4f53\u2014\u2014\u53d7\u5230Moonshot AI\u7684Kimi K2\u5728\u5927\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u4e2d\u7a81\u7834\u7684\u542f\u53d1\u3002\u8be5\u4f18\u5316\u5668\u5c06\u6765\u81ea\u8bed\u8a00\u6a21\u578b\u7684\u4f18\u5316\u8fdb\u5c55\u5e26\u5165\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df&#xff0c;\u5e26\u6765\u589e\u5f3a\u7684\u7a33\u5b9a\u6027\u548c\u66f4\u5feb\u7684\u6536\u655b\u901f\u5ea6\u3002<\/li>\n<li>\u4efb\u52a1\u7279\u5b9a\u4f18\u5316&#xff1a;YOLO26\u4e3a\u4e13\u95e8\u4efb\u52a1\u5f15\u5165\u4e86\u9488\u5bf9\u6027\u6539\u8fdb&#xff0c;\u5305\u62ec\u7528\u4e8e\u5206\u5272\u7684\u8bed\u4e49\u5206\u5272\u635f\u5931\u548c\u591a\u5c3a\u5ea6proto\u6a21\u5757&#xff0c;\u7528\u4e8e\u9ad8\u7cbe\u5ea6\u59ff\u6001\u4f30\u8ba1\u7684\u6b8b\u5dee\u5bf9\u6570\u4f3c\u7136\u4f30\u8ba1&#xff08;RLE&#xff09;&#xff0c;\u4ee5\u53ca\u4f18\u5316\u7684\u89e3\u7801\u548c\u89d2\u5ea6\u635f\u5931\u4ee5\u89e3\u51b3OBB\u4e2d\u7684\u8fb9\u754c\u95ee\u9898\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u521b\u65b0\u5171\u540c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6a21\u578b\u7cfb\u5217&#xff0c;\u53ef\u5728\u5c0f\u7269\u4f53\u4e0a\u5b9e\u73b0\u66f4\u9ad8\u7684\u51c6\u786e\u5ea6&#xff0c;\u63d0\u4f9b\u65e0\u7f1d\u90e8\u7f72&#xff0c;\u5e76\u5728CPU\u4e0a\u8fd0\u884c\u901f\u5ea6\u63d0\u5347\u9ad8\u8fbe43%\u2014\u2014\u4f7fYOLO26\u6210\u4e3a\u8fc4\u4eca\u4e3a\u6b62\u6700\u9002\u5408\u8d44\u6e90\u53d7\u9650\u73af\u5883\u90e8\u7f72\u7684\u6700\u5b9e\u7528\u3001\u6700\u6613\u90e8\u7f72\u7684YOLO\u6a21\u578b\u4e4b\u4e00\u3002<\/p>\n<h3>\u5173\u952e\u7279\u6027<\/h3>\n<ul>\n<li>\n<p>DFL\u79fb\u9664 \u5206\u5e03\u7126\u70b9\u635f\u5931&#xff08;DFL&#xff09;\u6a21\u5757\u867d\u7136\u6709\u6548&#xff0c;\u4f46\u5e38\u5e38\u4f7f\u5bfc\u51fa\u590d\u6742\u5316\u5e76\u9650\u5236\u786c\u4ef6\u517c\u5bb9\u6027\u3002YOLO26\u5b8c\u5168\u79fb\u9664\u4e86DFL&#xff0c;\u7b80\u5316\u4e86\u63a8\u7406\u5e76\u6269\u5927\u4e86\u5bf9\u8fb9\u7f18\u548c\u4f4e\u529f\u8017\u8bbe\u5907\u7684\u652f\u6301\u3002<\/p>\n<\/li>\n<li>\n<p>\u7aef\u5230\u7aef\u65e0NMS\u63a8\u7406 \u4e0e\u4f9d\u8d56NMS\u4f5c\u4e3a\u5355\u72ec\u540e\u5904\u7406\u6b65\u9aa4\u7684\u4f20\u7edf\u68c0\u6d4b\u5668\u4e0d\u540c&#xff0c;YOLO26\u662f\u539f\u751f\u7aef\u5230\u7aef\u7684\u3002\u9884\u6d4b\u76f4\u63a5\u751f\u6210&#xff0c;\u964d\u4f4e\u4e86\u5ef6\u8fdf&#xff0c;\u4f7f\u96c6\u6210\u5230\u751f\u4ea7\u7cfb\u7edf\u4e2d\u66f4\u5feb\u3001\u66f4\u8f7b\u91cf\u3001\u66f4\u53ef\u9760\u3002<\/p>\n<\/li>\n<li>\n<p>ProgLoss &#043; STAL \u6539\u8fdb\u7684\u635f\u5931\u51fd\u6570\u63d0\u9ad8\u4e86\u68c0\u6d4b\u51c6\u786e\u5ea6&#xff0c;\u5728\u5c0f\u7269\u4f53\u8bc6\u522b\u65b9\u9762\u6709\u663e\u8457\u6539\u8fdb&#xff0c;\u8fd9\u5bf9\u7269\u8054\u7f51\u3001\u673a\u5668\u4eba\u3001\u822a\u7a7a\u56fe\u50cf\u548c\u5176\u4ed6\u8fb9\u7f18\u5e94\u7528\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/li>\n<li>\n<p>MuSGD\u4f18\u5316\u5668 \u4e00\u79cd\u65b0\u7684\u6df7\u5408\u4f18\u5316\u5668&#xff0c;\u7ed3\u5408\u4e86SGD\u548cMuon\u3002\u53d7Moonshot AI\u7684Kimi K2\u542f\u53d1&#xff0c;MuSGD\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u4e2d\u7684\u9ad8\u7ea7\u4f18\u5316\u65b9\u6cd5\u5f15\u5165\u8ba1\u7b97\u673a\u89c6\u89c9&#xff0c;\u5b9e\u73b0\u66f4\u7a33\u5b9a\u7684\u8bad\u7ec3\u548c\u66f4\u5feb\u7684\u6536\u655b\u3002<\/p>\n<\/li>\n<li>\n<p>CPU\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u9ad8\u8fbe43% \u4e13\u4e3a\u8fb9\u7f18\u8ba1\u7b97\u4f18\u5316&#xff0c;YOLO26\u63d0\u4f9b\u663e\u8457\u66f4\u5feb\u7684CPU\u63a8\u7406&#xff0c;\u786e\u4fdd\u5728\u6ca1\u6709GPU\u7684\u8bbe\u5907\u4e0a\u5b9e\u73b0\u5b9e\u65f6\u6027\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b9e\u4f8b\u5206\u5272\u589e\u5f3a \u5f15\u5165\u8bed\u4e49\u5206\u5272\u635f\u5931\u4ee5\u6539\u8fdb\u6a21\u578b\u6536\u655b&#xff0c;\u5e76\u5347\u7ea7\u4e86proto\u6a21\u5757&#xff0c;\u5229\u7528\u591a\u5c3a\u5ea6\u4fe1\u606f\u63d0\u4f9b\u66f4\u4f18\u8d28\u7684\u63a9\u7801\u3002<\/p>\n<\/li>\n<li>\n<p>\u7cbe\u786e\u59ff\u6001\u4f30\u8ba1 \u96c6\u6210\u6b8b\u5dee\u5bf9\u6570\u4f3c\u7136\u4f30\u8ba1&#xff08;RLE&#xff09;\u4ee5\u5b9e\u73b0\u66f4\u51c6\u786e\u7684\u5173\u952e\u70b9\u5b9a\u4f4d&#xff0c;\u5e76\u4f18\u5316\u4e86\u89e3\u7801\u8fc7\u7a0b\u4ee5\u63d0\u9ad8\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f18\u5316\u7684OBB\u89e3\u7801 \u5f15\u5165\u4e13\u95e8\u7684\u89d2\u5ea6\u635f\u5931\u4ee5\u63d0\u9ad8\u5bf9\u65b9\u5f62\u7269\u4f53\u7684\u68c0\u6d4b\u51c6\u786e\u5ea6&#xff0c;\u5e76\u4f18\u5316OBB\u89e3\u7801\u4ee5\u89e3\u51b3\u8fb9\u754c\u4e0d\u8fde\u7eed\u95ee\u9898\u3002<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h3>\u652f\u6301\u7684\u4efb\u52a1\u548c\u6a21\u5f0f<\/h3>\n<p>YOLO26\u5efa\u7acb\u5728\u65e9\u671fUltralytics YOLO\u7248\u672c\u5efa\u7acb\u7684\u591a\u529f\u80fd\u6a21\u578b\u8303\u56f4\u4e4b\u4e0a&#xff0c;\u63d0\u4f9b\u5bf9\u5404\u79cd\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u7684\u589e\u5f3a\u652f\u6301&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u578b\u6587\u4ef6\u540d\u4efb\u52a1\u63a8\u7406\u9a8c\u8bc1\u8bad\u7ec3\u5bfc\u51fa<\/tr>\n<tbody>\n<tr>\n<td>YOLO26<\/td>\n<td>yolo26n.pt yolo26s.pt yolo26m.pt yolo26l.pt yolo26x.pt<\/td>\n<td>\u68c0\u6d4b<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td>YOLO26-seg<\/td>\n<td>yolo26n-seg.pt yolo26s-seg.pt yolo26m-seg.pt yolo26l-seg.pt yolo26x-seg.pt<\/td>\n<td>\u5b9e\u4f8b\u5206\u5272<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td>YOLO26-pose<\/td>\n<td>yolo26n-pose.pt yolo26s-pose.pt yolo26m-pose.pt yolo26l-pose.pt yolo26x-pose.pt<\/td>\n<td>\u59ff\u6001\/\u5173\u952e\u70b9<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td>YOLO26-obb<\/td>\n<td>yolo26n-obb.pt yolo26s-obb.pt yolo26m-obb.pt yolo26l-obb.pt yolo26x-obb.pt<\/td>\n<td>\u5b9a\u5411\u68c0\u6d4b<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td>YOLO26-cls<\/td>\n<td>yolo26n-cls.pt yolo26s-cls.pt yolo26m-cls.pt yolo26l-cls.pt yolo26x-cls.pt<\/td>\n<td>\u5206\u7c7b<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e2a\u7edf\u4e00\u6846\u67b6\u786e\u4fddYOLO26\u9002\u7528\u4e8e\u5b9e\u65f6\u68c0\u6d4b\u3001\u5206\u5272\u3001\u5206\u7c7b\u3001\u59ff\u6001\u4f30\u8ba1\u548c\u5b9a\u5411\u76ee\u6807\u68c0\u6d4b\u2014\u2014\u5168\u90e8\u652f\u6301\u8bad\u7ec3\u3001\u9a8c\u8bc1\u3001\u63a8\u7406\u548c\u5bfc\u51fa\u3002<\/p>\n<hr \/>\n<h3>\u6027\u80fd\u6307\u6807<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260114225717-69681f4d9e2d3.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260114225717-69681f4dbf126.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260114225717-69681f4de36a2.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260114225718-69681f4e12a67.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260114225718-69681f4e366ea.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<hr \/>\n<h3>\u4f7f\u7528\u793a\u4f8b<\/h3>\n<p>\u672c\u8282\u63d0\u4f9b\u4e86\u7b80\u5355\u7684YOLO26\u8bad\u7ec3\u548c\u63a8\u7406\u793a\u4f8b\u3002\u6709\u5173\u8fd9\u4e9b\u548c\u5176\u4ed6\u6a21\u5f0f\u7684\u5b8c\u6574\u6587\u6863&#xff0c;\u8bf7\u53c2\u9605\u9884\u6d4b\u3001\u8bad\u7ec3\u3001\u9a8c\u8bc1\u548c\u5bfc\u51fa\u6587\u6863\u9875\u9762\u3002<\/p>\n<p>\u8bf7\u6ce8\u610f&#xff0c;\u4ee5\u4e0b\u793a\u4f8b\u9002\u7528\u4e8eYOLO26 \u68c0\u6d4b\u6a21\u578b&#xff0c;\u7528\u4e8e\u76ee\u6807\u68c0\u6d4b\u3002\u6709\u5173\u5176\u4ed6\u652f\u6301\u4efb\u52a1\u7684\u8be6\u7ec6\u4fe1\u606f&#xff0c;\u8bf7\u53c2\u9605\u5206\u5272\u3001\u5206\u7c7b\u3001OBB\u548c\u59ff\u6001\u6587\u6863\u3002<\/p>\n<p>from ultralytics import YOLO<\/p>\n<p># Load a COCO<span class=\"token operator\">&#8211;<\/span>pretrained YOLO26n model<br \/>\nmodel <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">YOLO<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;yolo26n.pt&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p># Train the model on the COCO8 example dataset <span class=\"token keyword\">for<\/span> <span class=\"token number\">100<\/span> epochs<br \/>\nresults <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">.<\/span><span class=\"token function\">train<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;coco8.yaml&#034;<\/span><span class=\"token punctuation\">,<\/span> epochs<span class=\"token operator\">&#061;<\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> imgsz<span class=\"token operator\">&#061;<\/span><span class=\"token number\">640<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p># Run inference with the YOLO26n model on the <span class=\"token string\">&#039;bus.jpg&#039;<\/span> image<br \/>\nresults <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">model<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;path\/to\/bus.jpg&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h3>YOLOE-26&#xff1a;\u5f00\u653e\u8bcd\u6c47\u5b9e\u4f8b\u5206\u5272<\/h3>\n<p>YOLOE-26\u5c06\u9ad8\u6027\u80fd\u7684YOLO26\u67b6\u6784\u4e0eYOLOE\u7cfb\u5217\u7684\u5f00\u653e\u8bcd\u6c47\u80fd\u529b\u96c6\u6210\u5728\u4e00\u8d77\u3002\u5b83\u4f7f\u7528\u6587\u672c\u63d0\u793a\u3001\u89c6\u89c9\u63d0\u793a\u6216\u65e0\u63d0\u793a\u6a21\u5f0f\u8fdb\u884c\u96f6\u6837\u672c\u63a8\u7406&#xff0c;\u5b9e\u73b0\u5bf9\u4efb\u4f55\u7269\u4f53\u7c7b\u522b\u7684\u5b9e\u65f6\u68c0\u6d4b\u548c\u5206\u5272&#xff0c;\u6709\u6548\u6d88\u9664\u4e86\u56fa\u5b9a\u7c7b\u522b\u8bad\u7ec3\u7684\u9650\u5236\u3002<\/p>\n<p>\u901a\u8fc7\u5229\u7528YOLO26\u7684\u65e0NMS\u3001\u7aef\u5230\u7aef\u8bbe\u8ba1&#xff0c;YOLOE-26\u63d0\u4f9b\u5feb\u901f\u7684\u5f00\u653e\u4e16\u754c\u63a8\u7406\u3002\u8fd9\u4f7f\u5176\u6210\u4e3a\u52a8\u6001\u73af\u5883\u4e2d\u8fb9\u7f18\u5e94\u7528\u7684\u5f3a\u5927\u89e3\u51b3\u65b9\u6848&#xff0c;\u5176\u4e2d\u611f\u5174\u8da3\u7684\u5bf9\u8c61\u4ee3\u8868\u5e7f\u6cdb\u4e14\u4e0d\u65ad\u53d1\u5c55\u7684\u8bcd\u6c47\u3002<\/p>\n<p>\u6587\u672c\/\u89c6\u89c9\u63d0\u793a<\/p>\n<table>\n<tr>Modelsize<sup>(pixels)<\/sup>Prompt TypemAP<sup>minival50-95(e2e)<\/sup>mAP<sup>minival50-95<\/sup>mAP<sub>r<\/sub>mAP<sub>c<\/sub>mAP<sub>f<\/sub>params<sup>(M)<\/sup>FLOPs<sup>(B)<\/sup><\/tr>\n<tbody>\n<tr>\n<td>YOLOE-26n-seg<\/td>\n<td>640<\/td>\n<td>Text\/Visual<\/td>\n<td>23.7 \/ 20.9<\/td>\n<td>24.7 \/ 21.9<\/td>\n<td>20.5 \/ 17.6<\/td>\n<td>24.1 \/ 22.3<\/td>\n<td>26.1 \/ 22.4<\/td>\n<td>4.8<\/td>\n<td>6.0<\/td>\n<\/tr>\n<tr>\n<td>YOLOE-26s-seg<\/td>\n<td>640<\/td>\n<td>Text\/Visual<\/td>\n<td>29.9 \/ 27.1<\/td>\n<td>30.8 \/ 28.6<\/td>\n<td>23.9 \/ 25.1<\/td>\n<td>29.6 \/ 27.8<\/td>\n<td>33.0 \/ 29.9<\/td>\n<td>13.1<\/td>\n<td>21.7<\/td>\n<\/tr>\n<tr>\n<td>YOLOE-26m-seg<\/td>\n<td>640<\/td>\n<td>Text\/Visual<\/td>\n<td>35.4 \/ 31.3<\/td>\n<td>35.4 \/ 33.9<\/td>\n<td>31.1 \/ 33.4<\/td>\n<td>34.7 \/ 34.0<\/td>\n<td>36.9 \/ 33.8<\/td>\n<td>27.9<\/td>\n<td>70.1<\/td>\n<\/tr>\n<tr>\n<td>YOLOE-26l-seg<\/td>\n<td>640<\/td>\n<td>Text\/Visual<\/td>\n<td>36.8 \/ 33.7<\/td>\n<td>37.8 \/ 36.3<\/td>\n<td>35.1 \/ 37.6<\/td>\n<td>37.6 \/ 36.2<\/td>\n<td>38.5 \/ 36.1<\/td>\n<td>32.3<\/td>\n<td>88.3<\/td>\n<\/tr>\n<tr>\n<td>YOLOE-26x-seg<\/td>\n<td>640<\/td>\n<td>Text\/Visual<\/td>\n<td>39.5 \/ 36.2<\/td>\n<td>40.6 \/ 38.5<\/td>\n<td>37.4 \/ 35.3<\/td>\n<td>40.9 \/ 38.8<\/td>\n<td>41.0 \/ 38.8<\/td>\n<td>69.9<\/td>\n<td>196.7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6ca1\u6709\u63d0\u793a<\/p>\n<table>\n<tr>Modelsize<sup>(pixels)<\/sup>mAP<sup>minival50-95(e2e)<\/sup>mAP<sup>minival50(e2e)<\/sup>params<sup>(M)<\/sup>FLOPs<sup>(B)<\/sup><\/tr>\n<tbody>\n<tr>\n<td>YOLOE-26n-seg-pf<\/td>\n<td>640<\/td>\n<td>16.6<\/td>\n<td>22.7<\/td>\n<td>6.5<\/td>\n<td>15.8<\/td>\n<\/tr>\n<tr>\n<td>YOLOE-26s-seg-pf<\/td>\n<td>640<\/td>\n<td>21.4<\/td>\n<td>28.6<\/td>\n<td>16.2<\/td>\n<td>35.5<\/td>\n<\/tr>\n<tr>\n<td>YOLOE-26m-seg-pf<\/td>\n<td>640<\/td>\n<td>25.7<\/td>\n<td>33.6<\/td>\n<td>36.2<\/td>\n<td>122.1<\/td>\n<\/tr>\n<tr>\n<td>YOLOE-26l-seg-pf<\/td>\n<td>640<\/td>\n<td>27.2<\/td>\n<td>35.4<\/td>\n<td>40.6<\/td>\n<td>140.4<\/td>\n<\/tr>\n<tr>\n<td>YOLOE-26x-seg-pf<\/td>\n<td>640<\/td>\n<td>29.9<\/td>\n<td>38.7<\/td>\n<td>86.3<\/td>\n<td>314.4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>\u4f7f\u7528\u793a\u4f8b<\/h4>\n<p>YOLOE-26\u652f\u6301\u6587\u672c\u63d0\u793a\u548c\u89c6\u89c9\u63d0\u793a\u3002\u4f7f\u7528\u63d0\u793a\u975e\u5e38\u7b80\u5355\u2014\u2014\u53ea\u9700\u901a\u8fc7predict\u65b9\u6cd5\u4f20\u9012\u5b83\u4eec&#xff0c;\u5982\u4e0b\u6240\u793a&#xff1a;<\/p>\n<p>!!! \u793a\u4f8b<\/p>\n<p>\u201c\u6587\u672c\u63d0\u793a\u201d<\/p>\n<p>\u6587\u672c\u63d0\u793a\u5141\u8bb8\u60a8\u901a\u8fc7\u6587\u672c\u63cf\u8ff0\u6307\u5b9a\u8981\u68c0\u6d4b\u7684\u7c7b\u522b\u3002\u4ee5\u4e0b\u4ee3\u7801\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528YOLOE-26\u5728\u56fe\u50cf\u4e2d\u68c0\u6d4b\u4eba\u548c\u516c\u4ea4\u8f66&#xff1a;<\/p>\n<p>from ultralytics import YOLO<\/p>\n<p># Initialize model<br \/>\nmodel <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">YOLO<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;yoloe-26l-seg.pt&#034;<\/span><span class=\"token punctuation\">)<\/span>  # or select yoloe<span class=\"token operator\">&#8211;<\/span><span class=\"token number\">26<\/span>s<span class=\"token operator\">\/<\/span>m<span class=\"token operator\">&#8211;<\/span>seg<span class=\"token punctuation\">.<\/span>pt <span class=\"token keyword\">for<\/span> different sizes<\/p>\n<p># Set text prompt to detect person and bus<span class=\"token punctuation\">.<\/span> You only need to <span class=\"token keyword\">do<\/span> this once after you load the model<span class=\"token punctuation\">.<\/span><br \/>\nnames <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;person&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;bus&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\nmodel<span class=\"token punctuation\">.<\/span><span class=\"token function\">set_classes<\/span><span class=\"token punctuation\">(<\/span>names<span class=\"token punctuation\">,<\/span> model<span class=\"token punctuation\">.<\/span><span class=\"token function\">get_text_pe<\/span><span class=\"token punctuation\">(<\/span>names<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p># Run detection on the given image<br \/>\nresults <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">.<\/span><span class=\"token function\">predict<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;path\/to\/image.jpg&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p># Show results<br \/>\nresults<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">show<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u201c\u89c6\u89c9\u63d0\u793a\u201d<\/p>\n<p>import numpy as np<\/p>\n<p>from ultralytics import YOLO<br \/>\nfrom ultralytics<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span>yolo<span class=\"token punctuation\">.<\/span>yoloe import YOLOEVPSegPredictor<\/p>\n<p># Initialize model<br \/>\nmodel <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">YOLO<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;yoloe-26l-seg.pt&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p># Define visual prompts using bounding boxes and their corresponding class <span class=\"token class-name\">IDs<span class=\"token punctuation\">.<\/span><\/span><br \/>\n# Each box highlights an example of the object you want the model to detect<span class=\"token punctuation\">.<\/span><br \/>\nvisual_prompts <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">dict<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    bboxes<span class=\"token operator\">&#061;<\/span>np<span class=\"token punctuation\">.<\/span><span class=\"token function\">array<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token punctuation\">[<\/span><span class=\"token number\">221.52<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">405.8<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">344.98<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">857.54<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>  # Box enclosing person<br \/>\n            <span class=\"token punctuation\">[<\/span><span class=\"token number\">120<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">425<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">160<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">445<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>  # Box enclosing glasses<br \/>\n        <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    cls<span class=\"token operator\">&#061;<\/span>np<span class=\"token punctuation\">.<\/span><span class=\"token function\">array<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span>  # ID to be assigned <span class=\"token keyword\">for<\/span> person<br \/>\n            <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span>  # ID to be assigned <span class=\"token keyword\">for<\/span> glassses<br \/>\n        <span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p># Run inference on an image<span class=\"token punctuation\">,<\/span> using the provided visual prompts as guidance<br \/>\nresults <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">.<\/span><span class=\"token function\">predict<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;ultralytics\/assets\/bus.jpg&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    visual_prompts<span class=\"token operator\">&#061;<\/span>visual_prompts<span class=\"token punctuation\">,<\/span><br \/>\n    predictor<span class=\"token operator\">&#061;<\/span>YOLOEVPSegPredictor<span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p># Show results<br \/>\nresults<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">show<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u201c\u65e0\u63d0\u793a\u201d<\/p>\n<p>YOLOE-26\u5305\u62ec\u5177\u6709\u5185\u7f6e\u8bcd\u6c47\u8868\u7684\u65e0\u63d0\u793a\u53d8\u4f53\u3002\u8fd9\u4e9b\u6a21\u578b\u4e0d\u9700\u8981\u4efb\u4f55\u63d0\u793a&#xff0c;\u50cf\u4f20\u7edfYOLO\u6a21\u578b\u4e00\u6837\u5de5\u4f5c\u3002\u5b83\u4eec\u4e0d\u4f9d\u8d56\u7528\u6237\u63d0\u4f9b\u7684\u6807\u7b7e\u6216\u89c6\u89c9\u793a\u4f8b&#xff0c;\u800c\u662f\u4ece\u9884\u5b9a\u4e49\u76844,585\u4e2a\u7c7b\u522b\u5217\u8868\u4e2d\u68c0\u6d4b\u5bf9\u8c61&#xff0c;\u8be5\u5217\u8868\u57fa\u4e8e\u8bc6\u522b\u4efb\u4f55\u4e8b\u7269\u6a21\u578bPlus (RAM&#043;&#043;)\u4f7f\u7528\u7684\u6807\u7b7e\u96c6\u3002<\/p>\n<p>from ultralytics import YOLO<\/p>\n<p># Initialize model<br \/>\nmodel <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">YOLO<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;yoloe-26l-seg-pf.pt&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p># Run prediction<span class=\"token punctuation\">.<\/span> No prompts required<span class=\"token punctuation\">.<\/span><br \/>\nresults <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">.<\/span><span class=\"token function\">predict<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;path\/to\/image.jpg&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p># Show results<br \/>\nresults<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">show<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8981\u6df1\u5165\u4e86\u89e3\u63d0\u793a\u6280\u672f\u3001\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u548c\u5b8c\u6574\u4f7f\u7528\u793a\u4f8b&#xff0c;\u8bf7\u8bbf\u95ee**YOLOE\u6587\u6863**\u3002<\/p>\n<h3>\u5f15\u7528\u548c\u81f4\u8c22<\/h3>\n<p>!!! \u63d0\u793a \u201cUltralytics YOLO26\u51fa\u7248\u7269\u201d<\/p>\n<p>Ultralytics\u5c1a\u672a\u4e3aYOLO26\u53d1\u8868\u6b63\u5f0f\u7814\u7a76\u8bba\u6587&#xff0c;\u56e0\u4e3a\u6a21\u578b\u6b63\u5728\u5feb\u901f\u6f14\u8fdb\u3002\u76f8\u53cd&#xff0c;\u6211\u4eec\u4e13\u6ce8\u4e8e\u63d0\u4f9b\u5c16\u7aef\u6a21\u578b\u5e76\u4f7f\u5b83\u4eec\u6613\u4e8e\u4f7f\u7528\u3002\u6709\u5173YOLO\u7279\u6027\u3001\u67b6\u6784\u548c\u4f7f\u7528\u7684\u6700\u65b0\u66f4\u65b0&#xff0c;\u8bf7\u8bbf\u95ee\u6211\u4eec\u7684[GitHub\u4ed3\u5e93](https:\/\/github.com\/ultralytics\/ultralytics)\u548c[\u6587\u6863](https:\/\/docs.ultralytics.com\/)\u3002<\/p>\n<p>\u5982\u679c\u60a8\u5728\u5de5\u4f5c\u4e2d\u4f7f\u7528YOLO26\u6216\u5176\u4ed6Ultralytics\u8f6f\u4ef6&#xff0c;\u8bf7\u5f15\u7528\u5982\u4e0b&#xff1a;<\/p>\n<p>!!! \u5f15\u7528 \u201c\u201d<\/p>\n<p>&#061;&#061;&#061; &#034;BibTeX&#034;<\/p>\n<p>    &#096;&#096;&#096;bibtex<br \/>\n    &#064;software{yolo26_ultralytics,<br \/>\n      author &#061; {Glenn Jocher and Jing Qiu},<br \/>\n      title &#061; {Ultralytics YOLO26},<br \/>\n      version &#061; {26.0.0},<br \/>\n      year &#061; {2026},<br \/>\n      url &#061; {https:\/\/github.com\/ultralytics\/ultralytics},<br \/>\n      orcid &#061; {0000-0001-5950-6979, 0000-0003-3783-7069},<br \/>\n      license &#061; {AGPL-3.0}<br \/>\n    }<br \/>\n    &#096;&#096;&#096;<\/p>\n<p>DOI\u5f85\u5b9a\u3002YOLO26\u5728AGPL-3.0\u548c\u4f01\u4e1a\u8bb8\u53ef\u8bc1\u4e0b\u63d0\u4f9b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6982\u8ff0<br \/>\nUltralytics 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