{"id":72705,"date":"2026-02-06T12:18:17","date_gmt":"2026-02-06T04:18:17","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/72705.html"},"modified":"2026-02-06T12:18:17","modified_gmt":"2026-02-06T04:18:17","slug":"%e3%80%90%e6%95%b0%e6%8d%ae%e9%9b%86-03%e3%80%91%e4%b8%ad%e5%9b%bd%e8%93%9d-%e9%bb%84-%e7%bb%bf%e8%bd%a6%e7%89%8c%e6%a3%80%e6%b5%8b%e6%95%b0%e6%8d%ae%e9%9b%86%ef%bc%88%e6%8c%89%e6%af%94%e4%be%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/72705.html","title":{"rendered":"\u3010\u6570\u636e\u96c6 03\u3011\u4e2d\u56fd\u84dd\/\u9ec4\/\u7eff\u8f66\u724c\u68c0\u6d4b\u6570\u636e\u96c6\uff08\u6309\u6bd4\u4f8b\u5212\u5206\u8bad\u7ec3\u3001\u9a8c\u8bc1\u3001\u6d4b\u8bd5\uff09\u5305\u542b\u8bad\u7ec3\u597d\u7684yolo11\/yolov8\u6a21\u578b"},"content":{"rendered":"<p id=\"main-toc\">\u76ee\u5f55<\/p>\n<p id=\"%E5%9B%9B%E3%80%81%E6%95%B0%E6%8D%AE%E9%9B%86-toc\" style=\"margin-left:0px\">1\u3001\u6570\u636e\u6765\u6e90<\/p>\n<p id=\"2%E3%80%81%E6%95%B0%E6%8D%AE%E9%9B%86%E5%88%86%E7%B1%BB-toc\" style=\"margin-left:0px\">2\u3001\u6570\u636e\u96c6\u5206\u7c7b<\/p>\n<p id=\"4.3%E3%80%81%E6%95%B0%E6%8D%AE%E9%9B%86%E7%BB%9F%E8%AE%A1-toc\" style=\"margin-left:0px\">3\u3001\u6570\u636e\u96c6\u7edf\u8ba1<\/p>\n<p id=\"4%E3%80%81%E6%95%B0%E6%8D%AE%E9%9B%86%E7%BB%93%E6%9E%84-toc\" style=\"margin-left:0px\">4\u3001\u6570\u636e\u96c6\u7ed3\u6784<\/p>\n<p id=\"5%E3%80%81%E6%95%B0%E6%8D%AE%E9%9B%86%E9%85%8D%E7%BD%AE%E6%96%87%E4%BB%B6-toc\" style=\"margin-left:0px\">5\u3001\u6570\u636e\u96c6\u914d\u7f6e\u6587\u4ef6<\/p>\n<p id=\"6%E3%80%81%E6%95%B0%E6%8D%AE%E5%88%86%E5%89%B2%E7%AD%96%E7%95%A5-toc\" style=\"margin-left:0px\">6\u3001\u6570\u636e\u5206\u5272\u7b56\u7565<\/p>\n<p id=\"7%E3%80%81%E6%95%B0%E6%8D%AE%E9%A2%84%E5%A4%84%E7%90%86-toc\" style=\"margin-left:0px\">7\u3001\u6570\u636e\u9884\u5904\u7406<\/p>\n<p id=\"4.8%E3%80%81%E6%95%B0%E6%8D%AE%E9%9B%86%E5%B1%95%E7%A4%BA-toc\" style=\"margin-left:0px\">8\u3001\u6570\u636e\u96c6\u5c55\u793a<\/p>\n<p id=\"9%E3%80%81YOLO11%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B-toc\" style=\"margin-left:0px\">9\u3001YOLO11\u8bad\u7ec3\u6a21\u578b<\/p>\n<p id=\"9.1%E3%80%81%E6%A8%A1%E5%9E%8B%E8%AF%84%E4%BC%B0-toc\" style=\"margin-left:40px\">9.1\u3001\u6a21\u578b\u8bc4\u4f30<\/p>\n<p id=\"9.2%E3%80%81%E6%A8%A1%E5%9E%8B%E9%AA%8C%E8%AF%81-toc\" style=\"margin-left:40px\">9.2\u3001\u6a21\u578b\u9a8c\u8bc1<\/p>\n<p id=\"9.3%E3%80%81%E6%A8%A1%E5%9E%8B%E6%B5%8B%E8%AF%95-toc\" style=\"margin-left:40px\">9.3\u3001\u6a21\u578b\u6d4b\u8bd5<\/p>\n<p id=\"10%E3%80%81YOLOv8s%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B-toc\" style=\"margin-left:0px\">10\u3001YOLOv8s\u8bad\u7ec3\u6a21\u578b<\/p>\n<p id=\"10.1%E3%80%81%E6%A8%A1%E5%9E%8B%E8%AF%84%E4%BC%B0-toc\" style=\"margin-left:40px\">10.1\u3001\u6a21\u578b\u8bc4\u4f30<\/p>\n<p id=\"10.2%E3%80%81%E6%A8%A1%E5%9E%8B%E9%AA%8C%E8%AF%81-toc\" style=\"margin-left:40px\">10.2\u3001\u6a21\u578b\u9a8c\u8bc1<\/p>\n<p id=\"10.3%E3%80%81%E6%A8%A1%E5%9E%8B%E6%B5%8B%E8%AF%95-toc\" style=\"margin-left:40px\">10.3\u3001\u6a21\u578b\u6d4b\u8bd5<\/p>\n<p id=\"11%E3%80%81%E9%93%BE%E6%8E%A5-toc\" style=\"margin-left:0px\">11\u3001\u94fe\u63a5<\/p>\n<hr id=\"hr-toc\" \/>\n<h2 id=\"%E5%9B%9B%E3%80%81%E6%95%B0%E6%8D%AE%E9%9B%86\">1\u3001\u6570\u636e\u6765\u6e90<\/h2>\n<p>\u672c\u9879\u76ee\u4f7f\u7528\u7684\u516c\u5f00\u7684CCPD\u6570\u636e\u96c6\u8fdb\u884c\u7b5b\u9009\u8f6c\u6362\u6210YOLO\u8bad\u7ec3\u7684\u6570\u636e\u96c6\u3002<\/p>\n<p>\u6709\u5173CCPD\u6570\u636e\u96c6\u53ef\u4ee5\u67e5\u770b\u6587\u7ae0\u3010\u6570\u636e\u96c6 02\u3011\u8f66\u724cCCPD\u547d\u540d\u89c4\u5219\u53ca\u4e0b\u8f7d\u5730\u5740-CSDN\u535a\u5ba2&#xff0c;\u6587\u7ae0\u8be6\u7ec6\u4ecb\u7ecd\u4e86CCPD\u6570\u636e\u96c6\u7684\u547d\u540d\u89c4\u5219\u4ee5\u53ca\u4e0b\u8f7d\u5730\u5740<\/p>\n<p><span style=\"color:#fe2c24\">\u5728\u6b64\u7279\u522b\u63d0\u9192&#xff0c;CCPD\u6570\u636e\u96c6\u6807\u6ce8\u6709\u9519\u8bef\u7684\u5730\u65b9&#xff0c;\u5c24\u5176\u662fCCPD2019\u8f66\u724c\u7684\u6807\u6ce8&#xff0c;\u5f88\u591a\u8f66\u724c\u6807\u6ce8\u7684\u6846\u90fd\u4e0d\u662f\u5bf9\u5e94\u7684\u8f66\u724c&#xff0c;\u56e0\u6b64\u9700\u8981\u624b\u52a8\u7b5b\u9009&#xff0c;\u4e0d\u7136\u4f1a\u5f71\u54cd\u8bad\u7ec3\u6548\u679c\u3002<\/span><\/p>\n<p>\u4e0b\u9762\u7f16\u5199\u7684python\u4ee3\u7801\u662f\u628aCCPD\u6570\u636e\u96c6\u8f6c\u6210YOLO\u6570\u636e\u96c6\u7684\u811a\u672c<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"338\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041802-69856b7a5e775.png\" width=\"1039\" \/>\u200b<\/p>\n<p>\u641c\u96c6\u7eff\u724c\u548c\u84dd\u724c\u9664\u4e86CCPD\u6570\u636e\u96c6\u8fd8\u6709CRPD&#xff0c;CRPD\u4e0eCCPD\u4e0d\u540c\u4e4b\u5904\u5728\u4e8eCRPD\u5206\u6210\u4e09\u7c7b\u8f66\u724c\u96c6\u3001\u5355\u8f66\u724c\u3001\u53cc\u8f66\u724c\u3001\u591a\u8f66\u724c&#xff0c;\u800cCCPD\u53ea\u6709\u5355\u8f66\u724c\u573a\u666f&#xff0c;\u56e0\u6b64\u4ed6\u4eec\u7684\u62cd\u6444\u73af\u5883\u662f\u4e0d\u4e00\u6837&#xff0c;\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u5e94\u7528\u9879\u76ee\u8fdb\u884c\u9009\u62e9\u3002<\/p>\n<p>\u56e0\u4e3aCCPD\u3001CRPD\u6ca1\u6709\u9ec4\u724c\u6570\u636e\u56e0\u6b64\u901a\u8fc7\u5176\u4ed6\u65b9\u5f0f\u641c\u96c6\u9ec4\u724c\u3002\u6839\u636e\u7ecf\u9a8c\u6570\u636e\u96c6\u57281\u4e07\u5f20\u4ee5\u4e0aYOLO\u6a21\u578b\u8bad\u7ec3\u53ef\u5b9e\u73b0\u8f83\u597d\u7684\u68c0\u6d4b\u6548\u679c&#xff0c;\u56e0\u6b64\u672c\u9879\u76ee\u6700\u7ec8\u5236\u6210\u5305\u542b\u84dd\u724c\u3001\u7eff\u724c\u3001\u9ec4\u724c\u7684YOLO\u6570\u636e\u96c61.5\u4e07\u5f20&#xff0c;\u5177\u4f53\u5982\u4e0b\u3002<\/p>\n<h2 id=\"2%E3%80%81%E6%95%B0%E6%8D%AE%E9%9B%86%E5%88%86%E7%B1%BB\">2\u3001\u6570\u636e\u96c6\u5206\u7c7b<\/h2>\n<table border=\"1\" cellpadding=\"1\" cellspacing=\"1\">\n<tbody>\n<tr>\u7c7b\u522bID\u82f1\u6587\u540d\u79f0\u4e2d\u6587\u540d\u79f0\u6807\u6ce8\u6846\u4e2a\u6570<\/tr>\n<tr>\n<td>0<\/td>\n<td>blueplate<\/td>\n<td>\u84dd\u724c<\/td>\n<td>5,072\u00a0<\/td>\n<\/tr>\n<tr>\n<td>1<\/td>\n<td>greenplate<\/td>\n<td>\u7eff\u724c<\/td>\n<td>5,045\u00a0<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>yellowplate<\/td>\n<td>\u9ec4\u724c<\/td>\n<td>5,247\u00a0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"4.3%E3%80%81%E6%95%B0%E6%8D%AE%E9%9B%86%E7%BB%9F%E8%AE%A1\">3\u3001\u6570\u636e\u96c6\u7edf\u8ba1<\/h2>\n<table>\n<tr>\u6570\u636e\u96c6\u7c7b\u578b\u56fe\u50cf\u6570\u91cf\u5360\u6bd4\u7528\u9014<\/tr>\n<tbody>\n<tr>\n<td>\u8bad\u7ec3\u96c6&#xff08;train&#xff09;<\/td>\n<td>13,827\u00a0\u5f20<\/td>\n<td>90%<\/td>\n<td>\u6a21\u578b\u8bad\u7ec3<\/td>\n<\/tr>\n<tr>\n<td>\u9a8c\u8bc1\u96c6&#xff08;val&#xff09;<\/td>\n<td>1,383 \u5f20<\/td>\n<td>9%<\/td>\n<td>\u6a21\u578b\u9a8c\u8bc1<\/td>\n<\/tr>\n<tr>\n<td>\u6d4b\u8bd5\u96c6&#xff08;test&#xff09;<\/td>\n<td>154\u00a0\u5f20<\/td>\n<td>1%<\/td>\n<td>\u6027\u80fd\u8bc4\u4f30<\/td>\n<\/tr>\n<tr>\n<td>\u603b\u8ba1<\/td>\n<td>15,364 \u5f20<\/td>\n<td>100%<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"4%E3%80%81%E6%95%B0%E6%8D%AE%E9%9B%86%E7%BB%93%E6%9E%84\">4\u3001\u6570\u636e\u96c6\u7ed3\u6784<\/h2>\n<p>dataset\/<br \/>\n\u251c\u2500\u2500 train\/<br \/>\n\u2502   \u251c\u2500\u2500 images\/<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 blue_plate_00001.jpg<br \/>\n\u2502   \u2502   \u2514\u2500\u2500 &#8230;<br \/>\n\u2502   \u2514\u2500\u2500 labels\/<br \/>\n\u2502       \u251c\u2500\u2500 blue_plate_00001.txt<br \/>\n\u2502       \u2514\u2500\u2500 &#8230;<br \/>\n\u251c\u2500\u2500 valid\/<br \/>\n\u2502   \u251c\u2500\u2500 images\/<br \/>\n\u2502   \u2514\u2500\u2500 labels\/<br \/>\n\u2514\u2500\u2500 test\/<br \/>\n    \u251c\u2500\u2500 images\/<br \/>\n    \u2514\u2500\u2500 labels\/ <\/p>\n<h2 id=\"5%E3%80%81%E6%95%B0%E6%8D%AE%E9%9B%86%E9%85%8D%E7%BD%AE%E6%96%87%E4%BB%B6\">5\u3001\u6570\u636e\u96c6\u914d\u7f6e\u6587\u4ef6<\/h2>\n<p>data.yaml<\/p>\n<p>train: D:\/work\/my\/datasets\/BlueGreenYellowPlate\/train\/images<br \/>\nval: D:\/work\/my\/datasets\/BlueGreenYellowPlate\/valid\/images<br \/>\ntest: D:\/work\/my\/datasets\/BlueGreenYellowPlate\/test\/images<\/p>\n<p>nc: 3<br \/>\nnames: [&#039;blueplate&#039;, &#039;greenplate&#039;, &#039;yellowplate&#039;]<\/p>\n<p>labelfast:<br 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\u8d28\u91cf\u7b5b\u9009&#xff1a;\u79fb\u9664\u6a21\u7cca\u3001\u635f\u574f\u6216\u6807\u6ce8\u9519\u8bef\u7684\u56fe\u50cf \u683c\u5f0f\u8f6c\u6362&#xff1a;\u8f6c\u6362\u4e3a\u6a21\u578b\u8bad\u7ec3\u6240\u9700\u7684\u683c\u5f0f \u6570\u636e\u589e\u5f3a\u7b56\u7565&#xff1a;<\/p>\n<p>\u51e0\u4f55\u53d8\u6362&#xff1a;\u65cb\u8f6c\u3001\u7ffb\u8f6c\u3001\u7f29\u653e\u3001\u5e73\u79fb \u989c\u8272\u53d8\u6362&#xff1a;\u4eae\u5ea6\u3001\u5bf9\u6bd4\u5ea6\u3001\u9971\u548c\u5ea6\u8c03\u6574 \u566a\u58f0\u6dfb\u52a0&#xff1a;\u9ad8\u65af\u566a\u58f0\u3001\u6912\u76d0\u566a\u58f0 \u6df7\u5408\u589e\u5f3a&#xff1a;Mosaic\u3001MixUp\u7b49\u6280\u672f<\/p>\n<h2 id=\"4.8%E3%80%81%E6%95%B0%E6%8D%AE%E9%9B%86%E5%B1%95%E7%A4%BA\">8\u3001\u6570\u636e\u96c6\u5c55\u793a<\/h2>\n<p>\u90e8\u5206\u8bad\u7ec3\u56fe&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"225\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041802-69856b7a97f6d.png\" width=\"331\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"223\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041803-69856b7b41a4d.png\" width=\"333\" \/><\/p>\n<p>\u90e8\u5206\u9a8c\u8bc1\u56fe&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"225\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041803-69856b7bca38a.png\" width=\"332\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"221\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041804-69856b7c6b3d5.png\" width=\"326\" \/><\/p>\n<p>\u90e8\u5206\u6d4b\u8bd5\u56fe&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"217\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041804-69856b7cc77ca.png\" width=\"313\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"214\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041805-69856b7d505d7.png\" width=\"318\" \/><\/p>\n<h2 id=\"9%E3%80%81YOLO11%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B\">9\u3001YOLO11\u8bad\u7ec3\u6a21\u578b<\/h2>\n<h3 id=\"9.1%E3%80%81%E6%A8%A1%E5%9E%8B%E8%AF%84%E4%BC%B0\">9.1\u3001\u6a21\u578b\u8bc4\u4f30<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"329\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041805-69856b7dafbb8.png\" width=\"1326\" \/><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"507\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041805-69856b7dde6d4.jpg\" width=\"507\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1200\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041806-69856b7ee36a4.png\" width=\"2400\" \/><\/p>\n<p>\u6a21\u578b\u8bc4\u4f30\u5206\u6790<\/p>\n<table>\n<tr>\u53c2\u6570\u7c7b\u578b\u8ba1\u7b97\u8303\u56f4\u5b9e\u9645\u542b\u4e49\u6700\u540e\u4e00\u8f6e\u503c\u8868\u73b0\u53c2\u8003\u503c&#xff08;\u6027\u80fd\u7b49\u7ea7\u5212\u5206&#xff09;\u7b49\u7ea7<\/tr>\n<tbody>\n<tr>\n<td>train\/box_loss<\/td>\n<td>\u635f\u5931<\/td>\n<td>\u6240\u6709\u8bad\u7ec3\u6837\u672c<\/td>\n<td>\u5b9a\u4f4d\u4e0d\u51c6\u7684\u5e73\u5747\u4ee3\u4ef7<\/td>\n<td>0.35565<\/td>\n<td>\u6301\u7eed\u5e73\u7a33\u4e0b\u964d\u81f3\u6781\u4f4e\u6c34\u5e73<\/td>\n<td>\u4f18\u79c0&#xff1a;&lt; 0.8 \u826f\u597d&#xff1a;0.8\u20131.2 \u4e00\u822c&#xff1a;1.2\u20131.8 \u8f83\u5dee&#xff1a;1.8\u20132.5 \u5dee&#xff1a;&gt; 2.5<\/td>\n<td>\u4f18\u79c0<\/td>\n<\/tr>\n<tr>\n<td>train\/cls_loss<\/td>\n<td>\u635f\u5931<\/td>\n<td>\u6240\u6709\u8bad\u7ec3\u6837\u672c<\/td>\n<td>\u5206\u7c7b\u9519\u8bef\u7684\u5e73\u5747\u4ee3\u4ef7<\/td>\n<td>0.15506<\/td>\n<td>\u6301\u7eed\u5927\u5e45\u4e0b\u964d\u81f3\u6781\u4f4e\u6c34\u5e73<\/td>\n<td>\u4f18\u79c0&#xff1a;&lt; 0.5 \u826f\u597d&#xff1a;0.5\u20131.0 \u4e00\u822c&#xff1a;1.0\u20131.8 \u8f83\u5dee&#xff1a;1.8\u20133.0 \u5dee&#xff1a;&gt; 3.0<\/td>\n<td>\u4f18\u79c0<\/td>\n<\/tr>\n<tr>\n<td>train\/dfl_loss<\/td>\n<td>\u635f\u5931<\/td>\n<td>\u6240\u6709\u8bad\u7ec3\u6837\u672c<\/td>\n<td>\u5750\u6807\u4f30\u8ba1\u7c97\u7cd9\u7684\u4ee3\u4ef7<\/td>\n<td>0.81125<\/td>\n<td>\u5e73\u7a33\u4e0b\u964d\u81f3\u8f83\u4f4e\u6c34\u5e73<\/td>\n<td>\u4f18\u79c0&#xff1a;&lt; 0.8 \u826f\u597d&#xff1a;0.8\u20131.2 \u4e00\u822c&#xff1a;1.2\u20131.6 \u8f83\u5dee&#xff1a;1.6\u20132.0 \u5dee&#xff1a;&gt; 2.0<\/td>\n<td>\u4f18\u79c0<\/td>\n<\/tr>\n<tr>\n<td>val\/box_loss<\/td>\n<td>\u635f\u5931<\/td>\n<td>\u6240\u6709\u9a8c\u8bc1\u6837\u672c<\/td>\n<td>\u6cdb\u5316\u5b9a\u4f4d\u8bef\u5dee<\/td>\n<td>0.39308<\/td>\n<td>\u6301\u7eed\u4e0b\u964d\u4e14\u4f4e\u4e8e\u8bad\u7ec3\u96c6\u6c34\u5e73<\/td>\n<td>\u4f18\u79c0&#xff1a;&lt; 0.8 \u826f\u597d&#xff1a;0.8\u20131.2 \u4e00\u822c&#xff1a;1.2\u20131.8 \u8f83\u5dee&#xff1a;1.8\u20132.5 \u5dee&#xff1a;&gt; 2.5<\/td>\n<td>\u4f18\u79c0<\/td>\n<\/tr>\n<tr>\n<td>val\/cls_loss<\/td>\n<td>\u635f\u5931<\/td>\n<td>\u6240\u6709\u9a8c\u8bc1\u6837\u672c<\/td>\n<td>\u6cdb\u5316\u5206\u7c7b\u8bef\u5dee<\/td>\n<td>0.16706<\/td>\n<td>\u6781\u4f4e\u4e14\u6574\u4f53\u7a33\u5b9a<\/td>\n<td>\u4f18\u79c0&#xff1a;&lt; 0.5 \u826f\u597d&#xff1a;0.5\u20131.0 \u4e00\u822c&#xff1a;1.0\u20131.8 \u8f83\u5dee&#xff1a;1.8\u20133.0 \u5dee&#xff1a;&gt; 3.0<\/td>\n<td>\u4f18\u79c0<\/td>\n<\/tr>\n<tr>\n<td>val\/dfl_loss<\/td>\n<td>\u635f\u5931<\/td>\n<td>\u6240\u6709\u9a8c\u8bc1\u6837\u672c<\/td>\n<td>\u6cdb\u5316\u5750\u6807\u8bef\u5dee<\/td>\n<td>0.82111<\/td>\n<td>\u4e0e\u8bad\u7ec3\u635f\u5931\u63a5\u8fd1\u4e14\u7a33\u5b9a<\/td>\n<td>\u4f18\u79c0&#xff1a;&lt; 0.8 \u826f\u597d&#xff1a;0.8\u20131.2 \u4e00\u822c&#xff1a;1.2\u20131.6 \u8f83\u5dee&#xff1a;1.6\u20132.0 \u5dee&#xff1a;&gt; 2.0<\/td>\n<td>\u826f\u597d<\/td>\n<\/tr>\n<tr>\n<td>metrics\/precision(B)<\/td>\n<td>\u6307\u6807<\/td>\n<td>\u6240\u6709\u9a8c\u8bc1\u6837\u672c<\/td>\n<td>\u6574\u4f53\u67e5\u51c6\u7387<\/td>\n<td>0.99983<\/td>\n<td>\u6781\u9ad8\u4e14\u7a33\u5b9a\u5728 0.99&#043;<\/td>\n<td>\u4f18\u79c0&#xff1a;\u2265 0.85 \u826f\u597d&#xff1a;0.75\u20130.84 \u4e00\u822c&#xff1a;0.60\u20130.74 \u8f83\u5dee&#xff1a;0.40\u20130.59 \u5dee&#xff1a;&lt; 0.40<\/td>\n<td>\u9876\u5c16<\/td>\n<\/tr>\n<tr>\n<td>metrics\/recall(B)<\/td>\n<td>\u6307\u6807<\/td>\n<td>\u6240\u6709\u9a8c\u8bc1\u6837\u672c<\/td>\n<td>\u6574\u4f53\u67e5\u5168\u7387<\/td>\n<td>0.99927<\/td>\n<td>\u6781\u9ad8\u4e14\u8d8b\u4e8e\u9971\u548c<\/td>\n<td>\u4f18\u79c0&#xff1a;\u2265 0.80 \u826f\u597d&#xff1a;0.70\u20130.79 \u4e00\u822c&#xff1a;0.55\u20130.69 \u8f83\u5dee&#xff1a;0.35\u20130.54 \u5dee&#xff1a;&lt; 0.35<\/td>\n<td>\u9876\u5c16<\/td>\n<\/tr>\n<tr>\n<td>metrics\/mAP50(B)<\/td>\n<td>\u6307\u6807<\/td>\n<td>\u6bcf\u7c7b AP \u5e73\u5747<\/td>\n<td>\u4e2d\u7b49 IoU \u4e0b\u7efc\u5408\u80fd\u529b<\/td>\n<td>0.995<\/td>\n<td>\u6781\u9ad8\u4e14\u9971\u548c<\/td>\n<td>\u9876\u5c16&#xff1a;\u2265 0.85 \u4f18\u79c0&#xff1a;0.75\u20130.84 \u826f\u597d&#xff1a;0.65\u20130.74 \u53ef\u7528&#xff1a;0.50\u20130.64 \u8f83\u5dee&#xff1a;0.30\u20130.49 \u5dee&#xff1a;&lt; 0.30<\/td>\n<td>\u9876\u5c16<\/td>\n<\/tr>\n<tr>\n<td>metrics\/mAP50-95(B)<\/td>\n<td>\u6307\u6807<\/td>\n<td>\u6bcf\u7c7b AP&#064;[0.5:0.95] \u5e73\u5747<\/td>\n<td>\u4e25\u82db IoU \u4e0b\u9c81\u68d2\u6027<\/td>\n<td>0.93942<\/td>\n<td>\u6781\u9ad8\u4e14\u6301\u7eed\u63d0\u5347<\/td>\n<td>\u9876\u5c16&#xff1a;\u2265 0.50 \u4f18\u79c0&#xff1a;0.40\u20130.49 \u826f\u597d&#xff1a;0.30\u20130.39 \u4e00\u822c&#xff1a;0.20\u20130.29 \u8f83\u5dee&#xff1a;0.10\u20130.19 \u5dee&#xff1a;&lt; 0.10<\/td>\n<td>\u9876\u5c16<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u603b\u4f53\u8bc4\u4ef7<\/p>\n<p>\u6a21\u578b\u8868\u73b0\u975e\u5e38\u51fa\u8272&#xff0c;\u5728200\u4e2aepochs\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5404\u9879\u6307\u6807\u6301\u7eed\u4f18\u5316&#xff0c;\u6700\u7ec8\u8fbe\u5230\u9876\u5c16\u6c34\u5e73&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u8bad\u7ec3\u4e0e\u9a8c\u8bc1\u635f\u5931\u5747\u6781\u4f4e\u4e14\u5e73\u7a33&#xff0c;\u672a\u51fa\u73b0\u8fc7\u62df\u5408\u8ff9\u8c61&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6240\u6709\u5173\u952e\u6027\u80fd\u6307\u6807&#xff08;Precision\u3001Recall\u3001mAP50\u3001mAP50-95&#xff09;\u5747\u63a5\u8fd1\u6216\u8d85\u8fc7\u00a00.99&#xff0c;\u8bf4\u660e\u6a21\u578b\u5728\u6570\u636e\u96c6\u4e0a\u51e0\u4e4e\u5b8c\u7f8e\u5730\u5b8c\u6210\u4e86\u68c0\u6d4b\u4efb\u52a1&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u5f3a&#xff0c;\u9a8c\u8bc1\u96c6\u6027\u80fd\u4e0e\u8bad\u7ec3\u96c6\u51e0\u4e4e\u4e00\u81f4\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"9.2%E3%80%81%E6%A8%A1%E5%9E%8B%E9%AA%8C%E8%AF%81\">9.2\u3001\u6a21\u578b\u9a8c\u8bc1<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1040\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041808-69856b80ef6db.png\" width=\"1920\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"299\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041810-69856b82228e7.png\" width=\"1322\" \/><\/p>\n<h3 id=\"9.3%E3%80%81%E6%A8%A1%E5%9E%8B%E6%B5%8B%E8%AF%95\">9.3\u3001\u6a21\u578b\u6d4b\u8bd5<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1040\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041810-69856b827416d.png\" width=\"1920\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"889\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041811-69856b836cc0a.png\" width=\"1319\" \/><\/p>\n<h2 id=\"10%E3%80%81YOLOv8s%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B\">10\u3001YOLOv8s\u8bad\u7ec3\u6a21\u578b<\/h2>\n<h3 id=\"10.1%E3%80%81%E6%A8%A1%E5%9E%8B%E8%AF%84%E4%BC%B0\">10.1\u3001\u6a21\u578b\u8bc4\u4f30<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"298\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041812-69856b842e7e9.png\" width=\"1335\" \/><\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"366\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041812-69856b845c792.jpg\" width=\"366\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1200\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041813-69856b8567d12.png\" width=\"2400\" \/><\/p>\n<p>\u6a21\u578b\u8bc4\u4f30\u5206\u6790<\/p>\n<table>\n<tr>\u53c2\u6570\u7c7b\u578b\u8ba1\u7b97\u8303\u56f4\u5b9e\u9645\u542b\u4e49\u6700\u540e\u4e00\u8f6e\u503c\u8868\u73b0\u53c2\u8003\u503c&#xff08;\u6027\u80fd\u7b49\u7ea7\u5212\u5206&#xff09;\u7b49\u7ea7<\/tr>\n<tbody>\n<tr>\n<td>train\/box_loss<\/td>\n<td>\u635f\u5931<\/td>\n<td>\u6240\u6709\u8bad\u7ec3\u6837\u672c<\/td>\n<td>\u5b9a\u4f4d\u4e0d\u51c6\u7684\u5e73\u5747\u4ee3\u4ef7<\/td>\n<td>0.33578<\/td>\n<td>\u6301\u7eed\u4e0b\u964d\u81f3\u6781\u4f4e\u6c34\u5e73<\/td>\n<td>\u4f18\u79c0&#xff1a;&lt; 0.8 \u826f\u597d&#xff1a;0.8\u20131.2 \u4e00\u822c&#xff1a;1.2\u20131.8 \u8f83\u5dee&#xff1a;1.8\u20132.5 \u5dee&#xff1a;&gt; 2.5<\/td>\n<td>\u4f18\u79c0<\/td>\n<\/tr>\n<tr>\n<td>train\/cls_loss<\/td>\n<td>\u635f\u5931<\/td>\n<td>\u6240\u6709\u8bad\u7ec3\u6837\u672c<\/td>\n<td>\u5206\u7c7b\u9519\u8bef\u7684\u5e73\u5747\u4ee3\u4ef7<\/td>\n<td>0.14739<\/td>\n<td>\u5feb\u901f\u4e0b\u964d\u81f3\u6781\u4f4e\u6c34\u5e73<\/td>\n<td>\u4f18\u79c0&#xff1a;&lt; 0.5 \u826f\u597d&#xff1a;0.5\u20131.0 \u4e00\u822c&#xff1a;1.0\u20131.8 \u8f83\u5dee&#xff1a;1.8\u20133.0 \u5dee&#xff1a;&gt; 3.0<\/td>\n<td>\u4f18\u79c0<\/td>\n<\/tr>\n<tr>\n<td>train\/dfl_loss<\/td>\n<td>\u635f\u5931<\/td>\n<td>\u6240\u6709\u8bad\u7ec3\u6837\u672c<\/td>\n<td>\u5750\u6807\u4f30\u8ba1\u7c97\u7cd9\u7684\u4ee3\u4ef7<\/td>\n<td>0.8064<\/td>\n<td>\u5e73\u7a33\u4e0b\u964d\u81f3\u4f18\u79c0\u6c34\u5e73<\/td>\n<td>\u4f18\u79c0&#xff1a;&lt; 0.8 \u826f\u597d&#xff1a;0.8\u20131.2 \u4e00\u822c&#xff1a;1.2\u20131.6 \u8f83\u5dee&#xff1a;1.6\u20132.0 \u5dee&#xff1a;&gt; 2.0<\/td>\n<td>\u4f18\u79c0<\/td>\n<\/tr>\n<tr>\n<td>val\/box_loss<\/td>\n<td>\u635f\u5931<\/td>\n<td>\u6240\u6709\u9a8c\u8bc1\u6837\u672c<\/td>\n<td>\u6cdb\u5316\u5b9a\u4f4d\u8bef\u5dee<\/td>\n<td>0.39454<\/td>\n<td>\u6301\u7eed\u4e0b\u964d\u4e14\u7a33\u5b9a<\/td>\n<td>\u4f18\u79c0&#xff1a;&lt; 0.8 \u826f\u597d&#xff1a;0.8\u20131.2 \u4e00\u822c&#xff1a;1.2\u20131.8 \u8f83\u5dee&#xff1a;1.8\u20132.5 \u5dee&#xff1a;&gt; 2.5<\/td>\n<td>\u4f18\u79c0<\/td>\n<\/tr>\n<tr>\n<td>val\/cls_loss<\/td>\n<td>\u635f\u5931<\/td>\n<td>\u6240\u6709\u9a8c\u8bc1\u6837\u672c<\/td>\n<td>\u6cdb\u5316\u5206\u7c7b\u8bef\u5dee<\/td>\n<td>0.15627<\/td>\n<td>\u6781\u4f4e\u4e14\u7a33\u5b9a<\/td>\n<td>\u4f18\u79c0&#xff1a;&lt; 0.5 \u826f\u597d&#xff1a;0.5\u20131.0 \u4e00\u822c&#xff1a;1.0\u20131.8 \u8f83\u5dee&#xff1a;1.8\u20133.0 \u5dee&#xff1a;&gt; 3.0<\/td>\n<td>\u4f18\u79c0<\/td>\n<\/tr>\n<tr>\n<td>val\/dfl_loss<\/td>\n<td>\u635f\u5931<\/td>\n<td>\u6240\u6709\u9a8c\u8bc1\u6837\u672c<\/td>\n<td>\u6cdb\u5316\u5750\u6807\u8bef\u5dee<\/td>\n<td>0.82368<\/td>\n<td>\u4e0e\u8bad\u7ec3\u635f\u5931\u63a5\u8fd1<\/td>\n<td>\u4f18\u79c0&#xff1a;&lt; 0.8 \u826f\u597d&#xff1a;0.8\u20131.2 \u4e00\u822c&#xff1a;1.2\u20131.6 \u8f83\u5dee&#xff1a;1.6\u20132.0 \u5dee&#xff1a;&gt; 2.0<\/td>\n<td>\u826f\u597d<\/td>\n<\/tr>\n<tr>\n<td>metrics\/precision(B)<\/td>\n<td>\u6307\u6807<\/td>\n<td>\u6240\u6709\u9a8c\u8bc1\u6837\u672c<\/td>\n<td>\u6574\u4f53\u67e5\u51c6\u7387<\/td>\n<td>0.9992<\/td>\n<td>\u6781\u9ad8\u4e14\u7a33\u5b9a\u57280.999&#043;<\/td>\n<td>\u4f18\u79c0&#xff1a;\u2265 0.85 \u826f\u597d&#xff1a;0.75\u20130.84 \u4e00\u822c&#xff1a;0.60\u20130.74 \u8f83\u5dee&#xff1a;0.40\u20130.59 \u5dee&#xff1a;&lt; 0.40<\/td>\n<td>\u9876\u5c16<\/td>\n<\/tr>\n<tr>\n<td>metrics\/recall(B)<\/td>\n<td>\u6307\u6807<\/td>\n<td>\u6240\u6709\u9a8c\u8bc1\u6837\u672c<\/td>\n<td>\u6574\u4f53\u67e5\u5168\u7387<\/td>\n<td>0.99927<\/td>\n<td>\u6781\u9ad8\u4e14\u9971\u548c<\/td>\n<td>\u4f18\u79c0&#xff1a;\u2265 0.80 \u826f\u597d&#xff1a;0.70\u20130.79 \u4e00\u822c&#xff1a;0.55\u20130.69 \u8f83\u5dee&#xff1a;0.35\u20130.54 \u5dee&#xff1a;&lt; 0.35<\/td>\n<td>\u9876\u5c16<\/td>\n<\/tr>\n<tr>\n<td>metrics\/mAP50(B)<\/td>\n<td>\u6307\u6807<\/td>\n<td>\u6bcf\u7c7b AP \u5e73\u5747<\/td>\n<td>\u4e2d\u7b49 IoU \u4e0b\u7efc\u5408\u80fd\u529b<\/td>\n<td>0.995<\/td>\n<td>\u6781\u9ad8\u4e14\u7a33\u5b9a<\/td>\n<td>\u9876\u5c16&#xff1a;\u2265 0.85 \u4f18\u79c0&#xff1a;0.75\u20130.84 \u826f\u597d&#xff1a;0.65\u20130.74 \u53ef\u7528&#xff1a;0.50\u20130.64 \u8f83\u5dee&#xff1a;0.30\u20130.49 \u5dee&#xff1a;&lt; 0.30<\/td>\n<td>\u9876\u5c16<\/td>\n<\/tr>\n<tr>\n<td>metrics\/mAP50-95(B)<\/td>\n<td>\u6307\u6807<\/td>\n<td>\u6bcf\u7c7b AP&#064;[0.5:0.95] \u5e73\u5747<\/td>\n<td>\u4e25\u82db IoU \u4e0b\u9c81\u68d2\u6027<\/td>\n<td>0.9381<\/td>\n<td>\u6781\u9ad8\u4e14\u6301\u7eed\u4f18\u5316<\/td>\n<td>\u9876\u5c16&#xff1a;\u2265 0.50 \u4f18\u79c0&#xff1a;0.40\u20130.49 \u826f\u597d&#xff1a;0.30\u20130.39 \u4e00\u822c&#xff1a;0.20\u20130.29 \u8f83\u5dee&#xff1a;0.10\u20130.19 \u5dee&#xff1a;&lt; 0.10<\/td>\n<td>\u9876\u5c16<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u603b\u4f53\u8bc4\u4ef7<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u8bad\u7ec3\u975e\u5e38\u6210\u529f\u3001\u8868\u73b0\u63a5\u8fd1\u5b8c\u7f8e\u7684\u6a21\u578b&#xff0c;\u5728200\u4e2aepochs\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8868\u73b0\u51fa\u4ee5\u4e0b\u7279\u70b9&#xff1a;<\/p>\n<li>\n<p>\u635f\u5931\u6301\u7eed\u4e0b\u964d\u4e14\u6536\u655b\u826f\u597d&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6240\u6709\u8bad\u7ec3\u548c\u9a8c\u8bc1\u635f\u5931\u5747\u7a33\u6b65\u4e0b\u964d\u81f3\u6781\u4f4e\u6c34\u5e73<\/p>\n<\/li>\n<li>\n<p>\u8bad\u7ec3\u4e0e\u9a8c\u8bc1\u635f\u5931\u5dee\u8ddd\u6781\u5c0f&#xff0c;\u65e0\u8fc7\u62df\u5408\u8ff9\u8c61<\/p>\n<\/li>\n<li>\n<p>\u5728\u7ea6190epochs\u540e\u635f\u5931\u663e\u8457\u4e0b\u964d&#xff0c;\u663e\u793a\u6a21\u578b\u5b66\u4e60\u80fd\u529b\u6301\u7eed\u589e\u5f3a<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6027\u80fd\u6307\u6807\u8fbe\u5230\u9876\u5c16\u6c34\u5e73&#xff1a;<\/p>\n<ul>\n<li>\n<p>Precision\u3001Recall\u3001mAP50\u5747\u63a5\u8fd11.0&#xff0c;\u8bf4\u660e\u6a21\u578b\u51e0\u4e4e\u80fd\u51c6\u786e\u8bc6\u522b\u5e76\u8986\u76d6\u6240\u6709\u76ee\u6807<\/p>\n<\/li>\n<li>\n<p>mAP50-95\u9ad8\u8fbe0.9381&#xff0c;\u8868\u660e\u6a21\u578b\u5728\u4e25\u82db\u7684IoU\u8981\u6c42\u4e0b\u4ecd\u4fdd\u6301\u6781\u5f3a\u9c81\u68d2\u6027<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u7a33\u5b9a&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5b66\u4e60\u7387\u6309\u8ba1\u5212\u9010\u6b65\u4e0b\u964d&#xff0c;\u8bad\u7ec3\u7a33\u5b9a<\/p>\n<\/li>\n<li>\n<p>\u5404\u9879\u6307\u6807\u5728\u540e\u671f\u4fdd\u6301\u5e73\u7a33&#xff0c;\u65e0\u660e\u663e\u6ce2\u52a8<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<h3 id=\"10.2%E3%80%81%E6%A8%A1%E5%9E%8B%E9%AA%8C%E8%AF%81\">10.2\u3001\u6a21\u578b\u9a8c\u8bc1<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1040\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041814-69856b86d056e.png\" width=\"1920\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"283\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041815-69856b87aa677.png\" width=\"1321\" \/><\/p>\n<h3 id=\"10.3%E3%80%81%E6%A8%A1%E5%9E%8B%E6%B5%8B%E8%AF%95\">10.3\u3001\u6a21\u578b\u6d4b\u8bd5<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1040\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206041815-69856b87daa9a.png\" width=\"1920\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"875\" src=\"2026-02-06xkwcb5pp0ra.png\" width=\"1315\" \/><\/p>\n<h2 id=\"11%E3%80%81%E9%93%BE%E6%8E%A5\">11\u3001\u94fe\u63a5<\/h2>\n<table border=\"1\" cellpadding=\"1\" cellspacing=\"1\">\n<tbody>\n<tr>\n<td style=\"width:129px\">\u63cf\u8ff0<\/td>\n<td style=\"width:559px\">\u94fe\u63a5<\/td>\n<\/tr>\n<tr>\n<td style=\"width:129px\">\u00a0\u6570\u636e\u96c6\u94fe\u63a5<\/td>\n<td style=\"width:559px\">\u4e2d\u56fd\u84dd\/\u9ec4\/\u7eff\u8f66\u724c\u68c0\u6d4b\u6570\u636e\u96c6&#xff08;\u6309\u6bd4\u4f8b\u5212\u5206\u8bad\u7ec3\u3001\u9a8c\u8bc1\u3001\u6d4b\u8bd5&#xff09;\u5305\u542b\u8bad\u7ec3\u597d\u7684yolo11\/yolov8\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td style=\"width:129px\">\u914d\u5957\u6d4b\u8bd5\u8f6f\u4ef6<\/td>\n<td style=\"width:559px\">\u3010\u76ee\u6807\u68c0\u6d4b\u8f6f\u4ef6 04\u3011\u57fa\u4e8e YOLO \u76ee\u6807\u68c0\u6d4b\u4e0e LPRNet\/OCR \u8f66\u724c\u8bc6\u522b\u7684\u4e00\u4f53\u5316\u7cfb\u7edf &#xff08;\u542b PyQt5 \u53ef\u89c6\u5316\u754c\u9762\u300125 \u4e07\u5f20\u6807\u6ce8\u6570\u636e\u96c6\u3001\u5b8c\u6574\u8bad\u7ec3\u6a21\u578b\u53ca Python \u6e90\u7801-\u6bd5\u8bbe\u63a8\u8350\u9879\u76ee&#xff09;-CSDN\u535a\u5ba2<\/td>\n<\/tr>\n<tr>\n<td style=\"width:129px\">\u5f80\u671f\u56de\u987e<\/td>\n<td style=\"width:559px\">\u94fe\u63a5<\/td>\n<\/tr>\n<tr>\n<td style=\"width:129px\">\u6807\u6ce8\u5de5\u5177<\/td>\n<td style=\"width:559px\">\u3010\u6807\u6ce8\u5de5\u5177 01\u3011labelfast\u6807\u6ce8\u5de5\u5177\u4f7f\u7528\u6307\u5357(\u652f\u6301YOLO\\\\COCO\\\\VOC\u683c\u5f0f)-CSDN\u535a\u5ba2<\/td>\n<\/tr>\n<tr>\n<td style=\"width:129px\">\u901a\u7528\u7248\u68c0\u6d4b\u8f6f\u4ef61<\/td>\n<td style=\"width:559px\">\u3010\u76ee\u6807\u68c0\u6d4b\u8f6f\u4ef6 01\u3011YOLO\u8bc6\u522b\u8f6f\u4ef6\u529f\u80fd\u4e0e\u64cd\u4f5c\u6307\u5357_yolo\u8f6f\u4ef6-CSDN\u535a\u5ba2<\/td>\n<\/tr>\n<tr>\n<td style=\"width:129px\">\u901a\u7528\u7248\u68c0\u6d4b\u8f6f\u4ef62<\/td>\n<td style=\"width:559px\">\u3010\u76ee\u6807\u68c0\u6d4b\u8f6f\u4ef6 02\u3011AirsPy \u76ee\u6807\u68c0\u6d4b\u7cfb\u7edf\u64cd\u4f5c\u6307\u5357-CSDN\u535a\u5ba2<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"2\" style=\"width:129px\">\u70df\u706b\u68c0\u6d4b<\/td>\n<td style=\"width:559px\">\u3010\u76ee\u6807\u68c0\u6d4b\u8f6f\u4ef6 03\u3011\u57fa\u4e8eyolo\u7684\u5ba4\u5185\u70df\u706b\u8bc6\u522b\u7cfb\u7edf&#xff08;\u542bPython\u6e90\u7801\u3001UI\u754c\u9762\u3001\u6570\u636e\u96c6\u3001\u8bad\u7ec3\u6a21\u578b\u4e0e\u4ee3\u7801-\u6bd5\u8bbe\u63a8\u8350\u9879\u76ee&#xff09;_\u706b\u7130\u8bc6\u522b\u6570\u636e\u96c6-CSDN\u535a\u5ba2<\/td>\n<\/tr>\n<tr>\n<td style=\"width:559px\">\u3010\u6570\u636e\u96c6 01\u3011\u5bb6\u5ead\u5ba4\u5185\u70df\u706b\u6570\u636e\u96c6&#xff08;\u6309\u6bd4\u4f8b\u5212\u5206\u8bad\u7ec3\u3001\u9a8c\u8bc1\u3001\u6d4b\u8bd5&#xff09;\u5305\u542b\u8bad\u7ec3\u597d\u7684yolo11\/yolov8\u6a21\u578b_yolo\u70df\u706b\u8bad\u7ec3\u96c6-CSDN\u535a\u5ba2<\/td>\n<\/tr>\n<tr>\n<td style=\"width:129px\">\u53c2\u8003<\/td>\n<td style=\"width:559px\">\u94fe\u63a5<\/td>\n<\/tr>\n<tr>\n<td style=\"width:129px\">\u8be6\u7ec6\u4ecb\u7ecdYOLO<\/td>\n<td style=\"width:559px\">\u3010\u6df1\u5ea6\u5b66\u4e6002\u3011YOLO\u6a21\u578b\u7684\u6570\u636e\u96c6\u3001\u8bad\u7ec3\u3001\u9a8c\u8bc1\u3001\u9884\u6d4b\u3001\u5bfc\u51fa_yolomap\u8ba1\u7b97\u516c\u5f0f\u4f7f\u7528\u9a8c\u8bc1\u96c6\u8fd8\u662f\u8bad\u7ec3\u96c6-CSDN\u535a\u5ba2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u5f55<br \/>\n1\u3001\u6570\u636e\u6765\u6e90<br \/>\n2\u3001\u6570\u636e\u96c6\u5206\u7c7b<br \/>\n3\u3001\u6570\u636e\u96c6\u7edf\u8ba1<br \/>\n4\u3001\u6570\u636e\u96c6\u7ed3\u6784<br \/>\n5\u3001\u6570\u636e\u96c6\u914d\u7f6e\u6587\u4ef6<br \/>\n6\u3001\u6570\u636e\u5206\u5272\u7b56\u7565<br \/>\n7\u3001\u6570\u636e\u9884\u5904\u7406<br \/>\n8\u3001\u6570\u636e\u96c6\u5c55\u793a<br \/>\n9\u3001YOLO11\u8bad\u7ec3\u6a21\u578b<br \/>\n9.1\u3001\u6a21\u578b\u8bc4\u4f30<br 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