{"id":123609,"date":"2026-11-07T20:25:31","date_gmt":"2026-11-07T12:25:31","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/123609.html"},"modified":"2026-11-07T20:25:31","modified_gmt":"2026-11-07T12:25:31","slug":"%e3%80%90%e6%9c%89%e6%ba%90%e7%a0%81%e3%80%91%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e6%af%95%e8%ae%be%e9%80%89%e9%a2%98%ef%bc%9a%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e7%81%be","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/123609.html","title":{"rendered":"\u3010\u6709\u6e90\u7801\u3011\u6df1\u5ea6\u5b66\u4e60\u6bd5\u8bbe\u9009\u9898\uff1a\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u707e\u5bb3\u5e94\u6025\u54cd\u5e94\u591a\u76ee\u6807\u68c0\u6d4b\u65b9\u6cd5\u7814\u7a76"},"content":{"rendered":"<h2>\u6df1\u5ea6\u5b66\u4e60\u6bd5\u8bbe\u9009\u9898&#xff1a;\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u707e\u5bb3\u5e94\u6025\u54cd\u5e94\u591a\u76ee\u6807\u68c0\u6d4b\u65b9\u6cd5\u7814\u7a76&#034;<\/h2>\n<p>\u672c\u6587\u662f\u300c\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u707e\u5bb3\u5e94\u6025\u54cd\u5e94\u591a\u76ee\u6807\u68c0\u6d4b\u65b9\u6cd5\u7814\u7a76\u300d\u9879\u76ee\u7684\u5b8c\u6574\u6280\u672f\u590d\u76d8&#xff1a;\u4ece 1.2 \u4e07\u5f20\u707e\u5bb3\u56fe\u50cf\u7684\u6570\u636e\u5de5\u7a0b&#xff0c;\u5230 YOLO26m \/ RT-DETR-L \/ YOLO11m \u4e09\u6a21\u578b\u540c\u534f\u8bae\u5bf9\u6bd4\u5b9e\u9a8c&#xff0c;\u518d\u5230 ONNX \u90e8\u7f72\u4e0e\u5e26\u7edf\u8ba1\u5927\u5c4f\u7684 Web \u7cfb\u7edf\u843d\u5730\u3002\u6240\u6709\u6307\u6807\u5747\u6765\u81ea\u9879\u76ee\u771f\u5b9e\u8bad\u7ec3\u65e5\u5fd7\u4e0e\u5b9e\u9a8c\u4ea7\u7269&#xff0c;\u4e0d\u542b\u4efb\u4f55\u7f16\u9020\u6570\u5b57\u3002<\/p>\n<hr \/>\n<p>\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u5e94\u6025\u707e\u5bb3\u76ee\u6807\u68c0\u6d4b\u7cfb\u7edf<\/p>\n<\/p>\n<h3>\u4e00\u3001\u5f00\u53d1\u80cc\u666f\u4e0e\u610f\u4e49<\/h3>\n<p>\u706b\u707e\u3001\u7206\u70b8\u7b49\u707e\u5bb3\u53d1\u751f\u65f6&#xff0c;\u524d 10 \u5206\u949f\u662f\u6551\u63f4\u7684\u9ec4\u91d1\u7a97\u53e3\u3002\u4f46\u4f20\u7edf\u4f9d\u8d56\u4eba\u5de5\u77ad\u671b\u548c\u7535\u8bdd\u4e0a\u62a5\u7684\u65b9\u5f0f&#xff0c;\u5f80\u5f80\u5b58\u5728\u53d1\u73b0\u665a\u3001\u8bef\u62a5\u591a\u3001\u73b0\u573a\u4fe1\u606f\u788e\u7247\u5316\u7684\u95ee\u9898&#xff1a;\u503c\u73ed\u5458\u770b\u5230\u6d53\u70df\u65f6&#xff0c;\u706b\u52bf\u53ef\u80fd\u5df2\u7ecf\u8513\u5ef6&#xff1b;\u76d1\u63a7\u753b\u9762\u91cc 24 \u5c0f\u65f6\u4eba\u76ef\u5c4f\u5e55&#xff0c;\u6f0f\u62a5\u51e0\u4e4e\u4e0d\u53ef\u907f\u514d\u3002<\/p>\n<p>\u8fd9\u4e2a\u9879\u76ee\u60f3\u56de\u7b54\u7684\u95ee\u9898\u5f88\u6734\u7d20&#xff1a;\u80fd\u4e0d\u80fd\u8ba9\u6444\u50cf\u5934\u81ea\u5df1&#034;\u770b\u61c2&#034;\u707e\u5bb3\u73b0\u573a&#xff1f;<\/p>\n<p>\u5177\u4f53\u6765\u8bf4&#xff0c;\u7cfb\u7edf\u9700\u8981\u5728\u707e\u5bb3\u753b\u9762\u4e2d\u540c\u65f6\u8bc6\u522b 6 \u7c7b\u5173\u952e\u76ee\u6807&#xff1a;<\/p>\n<ul>\n<li>\u706b\u7130&#xff08;fire&#xff09;\u200b\u3001\u70df\u96fe&#xff08;smoke&#xff09;\u200b\u2014\u2014\u707e\u5bb3\u672c\u8eab\u7684\u76f4\u63a5\u4fe1\u53f7&#xff1b;<\/li>\n<li>\u884c\u4eba&#xff08;person&#xff09;\u200b\u2014\u2014\u88ab\u56f0\u6216\u758f\u6563\u4eba\u5458&#xff1b;<\/li>\n<li>\u5c0f\u578b\u8f66\u8f86\u3001\u5927\u578b\u8f66\u8f86\u3001\u4e24\u8f6e\u8f66\u2014\u2014\u6551\u63f4\u8f66\u8f86\u4e0e\u793e\u4f1a\u8f66\u8f86\u8c03\u5ea6\u3002<\/li>\n<\/ul>\n<p>\u4e00\u53e5\u8bdd\u6982\u62ec&#xff1a;\u8ba9 AI \u5145\u5f53\u707e\u5bb3\u73b0\u573a\u7684&#034;\u77ad\u671b\u5854&#034;&#xff0c;\u706b\u4e00\u5192\u5934\u5c31\u62a5\u8b66&#xff0c;\u4eba\u8f66\u5206\u5e03\u4e00\u76ee\u4e86\u7136\u3002\u200b<\/p>\n<p>\u9664\u4e86\u8bc6\u522b\u672c\u8eab&#xff0c;\u9879\u76ee\u8fd8\u91cd\u70b9\u89e3\u51b3\u4e24\u4e2a\u5de5\u7a0b\u4e0a\u7684&#034;\u8001\u5927\u96be&#034;&#xff1a;<\/p>\n<li>\u6a21\u578b\u770b\u89c1\u6ca1\u89c1\u8fc7\u7684\u753b\u9762\u600e\u4e48\u529e&#xff1f;\u2014\u2014\u5f15\u5165 Energy Score \u57df\u5916\u62d2\u8bc6\u673a\u5236&#xff0c;\u9047\u5230\u975e\u707e\u5bb3\u573a\u666f\u7684\u8f93\u5165&#xff08;\u6bd4\u5982\u4e00\u5f20\u98ce\u666f\u7167&#xff09;\u4e3b\u52a8&#034;\u8bf4\u4e0d\u8ba4\u8bc6&#034;&#xff0c;\u800c\u4e0d\u662f\u786c\u7f16\u4e00\u4e2a\u6846&#xff1b;<\/li>\n<li>\u5b9e\u9a8c\u5ba4\u6307\u6807 \u2260 \u7ebf\u4e0a\u8868\u73b0\u2014\u2014\u4ece PyTorch \u5230 ONNX \u505a\u9010\u9879\u4e00\u81f4\u6027\u6821\u9a8c&#xff08;parity&#xff09;&#xff0c;\u4fdd\u8bc1\u90e8\u7f72\u540e\u7cbe\u5ea6\u4e0d\u6389\u3002<\/li>\n<hr \/>\n<h3>\u4e8c\u3001\u6280\u672f\u6808<\/h3>\n<p>\u6574\u4e2a\u9879\u76ee\u56f4\u7ed5&#034;\u8bad\u7ec3\u2014\u8bc4\u4f30\u2014\u5bfc\u51fa\u2014\u90e8\u7f72&#034;\u4e00\u6761\u94fe\u642d\u5efa&#xff0c;\u6838\u5fc3\u9009\u578b\u5982\u4e0b&#xff1a;<\/p>\n<table>\n<tr>\u5c42\u6b21\u9009\u578b\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6<\/td>\n<td>PyTorch 2.6 &#043; CUDA 12.6<\/td>\n<td>GPU \u8bad\u7ec3&#xff08;RTX 4060 Laptop 8GB&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u68c0\u6d4b\u6846\u67b6<\/td>\n<td>Ultralytics YOLO&#xff08;8.4.x&#xff09;<\/td>\n<td>YOLO26m \u4e3b\u6a21\u578b &#043; YOLO11m\u3001RT-DETR-L \u5bf9\u7167<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u8d28\u91cf<\/td>\n<td>cleanlab 2.7.1<\/td>\n<td>\u76ee\u6807\u68c0\u6d4b\u6807\u7b7e\u566a\u58f0\u7b5b\u67e5<\/td>\n<\/tr>\n<tr>\n<td>\u8d85\u53c2\u641c\u7d22<\/td>\n<td>\u81ea\u7814 sweep \u811a\u672c<\/td>\n<td>\u5b66\u4e60\u7387 \u00d7 \u4f18\u5316\u5668\u7f51\u683c\u5feb\u626b<\/td>\n<\/tr>\n<tr>\n<td>\u90e8\u7f72\u63a8\u7406<\/td>\n<td>ONNX Runtime&#xff08;opset 17&#xff09;<\/td>\n<td>end2end NMS-free \u5bfc\u51fa&#xff0c;Web \u7aef\u76f4\u63a5\u63a8\u7406<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u89c6\u5316<\/td>\n<td>Matplotlib&#xff08;\u8bba\u6587\u7ea7 300dpi&#xff09;<\/td>\n<td>23 \u5f20\u5b9e\u9a8c\u56fe\u8868\u811a\u672c\u5316\u751f\u6210<\/td>\n<\/tr>\n<tr>\n<td>\u7cfb\u7edf\u7aef<\/td>\n<td>Web \u524d\u540e\u7aef &#043; \u7edf\u8ba1\u5927\u5c4f<\/td>\n<td>\u56fe\u7247\/\u89c6\u9891\/\u6444\u50cf\u5934\u8bc6\u522b\u3001\u5386\u53f2\u8bb0\u5f55\u3001\u5927\u5c4f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u51e0\u4e2a\u503c\u5f97\u8bf4\u7684\u7ec6\u8282&#xff1a;<\/p>\n<ul>\n<li>\u8bad\u7ec3\u53ef\u590d\u73b0\u6027&#xff1a;\u7edf\u4e00 seed&#061;42 &#043; deterministic&#xff0c;\u6570\u636e\u96c6\u6253\u4e86\u54c8\u5e0c\u6307\u7eb9&#xff08;08ec6545&#8230;&#xff09;&#xff0c;Git \u63d0\u4ea4\u53f7\u5199\u5165\u6a21\u578b\u5143\u6570\u636e&#xff0c;\u4efb\u4f55\u4e00\u6b21\u5b9e\u9a8c\u90fd\u80fd\u7cbe\u786e\u590d\u73b0&#xff1b;<\/li>\n<li>\u5148\u626b\u540e\u8bad&#xff1a;\u6b63\u5f0f\u8bad\u7ec3\u524d\u7528 3 epoch \u5feb\u626b\u8dd1\u4e86\u4e00\u904d\u5b66\u4e60\u7387\u7f51\u683c&#xff08;0.001 \/ 0.005 \/ 0.01 \/ 0.02&#xff09;\u548c SGD vs AdamW \u5bf9\u6bd4&#xff0c;\u7528\u6700\u5c0f\u6210\u672c\u9501\u5b9a SGD &#043; lr0&#061;0.001 \u518d\u5f00 300 epoch \u5927\u6218&#xff1b;<\/li>\n<li>\u6570\u636e\u5148\u4f53\u68c0\u518d\u5f00\u8bad&#xff1a;\u7528 5 epoch \u7684\u8f7b\u91cf\u57fa\u7ebf\u6a21\u578b &#043; cleanlab \u7ed9\u5168\u91cf\u6807\u6ce8\u505a&#034;\u80c3\u955c&#034;&#xff0c;\u53d1\u73b0\u7ea6 4.25% \u53ef\u7591\u6807\u6ce8&#xff0c;\u4f4e\u4e8e 10% \u81ea\u52a8\u6e05\u6d17\u9608\u503c&#xff0c;\u4fdd\u7559\u539f\u6807\u6ce8\u4f46\u5168\u7a0b\u7559\u75d5\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e09\u3001\u529f\u80fd\u4ecb\u7ecd<\/h3>\n<p>\u7cfb\u7edf\u6700\u7ec8\u843d\u5730\u4e3a\u4e00\u4e2a\u5b8c\u6574\u7684 Web \u5e94\u7528&#xff0c;\u56f4\u7ed5&#034;\u8bc6\u522b \u2014 \u8bb0\u5f55 \u2014 \u5206\u6790&#034;\u4e09\u4e2a\u73af\u8282\u5c55\u5f00\u3002<\/p>\n<p>1&#xff09;\u56fe\u7247\u8bc6\u522b&#xff1a;\u4e0a\u4f20\u5355\u5f20\u6216\u591a\u5f20\u56fe\u7247&#xff0c;\u53f3\u4fa7\u9762\u677f\u5b9e\u65f6\u7ed9\u51fa\u68c0\u6d4b\u7c7b\u522b\u3001\u7f6e\u4fe1\u5ea6\u548c\u63a8\u7406\u8017\u65f6&#xff08;\u5b9e\u6d4b\u7ea6 117\u2013143ms&#xff09;&#xff0c;\u68c0\u6d4b\u7ed3\u679c\u7f29\u7565\u56fe\u81ea\u52a8\u5165\u5217\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261107122518-6aef18ae7f587.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe&#xff1a;\u56fe\u7247\u8bc6\u522b\u9875\u9762\u3002\u5de6\u4fa7\u4e3b\u753b\u5e03\u7ed8\u5236\u68c0\u6d4b\u6846&#xff08;\u201c\u706b\u7130 90%\u201d&#xff09;&#xff0c;\u53f3\u4fa7\u5c55\u793a\u8bc6\u522b\u7ed3\u679c\u4e0e\u672c\u6b21\u4f1a\u8bdd\u7684\u8bc6\u522b\u8bb0\u5f55\u3002<\/p>\n<p>2&#xff09;\u89c6\u9891\u8bc6\u522b&#xff1a;\u4e0a\u4f20\u89c6\u9891\u540e\u9010\u5e27\u63a8\u7406&#xff0c;\u753b\u9762\u5b9e\u65f6\u53e0\u52a0\u68c0\u6d4b\u6846&#xff1b;\u53f3\u4fa7\u540c\u6b65\u7edf\u8ba1&#034;\u8fd1 60s \u7c7b\u522b\u5360\u6bd4&#034;\u67f1\u72b6\u56fe&#xff0c;\u706b\u3001\u70df\u3001\u4eba\u3001\u8f66\u7684\u52a8\u6001\u53d8\u5316\u4e00\u773c\u53ef\u89c1\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261107122519-6aef18af9b61f.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe&#xff1a;\u89c6\u9891\u8bc6\u522b\u9875\u9762\u5bf9\u5927\u5df4\u8f66\u68c0\u51fa&#034;\u5927\u578b\u8f66\u8f86 97%&#034;&#xff0c;\u53f3\u4fa7\u67f1\u72b6\u56fe\u5b9e\u65f6\u7edf\u8ba1\u5404\u7c7b\u522b\u51fa\u73b0\u9891\u6b21\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261107122520-6aef18b0a0ac3.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe&#xff1a;\u707e\u5bb3\u89c6\u9891\u68c0\u6d4b\u793a\u4f8b&#xff0c;\u706b\u7130\u68c0\u51fa\u7f6e\u4fe1\u5ea6 74%&#xff0c;\u9762\u677f\u540c\u65f6\u663e\u793a\u4e3b\u6a21\u578b\u578b\u53f7\u4e0e\u63a8\u7406\u8017\u65f6\u3002<\/p>\n<p>3&#xff09;\u8bc6\u522b\u5386\u53f2&#xff1a;\u6bcf\u6b21\u8bc6\u522b\u81ea\u52a8\u843d\u5e93&#xff0c;\u6309\u65f6\u95f4\u7ebf\u8bb0\u5f55\u5a92\u4f53\u7c7b\u578b\u3001\u68c0\u6d4b\u7c7b\u522b\u3001\u5e73\u5747\u7f6e\u4fe1\u5ea6\u3001\u6240\u7528\u6a21\u578b&#xff0c;\u652f\u6301\u8be6\u60c5\u67e5\u770b\u4e0e\u5220\u9664\u2014\u2014\u8fd9\u5c31\u662f\u5e94\u6025\u573a\u666f\u7684&#034;\u51fa\u8b66\u53f0\u8d26&#034;\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261107122521-6aef18b18a2ce.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe&#xff1a;\u8bc6\u522b\u8bb0\u5f55\u5217\u8868\u9875&#xff0c;\u6db5\u76d6\u6444\u50cf\u5934\/\u56fe\u7247\u7b49\u591a\u79cd\u6765\u6e90&#xff0c;\u6309\u65f6\u95f4\u5012\u5e8f\u6392\u5217\u3002<\/p>\n<p>4&#xff09;\u7edf\u8ba1\u5927\u5c4f&#xff1a;\u628a\u6240\u6709\u8bc6\u522b\u884c\u4e3a\u6c47\u805a\u6210\u8fd0\u8425\u89c6\u56fe\u2014\u2014\u7c7b\u522b\u5206\u5e03 Top8\u3001\u8fd1 14 \u5929\u8bc6\u522b\u8d8b\u52bf\u300124h\u00d77 \u8bc6\u522b\u65f6\u6bb5\u70ed\u529b\u56fe\u3001\u7f6e\u4fe1\u5ea6\u5206\u5e03\u3001\u8bc6\u522b\u6210\u529f\u7387\u4eea\u8868\u76d8\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261107122522-6aef18b22fb2b.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe&#xff1a;\u8bc6\u522b\u7edf\u8ba1\u5927\u5c4f&#xff0c;\u516d\u4e2a\u6570\u636e\u9762\u677f\u5b9e\u65f6\u53cd\u6620\u7cfb\u7edf\u8fd0\u884c\u72b6\u6001\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001\u6570\u636e\u6765\u6e90<\/h3>\n<p>\u9879\u76ee\u4f7f\u7528 Kaggle \u516c\u5f00\u7684 Disaster Response Object Detection Dataset&#xff08;\u707e\u5bb3\u5e94\u6025\u54cd\u5e94\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6&#xff09;&#xff0c;\u5e76\u5728\u5176\u57fa\u7840\u4e0a\u5b8c\u6210\u4e86\u4e00\u6574\u5957\u6570\u636e\u5de5\u7a0b\u3002<\/p>\n<p>\u57fa\u672c\u76d8&#xff1a;\u5171 12,440 \u5f20\u56fe\u50cf\u300121,165 \u4e2a\u6807\u6ce8\u6846&#xff0c;\u6309\u5b98\u65b9\u5212\u5206\u51bb\u7ed3\u4f7f\u7528\u2014\u2014\u8bad\u7ec3 10,450 \u5f20\u3001\u9a8c\u8bc1 1,556 \u5f20\u3001\u6d4b\u8bd5 434 \u5f20\u30026 \u7c7b\u76ee\u6807\u5206\u5e03\u5e76\u4e0d\u5747\u5300&#xff0c;\u6700\u591a\u7684 fire&#xff08;6,173 \u6846&#xff09;\u662f\u6700\u5c11\u7684 smoke&#xff08;1,513 \u6846&#xff09;\u7684 4.08 \u500d&#xff0c;\u8fd9\u4e5f\u662f\u540e\u9762\u6307\u6807\u5206\u6790\u91cc&#034;\u70df\u96fe\u96be\u68c0&#034;\u7684\u4f0f\u7b14\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261107122522-6aef18b2ce7c9.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe&#xff1a;\u4e09\u5212\u5206\u4e0b\u7684\u5404\u7c7b\u522b\u6807\u6ce8\u6846\u6570\u91cf&#xff08;\u5bf9\u6570\u8f74&#xff09;\u3002fire\/person \u5360\u6bd4\u6700\u9ad8&#xff0c;smoke \u6700\u7a00\u7f3a\u3002<\/p>\n<p>\u6570\u636e\u4f53\u68c0\u4e09\u4ef6\u5957&#xff08;\u8bad\u7ec3\u524d\u5168\u90e8\u7559\u75d5&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u5b8c\u6574\u6027\u6821\u9a8c&#xff1a;\u5168\u91cf\u56fe\u50cf PIL \u89e3\u7801\u68c0\u67e5&#xff0c;\u635f\u574f\u7387 0&#xff1b;\u7f3a\u5931\u6807\u6ce8\/\u7f3a\u5931\u56fe\u50cf\u5404 1 \u5bf9&#xff0c;142 \u5f20\u7a7a\u6807\u6ce8\u80cc\u666f\u56fe\u4fdd\u7559&#xff08;\u8d1f\u6837\u672c\u662f\u6709\u4ef7\u503c\u7684&#xff09;&#xff1b;<\/li>\n<li>\u6807\u7b7e\u566a\u58f0\u7b5b\u67e5&#xff1a;\u7528 yolov8n \u8bad\u7ec3 5 epoch \u4f5c\u57fa\u7ebf&#xff0c;cleanlab \u626b\u51fa\u7ea6 4.25% \u53ef\u7591\u6807\u6ce8&#xff08;34 \u5904&#xff09;&#xff0c;\u4f4e\u4e8e 10% \u9608\u503c\u4e0d\u81ea\u52a8\u5220\u6539&#xff0c;\u4f46\u751f\u6210\u4e86\u5b8c\u6574\u7684\u9694\u79bb\u6e05\u5355\u5907\u67e5&#xff1b;<\/li>\n<li>\u53ef\u884c\u6027\u8bc4\u4f30&#xff1a;\u4ece\u6bcf\u7c7b\u6700\u5c11\u5b9e\u4f8b\u6570\u3001\u5c0f\u76ee\u6807\u5360\u6bd4&#xff08;2.8%&#xff09;\u3001\u7c7b\u522b\u4e0d\u5747\u8861\u5ea6\u7b49 6 \u4e2a\u7ef4\u5ea6\u6253\u5206&#xff0c;\u7ed3\u8bba\u662f&#034;\u53ef\u5b9e\u73b0\u4f46\u6709\u98ce\u9669&#034;\u2014\u2014\u98ce\u9669\u70b9\u88ab\u7cbe\u786e\u9501\u5b9a\u5728 test \u96c6\u7f3a 3 \u7c7b\u8f66\u8f86\u76ee\u6807 \u4e0a&#xff0c;\u5e76\u5728\u6a21\u578b\u5361\u7247\u4e2d\u5982\u5b9e\u62ab\u9732\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e94\u3001\u5b9e\u9a8c\u5bf9\u6bd4<\/h3>\n<p>\u6240\u6709\u5b9e\u9a8c\u9075\u5faa&#034;\u540c\u4e00\u6570\u636e\u96c6\u3001\u540c\u4e00\u9a8c\u8bc1\u534f\u8bae\u3001\u540c\u4e00\u968f\u673a\u79cd\u5b50&#034;\u7684\u516c\u5e73\u5bf9\u6bd4\u539f\u5219\u3002<\/p>\n<p>\u4e3b\u6a21\u578b&#xff1a;YOLO26m<\/p>\n<p>\u914d\u7f6e\u4e3a 512\u00d7512 \u8f93\u5165\u3001batch&#061;16\u3001SGD&#xff08;lr0&#061;0.001&#xff0c;\u4f59\u5f26\u9000\u706b&#xff09;\u3001Mosaic \u589e\u5f3a\u6536\u5c3e\u524d 10 \u8f6e\u5173\u95ed\u3002\u8bad\u7ec3\u5728 103 \u8f6e\u89e6\u53d1\u65e9\u505c&#xff08;patience&#061;20&#xff09;&#xff0c;\u6700\u4f18\u51fa\u73b0\u5728\u7b2c 54 \u8f6e&#xff0c;\u603b\u8017\u65f6\u7ea6 9 \u5c0f\u65f6&#xff1a;<\/p>\n<ul>\n<li>mAP&#064;0.5 &#061; 0.8594&#xff08;\u5b98\u65b9\u9a8c\u8bc1\u534f\u8bae&#xff0c;fitness \u5cf0\u503c 0.861&#xff09;<\/li>\n<li>mAP&#064;0.5:0.95 &#061; 0.6960<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261107122524-6aef18b4051ac.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe&#xff1a;YOLO26m \u9a8c\u8bc1\u96c6 mAP \u66f2\u7ebf\u3002\u524d 10 \u8f6e\u5feb\u901f\u722c\u5347&#xff0c;\u7ea6 30 \u8f6e\u540e\u8fdb\u5165\u5e73\u53f0\u671f&#xff0c;fitness \u5cf0\u503c\u51fa\u73b0\u5728\u7b2c 83 \u8f6e&#xff0c;\u7b2c 103 \u8f6e\u65e9\u505c\u3002<\/p>\n<p>\u5bf9\u7167\u7ec4\u4e00&#xff1a;RT-DETR-L<\/p>\n<p>Transformer \u8def\u7ebf\u7684 RT-DETR-L&#xff08;32.8M \u53c2\u6570&#xff09;\u6700\u7ec8 mAP&#064;0.5 &#061; 0.8532&#xff0c;\u4e0e YOLO26m \u5dee\u8ddd\u4ec5 0.8 \u4e2a\u70b9&#xff0c;\u4f46\u8bad\u7ec3\u8017\u65f6 12.1 \u5c0f\u65f6\u6bd4\u4e3b\u6a21\u578b\u591a 34%&#xff0c;\u4e14 8GB \u663e\u5b58\u8dd1\u4e0d\u4e0b\u7edf\u4e00 batch&#061;16&#xff08;\u5b9e\u6d4b\u663e\u5b58\u6ea2\u51fa\u5230\u5171\u4eab\u5185\u5b58&#xff0c;\u901f\u5ea6\u9aa4\u964d&#xff09;&#xff0c;\u88ab\u8feb\u964d\u4e3a batch&#061;8\u2014\u2014\u540c\u7cbe\u5ea6\u4e0b&#xff0c;YOLO26m \u5728\u6d88\u8d39\u7ea7\u663e\u5361\u4e0a\u7684\u5de5\u7a0b\u53cb\u597d\u5ea6\u660e\u663e\u66f4\u9ad8\u3002<\/p>\n<p>\u5bf9\u7167\u7ec4\u4e8c&#xff1a;YOLO11m&#xff08;\u8bda\u5b9e\u62ab\u9732&#xff09;\u200b<\/p>\n<p>YOLO11m \u5bf9\u7167\u7ec4\u5728\u7b2c 11 \u8f6e\u8bad\u7ec3\u8fdb\u7a0b\u5f02\u5e38\u4e2d\u65ad&#xff0c;\u53ea\u7559\u4e0b 10 \u8f6e\u8bb0\u5f55&#xff08;mAP&#064;0.5 &#061; 0.7598&#xff09;\u3002\u8fd9\u4e2a\u6570\u5b57\u4e0d\u6784\u6210\u5b8c\u6574\u5bf9\u7167\u2014\u2014\u6309 YOLO26m \u524d 10 \u8f6e\u7ea6 0.84 \u7684\u722c\u5347\u901f\u5ea6\u770b&#xff0c;\u4e2d\u65ad\u65f6\u5c1a\u5728\u722c\u5761\u671f\u3002\u9879\u76ee\u4e2d\u5982\u5b9e\u5728\u5143\u6570\u636e\u91cc\u8bb0\u5f55\u4e86\u4e2d\u65ad\u4e8b\u5b9e&#xff0c;\u4e5f\u63d0\u9192\u6211\u4eec&#xff1a;\u957f\u8bad\u7ec3\u4efb\u52a1\u5fc5\u987b\u914d\u8fdb\u7a0b\u5b88\u62a4\u3002<\/p>\n<p>\u4e09\u65b9\u5bf9\u6bd4\u4e00\u89c8<\/p>\n<table>\n<tr>\u6a21\u578b\u53c2\u6570\u91cfmAP&#064;0.5mAP&#064;0.5:0.95\u8bad\u7ec3\u8f6e\u6570\u8bad\u7ec3\u8017\u65f6<\/tr>\n<tbody>\n<tr>\n<td>YOLO26m&#xff08;\u4e3b\u6a21\u578b&#xff09;\u200b<\/td>\n<td>20.4M<\/td>\n<td>0.8594<\/td>\n<td>0.6960<\/td>\n<td>103&#xff08;\u65e9\u505c&#xff09;<\/td>\n<td>~9.0 h<\/td>\n<\/tr>\n<tr>\n<td>RT-DETR-L<\/td>\n<td>32.8M<\/td>\n<td>0.8532<\/td>\n<td>0.6802<\/td>\n<td>82&#xff08;\u65e9\u505c&#xff09;<\/td>\n<td>~12.1 h<\/td>\n<\/tr>\n<tr>\n<td>YOLO11m&#xff08;\u4e2d\u65ad&#xff09;<\/td>\n<td>20.1M<\/td>\n<td>0.7598*<\/td>\n<td>0.5634*<\/td>\n<td>\u4ec5 10 \u8f6e<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6ce8&#xff1a;YOLO11m \u4e3a\u8bad\u7ec3\u4e2d\u65ad\u65f6\u7684\u4e2d\u95f4\u503c&#xff0c;\u4ec5\u4f9b\u53c2\u8003\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261107122524-6aef18b4c1e2e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe&#xff1a;\u4e09\u79cd\u6a21\u578b\u5728\u540c\u4e00\u6570\u636e\u96c6\u3001\u540c\u4e00\u9a8c\u8bc1\u534f\u8bae\u4e0b\u7684 mAP \u8bad\u7ec3\u66f2\u7ebf\u5bf9\u6bd4&#xff08;seed&#061;42&#xff09;\u3002<\/p>\n<p>\u5bfc\u51fa\u90e8\u7f72\u73af\u8282\u7684\u4e00\u81f4\u6027\u6821\u9a8c&#xff1a;\u4e3b\u6a21\u578b\u5bfc\u51fa\u4e3a end2end NMS-free \u7684 ONNX&#xff08;opset 17&#xff0c;\u8f93\u51fa\u5f62\u72b6 (N,300,6)&#xff09;&#xff0c;\u4e0e PyTorch \u539f\u751f\u63a8\u7406\u505a\u4e86\u4e09\u9879 parity \u6821\u9a8c\u2014\u2014\u6846\u6570\u91cf\u5dee\u4e3a 0&#xff0c;\u7f6e\u4fe1\u5ea6\u6700\u5927\u7edd\u5bf9\u8bef\u5dee 0.000222&#xff0c;\u5168\u90e8\u901a\u8fc7\u3002\u4e5f\u5c31\u662f\u8bf4&#xff0c;\u90e8\u7f72\u5230 Web \u7aef\u7684\u6a21\u578b\u548c\u5b9e\u9a8c\u5ba4\u91cc\u90a3\u4e2a\u662f&#034;\u540c\u4e00\u4e2a\u5927\u8111&#034;\u200b\u3002<\/p>\n<p>\u57df\u5916\u62d2\u8bc6\u6807\u5b9a&#xff1a;\u7528 Energy Score&#xff08;95% \u5206\u4f4d\u6807\u5b9a&#xff0c;\u9608\u503c 0.6298&#xff09;\u5728 avatar \/ house \/ landscape \u4e09\u7c7b\u975e\u707e\u5bb3\u56fe\u50cf\u4e0a\u6d4b\u8bd5&#xff0c;\u62d2\u8bc6\u7387 100%&#xff0c;\u9a8c\u8bc1\u96c6\u6b63\u5e38\u6837\u672c\u901a\u8fc7\u7387 94.99%\u2014\u2014\u98ce\u666f\u7167\u8fdb\u6765\u4f1a\u88ab\u76f4\u63a5\u529d\u9000&#xff0c;\u800c\u4e0d\u662f\u786c\u7f16\u68c0\u6d4b\u6846\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001\u53ef\u89c6\u5316\u5206\u6790<\/h3>\n<p>\u8fd9\u4e00\u8282\u4ece 23 \u5f20\u5b9e\u9a8c\u56fe\u8868\u4e2d\u6311\u51fa\u6700\u6709\u4fe1\u606f\u91cf\u7684\u51e0\u5f20&#xff08;\u8bad\u7ec3\u66f2\u7ebf\u4e0e\u6a21\u578b\u5bf9\u6bd4\u89c1\u7b2c\u4e94\u8282\u3001\u6570\u636e\u5206\u5e03\u89c1\u7b2c\u56db\u8282&#xff09;&#xff0c;\u5e26\u4f60\u770b\u61c2\u6a21\u578b\u7684&#034;\u5f3a\u9879\u4e0e\u8f6f\u808b&#034;\u3002<\/p>\n<p>\u2460 \u6df7\u6dc6\u77e9\u9635&#xff1a;\u8c01\u662f&#034;\u60ef\u72af&#034;&#xff0c;\u8c01\u662f&#034;\u51a4\u6848&#034;\u200b<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261107122525-6aef18b597201.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe&#xff1a;\u9a8c\u8bc1\u96c6\u6df7\u6dc6\u77e9\u9635&#xff08;\u5de6&#xff1a;\u8ba1\u6570&#xff0c;\u53f3&#xff1a;\u884c\u5f52\u4e00\u5316&#xff09;\u3002\u5bf9\u89d2\u7ebf\u4e0a\u8f66\u8f86\u7c7b\u9ad8\u8fbe 0.95\u20130.97&#xff0c;\u800c\u975e\u5bf9\u89d2\u7ebf\u4e0a\u5927\u91cf\u76ee\u6807\u88ab\u8bef\u5224\u4e3a&#034;\u80cc\u666f&#034;\u3002<\/p>\n<p>\u6df7\u6dc6\u77e9\u9635\u66b4\u9732\u51fa\u4e24\u4e2a\u5178\u578b\u95ee\u9898&#xff1a;person \u6709 31% \u6f0f\u6210\u4e86\u80cc\u666f&#xff08;\u5f31\u5149\u3001\u8fdc\u5c0f\u76ee\u6807\u4e0b\u4eba\u5f62\u7279\u5f81\u4e0d\u7a33\u5b9a&#xff09;&#xff0c;smoke \u7684\u5bf9\u89d2\u503c\u53ea\u6709 0.57\u2014\u2014\u70df\u96fe\u6ca1\u6709\u56fa\u5b9a\u5f62\u72b6\u3001\u8fb9\u754c\u6a21\u7cca&#xff0c;\u662f\u5168\u573a\u6700\u96be\u7684\u7c7b\u522b\u3002\u53cd\u8fc7\u6765&#xff0c;\u8f66\u8f86\u7c7b\u51e0\u4e4e\u4e0d\u72af\u7c7b\u95f4\u6df7\u6dc6&#xff0c;\u8bf4\u660e&#034;\u706b\u70df\u4eba\u8f66&#034;\u8fd9\u79cd\u8de8\u6a21\u6001\u7c7b\u76ee\u7ec4\u5408\u4e0b&#xff0c;\u6a21\u578b\u4f18\u5148\u5b66\u4f1a\u4e86\u533a\u5206\u5dee\u5f02\u5927\u7684\u7c7b\u522b\u3002<\/p>\n<p>\u2461 \u9010\u7c7b\u522b AP&#xff1a;\u957f\u5c3e\u7684\u4ee3\u4ef7<\/p>\n<p><img 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src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261107122529-6aef18b95e599.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe&#xff1a;conf&#061;0.25\u3001IoU\u22650.5 \u4e0b\u7684\u9010\u7c7b\u522b\u8bef\u68c0&#xff08;FP&#xff09;\u4e0e\u6f0f\u68c0&#xff08;FN&#xff09;\u7edf\u8ba1&#xff08;\u5bf9\u6570\u8f74&#xff09;\u3002<\/p>\n<p>fire \u662f\u8bef\u68c0\u91cd\u707e\u533a&#xff08;\u7ea6 240 \u4e2a FP&#xff09;\u2014\u2014\u665a\u971e\u3001\u706f\u5149\u8fd9\u7c7b&#034;\u957f\u5f97\u50cf\u706b&#034;\u7684\u573a\u666f\u6700\u5bb9\u6613\u7ffb\u8f66&#xff0c;\u8fd9\u6070\u597d\u5370\u8bc1\u4e86\u57df\u5916\u62d2\u8bc6\u673a\u5236\u7684\u5fc5\u8981\u6027&#xff1b;\u8f66\u8f86\u7c7b FP\/FN \u53cc\u4f4e&#xff0c;\u8868\u73b0\u6700\u7a33\u3002<\/p>\n<p>\u2463 \u6570\u636e\u5206\u5e03&#xff08;\u89c1\u7b2c\u56db\u8282\u56fe&#xff09;\u200b&#xff1a;smoke \u6837\u672c\u53ea\u6709 fire \u7684 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