{"id":93159,"date":"2026-08-12T02:17:17","date_gmt":"2026-08-11T18:17:17","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93159.html"},"modified":"2026-08-12T02:17:17","modified_gmt":"2026-08-11T18:17:17","slug":"%e6%af%95%e8%ae%be%e9%a1%b9%e7%9b%ae%e5%88%86%e4%ba%ab-%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0yolo%e4%ba%a4%e9%80%9a%e8%b7%af%e9%9d%a2%e7%bc%ba%e9%99%b7%e6%a3%80%e6%b5%8b%e7%b3%bb%e7%bb%9f%ef%bc%88","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93159.html","title":{"rendered":"\u6bd5\u8bbe\u9879\u76ee\u5206\u4eab \u6df1\u5ea6\u5b66\u4e60YOLO\u4ea4\u901a\u8def\u9762\u7f3a\u9677\u68c0\u6d4b\u7cfb\u7edf\uff08\u6e90\u7801+\u8bba\u6587\uff09"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>0 \u524d\u8a00<\/li>\n<li>1 \u9879\u76ee\u8fd0\u884c\u6548\u679c<\/li>\n<li>2 \u8bfe\u9898\u80cc\u666f<\/li>\n<li>\n<ul>\n<li>2.1. \u9053\u8def\u57fa\u7840\u8bbe\u65bd\u53d1\u5c55\u73b0\u72b6<\/li>\n<li>2.2. \u8def\u9762\u7f3a\u9677\u68c0\u6d4b\u6280\u672f\u6f14\u8fdb\u5386\u7a0b<\/li>\n<li>\n<ul>\n<li>2.2.1 \u4f20\u7edf\u68c0\u6d4b\u65b9\u6cd5<\/li>\n<li>2.2.2 \u673a\u68b0\u5316\u68c0\u6d4b\u9636\u6bb5<\/li>\n<\/ul>\n<\/li>\n<li>2.3. \u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u7a81\u7834<\/li>\n<li>\n<ul>\n<li>2.3.1 \u4f20\u7edf\u56fe\u50cf\u5904\u7406\u6280\u672f<\/li>\n<li>2.3.2 \u6df1\u5ea6\u5b66\u4e60\u9769\u547d<\/li>\n<\/ul>\n<\/li>\n<li>2.4. \u8def\u9762\u7f3a\u9677\u68c0\u6d4b\u7684\u7279\u6b8a\u6027\u6311\u6218<\/li>\n<li>\n<ul>\n<li>2.4.1 \u6570\u636e\u7279\u6027<\/li>\n<li>2.4.2 \u6280\u672f\u96be\u70b9<\/li>\n<\/ul>\n<\/li>\n<li>2.5. \u672c\u9879\u76ee\u6280\u672f\u8def\u7ebf\u521b\u65b0<\/li>\n<li>\n<ul>\n<li>2.5.1 \u7b97\u6cd5\u5c42\u9762<\/li>\n<li>2.5.2 \u7cfb\u7edf\u96c6\u6210<\/li>\n<\/ul>\n<\/li>\n<li>2.6. \u9879\u76ee\u5e94\u7528\u4ef7\u503c<\/li>\n<li>\n<ul>\n<li>2.6.1 \u7ecf\u6d4e\u6548\u76ca<\/li>\n<li>2.6.2 \u793e\u4f1a\u6548\u76ca<\/li>\n<\/ul>\n<\/li>\n<li>2.7. \u6280\u672f\u53d1\u5c55\u8d8b\u52bf<\/li>\n<\/ul>\n<\/li>\n<li>3 \u8bbe\u8ba1\u6846\u67b6<\/li>\n<li>\n<ul>\n<li>3.1. \u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1<\/li>\n<li>\n<ul>\n<li>3.1.1 \u6574\u4f53\u67b6\u6784\u56fe<\/li>\n<li>3.1.2 \u6280\u672f\u6808\u7ec4\u6210<\/li>\n<\/ul>\n<\/li>\n<li>3.2. \u6838\u5fc3\u6a21\u5757\u8bbe\u8ba1<\/li>\n<li>\n<ul>\n<li>3.2.1 \u6a21\u578b\u8bad\u7ec3\u6a21\u5757<\/li>\n<li>\n<ul>\n<li>3.2.1.1 \u6570\u636e\u5904\u7406\u6d41\u7a0b<\/li>\n<li>3.2.1.2 \u5173\u952e\u8bad\u7ec3\u53c2\u6570<\/li>\n<\/ul>\n<\/li>\n<li>3.2.2 \u5e94\u7528\u7cfb\u7edf\u6a21\u5757<\/li>\n<li>\n<ul>\n<li>3.2.2.1 \u754c\u9762\u7ec4\u4ef6\u67b6\u6784<\/li>\n<li>3.2.2.2 \u4ea4\u4e92\u72b6\u6001\u673a<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>3.3. \u5173\u952e\u6280\u672f\u5b9e\u73b0<\/li>\n<li>\n<ul>\n<li>3.3.1 \u591a\u6a21\u6001\u8f93\u5165\u5904\u7406<\/li>\n<li>3.3.2 \u68c0\u6d4b\u7ed3\u679c\u53ef\u89c6\u5316<\/li>\n<\/ul>\n<\/li>\n<li>3.4. \u6027\u80fd\u4f18\u5316\u65b9\u6848<\/li>\n<li>\n<ul>\n<li>3.4.1 \u5b9e\u65f6\u6027\u4fdd\u969c\u63aa\u65bd<\/li>\n<li>3.4.2 \u5185\u5b58\u7ba1\u7406\u65b9\u6848<\/li>\n<\/ul>\n<\/li>\n<li>3.5. \u7cfb\u7edf\u6d4b\u8bd5\u65b9\u6848<\/li>\n<li>\n<ul>\n<li>3.5.1 \u6d4b\u8bd5\u7528\u4f8b\u8bbe\u8ba1<\/li>\n<li>3.5.2 \u8bc4\u4f30\u6307\u6807<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>4 \u6700\u540e<\/li>\n<\/ul>\n<h2>0 \u524d\u8a00<\/h2>\n<p>&#x1f525;\u8fd9\u4e24\u5e74\u5f00\u59cb\u6bd5\u4e1a\u8bbe\u8ba1\u548c\u6bd5\u4e1a\u7b54\u8fa9\u7684\u8981\u6c42\u548c\u96be\u5ea6\u4e0d\u65ad\u63d0\u5347&#xff0c;\u4f20\u7edf\u7684\u6bd5\u8bbe\u9898\u76ee\u7f3a\u5c11\u521b\u65b0\u548c\u4eae\u70b9&#xff0c;\u5f80\u5f80\u8fbe\u4e0d\u5230\u6bd5\u4e1a\u7b54\u8fa9\u7684\u8981\u6c42&#xff0c;\u8fd9\u4e24\u5e74\u4e0d\u65ad\u6709\u5b66\u5f1f\u5b66\u59b9\u544a\u8bc9\u5b66\u957f\u81ea\u5df1\u505a\u7684\u9879\u76ee\u7cfb\u7edf\u8fbe\u4e0d\u5230\u8001\u5e08\u7684\u8981\u6c42\u3002\u5e76\u4e14\u5f88\u96be\u627e\u5230\u5b8c\u6574\u7684\u6bd5\u8bbe\u53c2\u8003\u5b66\u4e60\u8d44\u6599\u3002<\/p>\n<p>\u4e3a\u4e86\u5927\u5bb6\u80fd\u591f\u987a\u5229\u4ee5\u53ca\u6700\u5c11\u7684\u7cbe\u529b\u901a\u8fc7\u6bd5\u8bbe&#xff0c;\u5b66\u957f\u5206\u4eab\u4f18\u8d28\u6bd5\u4e1a\u8bbe\u8ba1\u9879\u76ee\u63d0\u4f9b\u5927\u5bb6\u53c2\u8003\u5b66\u4e60&#xff0c;\u4eca\u5929\u8981\u5206\u4eab\u7684\u662f<\/p>\n<p>&#x1f6a9; \u6bd5\u4e1a\u8bbe\u8ba1 \u6df1\u5ea6\u5b66\u4e60YOLO\u4ea4\u901a\u8def\u9762\u7f3a\u9677\u68c0\u6d4b\u7cfb\u7edf&#xff08;\u6e90\u7801&#043;\u8bba\u6587&#xff09;<\/p>\n<p>&#x1f947;\u5b66\u957f\u8fd9\u91cc\u7ed9\u4e00\u4e2a\u9898\u76ee\u7efc\u5408\u8bc4\u5206(\u6bcf\u9879\u6ee1\u52065\u5206)<\/p>\n<p>\u96be\u5ea6\u7cfb\u6570&#xff1a;3\u5206 \u5de5\u4f5c\u91cf&#xff1a;4\u5206 \u521b\u65b0\u70b9&#xff1a;5\u5206<\/p>\n<p>&#x1f9ff;\u9879\u76ee\u5206\u4eab&#xff1a;\u89c1\u4e3b\u9875\u4efb\u610f\u7f6e\u9876\u6587\u7ae0<\/p>\n<h2>1 \u9879\u76ee\u8fd0\u884c\u6548\u679c<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811181711-6a7b672740f79.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811181712-6a7b672823438.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811181712-6a7b6728c86ed.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\/08\/20260811181713-6a7b67296760f.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811181714-6a7b672a10bd3.jpg\" 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\/08\/20260811181714-6a7b672ab4143.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811181715-6a7b672bef52b.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>2 \u8bfe\u9898\u80cc\u666f<\/h2>\n<h3>2.1. \u9053\u8def\u57fa\u7840\u8bbe\u65bd\u53d1\u5c55\u73b0\u72b6<\/h3>\n<p>\u968f\u7740\u6211\u56fd\u57ce\u9547\u5316\u8fdb\u7a0b\u52a0\u901f\u548c\u4ea4\u901a\u5f3a\u56fd\u6218\u7565\u5b9e\u65bd&#xff0c;\u622a\u81f32022\u5e74\u5e95&#xff0c;\u5168\u56fd\u516c\u8def\u603b\u91cc\u7a0b\u5df2\u8fbe535\u4e07\u516c\u91cc&#xff0c;\u5176\u4e2d\u9ad8\u901f\u516c\u8def17.7\u4e07\u516c\u91cc\u3002\u5e9e\u5927\u7684\u8def\u7f51\u89c4\u6a21\u5e26\u6765\u4e86\u5de8\u5927\u7684\u517b\u62a4\u538b\u529b&#xff0c;\u6839\u636e\u4ea4\u901a\u8fd0\u8f93\u90e8\u7edf\u8ba1\u6570\u636e&#xff0c;\u6bcf\u5e74\u56e0\u8def\u9762\u635f\u574f\u5bfc\u81f4\u7684\u76f4\u63a5\u7ecf\u6d4e\u635f\u5931\u8d85\u8fc7300\u4ebf\u5143\u3002\u4f20\u7edf\u4eba\u5de5\u5de1\u68c0\u65b9\u5f0f\u5df2\u96be\u4ee5\u6ee1\u8db3\u73b0\u4ee3\u5316\u9053\u8def\u517b\u62a4\u9700\u6c42&#xff0c;\u4e9f\u9700\u53d1\u5c55\u667a\u80fd\u5316\u68c0\u6d4b\u6280\u672f\u3002<\/p>\n<h3>2.2. \u8def\u9762\u7f3a\u9677\u68c0\u6d4b\u6280\u672f\u6f14\u8fdb\u5386\u7a0b<\/h3>\n<h4>2.2.1 \u4f20\u7edf\u68c0\u6d4b\u65b9\u6cd5<\/h4>\n<p>\u65e9\u671f\u4e3b\u8981\u4f9d\u8d56\u4eba\u5de5\u76ee\u89c6\u68c0\u67e5&#xff0c;\u5b58\u5728\u4ee5\u4e0b\u5c40\u9650\u6027&#xff1a;<\/p>\n<ul>\n<li>\u68c0\u6d4b\u6548\u7387\u4f4e\u4e0b&#xff1a;\u5355\u4eba\u65e5\u5747\u68c0\u6d4b\u91cc\u7a0b\u4e0d\u8d85\u8fc75\u516c\u91cc<\/li>\n<li>\u4e3b\u89c2\u6027\u5f3a&#xff1a;\u68c0\u6d4b\u7ed3\u679c\u53d7\u4eba\u5458\u7ecf\u9a8c\u5f71\u54cd\u5927<\/li>\n<li>\u5b89\u5168\u9690\u60a3&#xff1a;\u5de1\u68c0\u4eba\u5458\u9700\u8fd1\u8ddd\u79bb\u63a5\u89e6\u8f66\u6d41<\/li>\n<li>\u6570\u636e\u96be\u91cf\u5316&#xff1a;\u7f3a\u4e4f\u6807\u51c6\u5316\u8bb0\u5f55\u4f53\u7cfb<\/li>\n<\/ul>\n<h4>2.2.2 \u673a\u68b0\u5316\u68c0\u6d4b\u9636\u6bb5<\/h4>\n<p>20\u4e16\u7eaa90\u5e74\u4ee3\u51fa\u73b0\u7684\u68c0\u6d4b\u8f66\u88c5\u5907\u4e86\u6fc0\u5149\u65ad\u9762\u4eea\u3001\u9ad8\u6e05\u6444\u50cf\u673a\u7b49\u8bbe\u5907&#xff0c;\u5b9e\u73b0\u4e86&#xff1a;<\/p>\n<ul>\n<li>\u68c0\u6d4b\u901f\u5ea6\u63d0\u5347\u81f360-80km\/h<\/li>\n<li>\u90e8\u5206\u53c2\u6570\u81ea\u52a8\u5316\u91c7\u96c6<\/li>\n<li>\u521d\u6b65\u6570\u5b57\u5316\u8bb0\u5f55 \u4f46\u4ecd\u5b58\u5728\u8bbe\u5907\u6602\u8d35&#xff08;\u5355\u53f0\u8d85200\u4e07\u5143&#xff09;\u3001\u7b97\u6cd5\u8bc6\u522b\u7387\u4f4e&#xff08;&lt;70%&#xff09;\u7b49\u95ee\u9898\u3002<\/li>\n<\/ul>\n<h3>2.3. \u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u7a81\u7834<\/h3>\n<h4>2.3.1 \u4f20\u7edf\u56fe\u50cf\u5904\u7406\u6280\u672f<\/h4>\n<p>\u57fa\u4e8eOpenCV\u7684\u65b9\u6cd5\u4e3b\u8981\u91c7\u7528&#xff1a;<\/p>\n<ul>\n<li>\u8fb9\u7f18\u68c0\u6d4b&#xff08;Canny\u7b97\u5b50\u7b49&#xff09;<\/li>\n<li>\u9608\u503c\u5206\u5272&#xff08;Otsu\u7b97\u6cd5\u7b49&#xff09;<\/li>\n<li>\u5f62\u6001\u5b66\u5904\u7406 \u5728\u7406\u60f3\u6761\u4ef6\u4e0b\u53ef\u5b9e\u73b080%\u5de6\u53f3\u7684\u8bc6\u522b\u51c6\u786e\u7387&#xff0c;\u4f46\u5bf9\u5149\u7167\u53d8\u5316\u3001\u590d\u6742\u80cc\u666f\u9002\u5e94\u6027\u5dee\u3002<\/li>\n<\/ul>\n<h4>2.3.2 \u6df1\u5ea6\u5b66\u4e60\u9769\u547d<\/h4>\n<p>2012\u5e74AlexNet\u5728ImageNet\u7ade\u8d5b\u4e2d\u7684\u7a81\u7834\u6027\u8868\u73b0&#xff0c;\u5e26\u52a8\u4e86\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u7684\u8de8\u8d8a\u5f0f\u53d1\u5c55\u3002\u7279\u522b\u662fYOLO\u7cfb\u5217\u7b97\u6cd5\u7684\u53d1\u5c55\u8f68\u8ff9&#xff1a;<\/p>\n<ul>\n<li>2016\u5e74YOLOv1\u5b9e\u73b0\u7aef\u5230\u7aef\u68c0\u6d4b<\/li>\n<li>2018\u5e74YOLOv3\u5f15\u5165\u591a\u5c3a\u5ea6\u9884\u6d4b<\/li>\n<li>2020\u5e74YOLOv5\u4f18\u5316\u8bad\u7ec3\u6548\u7387<\/li>\n<li>2022\u5e74YOLOv7\u5728\u901f\u5ea6\u548c\u7cbe\u5ea6\u95f4\u53d6\u5f97\u66f4\u597d\u5e73\u8861<\/li>\n<\/ul>\n<h3>2.4. \u8def\u9762\u7f3a\u9677\u68c0\u6d4b\u7684\u7279\u6b8a\u6027\u6311\u6218<\/h3>\n<h4>2.4.1 \u6570\u636e\u7279\u6027<\/h4>\n<ul>\n<li>\u5c3a\u5ea6\u5dee\u5f02\u5927&#xff1a;\u88c2\u7f1d\u5bbd\u5ea6\u4ece\u6beb\u7c73\u7ea7\u5230\u5398\u7c73\u7ea7<\/li>\n<li>\u5f62\u6001\u590d\u6742&#xff1a;\u4e0d\u89c4\u5219\u51e0\u4f55\u5f62\u72b6<\/li>\n<li>\u80cc\u666f\u5e72\u6270&#xff1a;\u6807\u7ebf\u3001\u9634\u5f71\u3001\u6c34\u6e0d\u7b49\u5e72\u6270\u56e0\u7d20<\/li>\n<li>\u6837\u672c\u4e0d\u5e73\u8861&#xff1a;\u7f3a\u9677\u533a\u57df\u5360\u6bd4\u901a\u5e38&lt;5%<\/li>\n<\/ul>\n<h4>2.4.2 \u6280\u672f\u96be\u70b9<\/h4>\n<ul>\n<li>\u5c0f\u76ee\u6807\u68c0\u6d4b\u7cbe\u5ea6\u4e0d\u8db3<\/li>\n<li>\u5b9e\u65f6\u6027\u8981\u6c42\u9ad8&#xff08;\u226525FPS&#xff09;<\/li>\n<li>\u590d\u6742\u73af\u5883\u9c81\u68d2\u6027<\/li>\n<li>\u591a\u7c7b\u522b\u540c\u65f6\u68c0\u6d4b<\/li>\n<\/ul>\n<h3>2.5. \u672c\u9879\u76ee\u6280\u672f\u8def\u7ebf\u521b\u65b0<\/h3>\n<h4>2.5.1 \u7b97\u6cd5\u5c42\u9762<\/h4>\n<p>\u91c7\u7528YOLOv11\u7684\u6539\u8fdb\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u5f15\u5165BiFPN\u7279\u5f81\u91d1\u5b57\u5854\u589e\u5f3a\u5c0f\u76ee\u6807\u68c0\u6d4b<\/li>\n<li>\u6539\u8fdb\u635f\u5931\u51fd\u6570\u89e3\u51b3\u6837\u672c\u4e0d\u5e73\u8861<\/li>\n<li>\u81ea\u9002\u5e94\u951a\u6846\u673a\u5236<\/li>\n<li>\u8f7b\u91cf\u5316\u8bbe\u8ba1\u786e\u4fdd\u5b9e\u65f6\u6027<\/li>\n<\/ul>\n<h4>2.5.2 \u7cfb\u7edf\u96c6\u6210<\/h4>\n<p>\u6784\u5efa\u591a\u6a21\u6001\u68c0\u6d4b\u6846\u67b6&#xff1a;<\/p>\n<ul>\n<li>\u652f\u6301\u56fe\u7247\u6279\u91cf\u5904\u7406&#xff08;JPEG\/PNG&#xff09;<\/li>\n<li>\u89c6\u9891\u6d41\u5206\u6790&#xff08;MP4\/AVI&#xff09;<\/li>\n<li>\u5b9e\u65f6\u6444\u50cf\u5934\u8f93\u5165&#xff08;USB\/RTSP&#xff09;<\/li>\n<li>\u53ef\u89c6\u5316\u4ea4\u4e92\u754c\u9762&#xff08;PyQt5&#xff09;<\/li>\n<\/ul>\n<h3>2.6. \u9879\u76ee\u5e94\u7528\u4ef7\u503c<\/h3>\n<h4>2.6.1 \u7ecf\u6d4e\u6548\u76ca<\/h4>\n<ul>\n<li>\u68c0\u6d4b\u6548\u7387\u63d0\u534720\u500d\u4ee5\u4e0a<\/li>\n<li>\u4eba\u529b\u6210\u672c\u964d\u4f4e60%<\/li>\n<li>\u65e9\u671f\u53d1\u73b0\u53ef\u8282\u7ea650%\u4ee5\u4e0a\u7ef4\u4fee\u8d39\u7528<\/li>\n<\/ul>\n<h4>2.6.2 \u793e\u4f1a\u6548\u76ca<\/h4>\n<ul>\n<li>\u63d0\u5347\u9053\u8def\u5b89\u5168\u6c34\u5e73<\/li>\n<li>\u4f18\u5316\u517b\u62a4\u8d44\u6e90\u914d\u7f6e<\/li>\n<li>\u63a8\u52a8\u57fa\u7840\u8bbe\u65bd\u6570\u5b57\u5316\u8f6c\u578b<\/li>\n<li>\u4e3a\u667a\u6167\u4ea4\u901a\u5efa\u8bbe\u63d0\u4f9b\u6280\u672f\u652f\u6491<\/li>\n<\/ul>\n<h3>2.7. \u6280\u672f\u53d1\u5c55\u8d8b\u52bf<\/h3>\n<p>\u6839\u636e\u300a\u4e2d\u56fd\u516c\u8def\u5b66\u62a5\u300b\u6700\u65b0\u7814\u7a76&#xff0c;\u672a\u67655\u5e74\u8def\u9762\u68c0\u6d4b\u6280\u672f\u5c06\u5448\u73b0&#xff1a;<\/p>\n<ul>\n<li>\u591a\u4f20\u611f\u5668\u878d\u5408&#xff08;\u5149\u5b66&#043;\u6fc0\u5149&#043;\u7ea2\u5916&#xff09;<\/li>\n<li>\u8fb9\u7f18\u8ba1\u7b97\u90e8\u7f72<\/li>\n<li>\u6570\u5b57\u5b6a\u751f\u5e94\u7528<\/li>\n<li>\u81ea\u52a8\u5316\u517b\u62a4\u51b3\u7b56 \u672c\u9879\u76ee\u7684\u6280\u672f\u79ef\u7d2f\u5c06\u4e3a\u8fd9\u4e9b\u53d1\u5c55\u65b9\u5411\u5960\u5b9a\u57fa\u7840\u3002<\/li>\n<\/ul>\n<h2>3 \u8bbe\u8ba1\u6846\u67b6<\/h2>\n<h3>3.1. \u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1<\/h3>\n<h4>3.1.1 \u6574\u4f53\u67b6\u6784\u56fe<\/h4>\n<p>[\u7cfb\u7edf\u67b6\u6784\u56fe]<br \/>\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510    \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510    \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502   \u6570\u636e\u91c7\u96c6\u6a21\u5757   \u2502\u2500\u2500\u2500\u25b6\u2502  \u6a21\u578b\u8bad\u7ec3\u6a21\u5757   \u2502\u2500\u2500\u2500\u25b6\u2502  \u5e94\u7528\u7cfb\u7edf\u6a21\u5757   \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518    \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518    \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br \/>\n       \u25b2                       \u25b2                       \u25b2<br \/>\n       \u2502                       \u2502                       \u2502<br \/>\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510    \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510    \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502 \u9053\u8def\u5de1\u68c0\u8bbe\u5907\/\u6444\u50cf\u5934 \u2502    \u2502 \u6807\u6ce8\u6570\u636e\u96c6\u7ba1\u7406  \u2502    \u2502 PyQt5\u4ea4\u4e92\u754c\u9762   \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518    \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518    \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n<h4>3.1.2 \u6280\u672f\u6808\u7ec4\u6210<\/h4>\n<ul>\n<li>\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6: Ultralytics YOLOv11<\/li>\n<li>GUI\u5f00\u53d1: PyQt5<\/li>\n<li>\u56fe\u50cf\u5904\u7406: OpenCV 4.5&#043;<\/li>\n<li>\u5e76\u884c\u5904\u7406: Python threading\/QTimer<\/li>\n<li>\u6570\u636e\u53ef\u89c6\u5316: Matplotlib\/QtChart<\/li>\n<\/ul>\n<h3>3.2. \u6838\u5fc3\u6a21\u5757\u8bbe\u8ba1<\/h3>\n<h4>3.2.1 \u6a21\u578b\u8bad\u7ec3\u6a21\u5757<\/h4>\n<h5>3.2.1.1 \u6570\u636e\u5904\u7406\u6d41\u7a0b<\/h5>\n<p>  #mermaid-svg-esKzEGekVrP3rBOP{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-esKzEGekVrP3rBOP .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-esKzEGekVrP3rBOP .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-esKzEGekVrP3rBOP .error-icon{fill:#552222;}#mermaid-svg-esKzEGekVrP3rBOP .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-esKzEGekVrP3rBOP .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-esKzEGekVrP3rBOP .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-esKzEGekVrP3rBOP .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-esKzEGekVrP3rBOP .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-esKzEGekVrP3rBOP .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-esKzEGekVrP3rBOP .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-esKzEGekVrP3rBOP .marker{fill:#333333;stroke:#333333;}#mermaid-svg-esKzEGekVrP3rBOP .marker.cross{stroke:#333333;}#mermaid-svg-esKzEGekVrP3rBOP svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-esKzEGekVrP3rBOP p{margin:0;}#mermaid-svg-esKzEGekVrP3rBOP .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-esKzEGekVrP3rBOP .cluster-label text{fill:#333;}#mermaid-svg-esKzEGekVrP3rBOP .cluster-label span{color:#333;}#mermaid-svg-esKzEGekVrP3rBOP .cluster-label span p{background-color:transparent;}#mermaid-svg-esKzEGekVrP3rBOP .label text,#mermaid-svg-esKzEGekVrP3rBOP span{fill:#333;color:#333;}#mermaid-svg-esKzEGekVrP3rBOP .node rect,#mermaid-svg-esKzEGekVrP3rBOP .node circle,#mermaid-svg-esKzEGekVrP3rBOP .node ellipse,#mermaid-svg-esKzEGekVrP3rBOP .node polygon,#mermaid-svg-esKzEGekVrP3rBOP .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-esKzEGekVrP3rBOP .rough-node .label text,#mermaid-svg-esKzEGekVrP3rBOP .node .label text,#mermaid-svg-esKzEGekVrP3rBOP .image-shape .label,#mermaid-svg-esKzEGekVrP3rBOP .icon-shape .label{text-anchor:middle;}#mermaid-svg-esKzEGekVrP3rBOP .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-esKzEGekVrP3rBOP .rough-node .label,#mermaid-svg-esKzEGekVrP3rBOP .node .label,#mermaid-svg-esKzEGekVrP3rBOP .image-shape .label,#mermaid-svg-esKzEGekVrP3rBOP .icon-shape .label{text-align:center;}#mermaid-svg-esKzEGekVrP3rBOP .node.clickable{cursor:pointer;}#mermaid-svg-esKzEGekVrP3rBOP .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-esKzEGekVrP3rBOP .arrowheadPath{fill:#333333;}#mermaid-svg-esKzEGekVrP3rBOP .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-esKzEGekVrP3rBOP .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-esKzEGekVrP3rBOP .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-esKzEGekVrP3rBOP .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-esKzEGekVrP3rBOP .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-esKzEGekVrP3rBOP .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-esKzEGekVrP3rBOP .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-esKzEGekVrP3rBOP .cluster text{fill:#333;}#mermaid-svg-esKzEGekVrP3rBOP .cluster span{color:#333;}#mermaid-svg-esKzEGekVrP3rBOP div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-esKzEGekVrP3rBOP .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-esKzEGekVrP3rBOP rect.text{fill:none;stroke-width:0;}#mermaid-svg-esKzEGekVrP3rBOP .icon-shape,#mermaid-svg-esKzEGekVrP3rBOP .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-esKzEGekVrP3rBOP .icon-shape p,#mermaid-svg-esKzEGekVrP3rBOP .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-esKzEGekVrP3rBOP .icon-shape .label rect,#mermaid-svg-esKzEGekVrP3rBOP .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-esKzEGekVrP3rBOP .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-esKzEGekVrP3rBOP .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-esKzEGekVrP3rBOP :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;} <\/p>\n<p>         <span class=\"edgeLabel\"><\/span> <\/p>\n<p>         <span class=\"edgeLabel\"><\/span> <\/p>\n<p>         <span class=\"edgeLabel\"><\/span> <\/p>\n<p>         <span class=\"edgeLabel\"><\/span> <\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u539f\u59cb\u56fe\u50cf<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6570\u636e\u589e\u5f3a<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6807\u6ce8\u8f6c\u6362<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8bad\u7ec3\u96c6\/\u9a8c\u8bc1\u96c6\u5212\u5206<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b\u8f93\u5165<\/p>\n<p><\/span> <\/p>\n<h5>3.2.1.2 \u5173\u952e\u8bad\u7ec3\u53c2\u6570<\/h5>\n<p><span class=\"token comment\"># \u4f2a\u4ee3\u7801\u793a\u4f8b<\/span><br \/>\nmodel <span class=\"token operator\">&#061;<\/span> YOLO<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;yolov11.yaml&#039;<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u6a21\u578b\u914d\u7f6e<\/span><br \/>\nmodel<span class=\"token punctuation\">.<\/span>train<span class=\"token punctuation\">(<\/span><br \/>\n    data<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;road_defect.yaml&#039;<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u6570\u636e\u96c6\u914d\u7f6e<\/span><br \/>\n    epochs<span class=\"token operator\">&#061;<\/span><span class=\"token number\">300<\/span><span class=\"token punctuation\">,<\/span>               <span class=\"token comment\"># \u8bad\u7ec3\u8f6e\u6b21<\/span><br \/>\n    imgsz<span class=\"token operator\">&#061;<\/span><span class=\"token number\">640<\/span><span class=\"token punctuation\">,<\/span>               <span class=\"token comment\"># \u8f93\u5165\u5c3a\u5bf8<\/span><br \/>\n    batch<span class=\"token operator\">&#061;<\/span><span class=\"token number\">16<\/span><span class=\"token punctuation\">,<\/span>                <span class=\"token comment\"># \u6279\u5927\u5c0f<\/span><br \/>\n    optimizer<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;AdamW&#039;<\/span><span class=\"token punctuation\">,<\/span>       <span class=\"token comment\"># \u4f18\u5316\u5668<\/span><br \/>\n    lr0<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.01<\/span>                <span class=\"token comment\"># \u521d\u59cb\u5b66\u4e60\u7387<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<h4>3.2.2 \u5e94\u7528\u7cfb\u7edf\u6a21\u5757<\/h4>\n<h5>3.2.2.1 \u754c\u9762\u7ec4\u4ef6\u67b6\u6784<\/h5>\n<p>MainWindow<br \/>\n\u251c\u2500\u2500 ControlPanel  # \u63a7\u5236\u9762\u677f<br \/>\n\u2502   \u251c\u2500\u2500 ModeSelector<br \/>\n\u2502   \u251c\u2500\u2500 Start\/Stop<br \/>\n\u2502   \u2514\u2500\u2500 CameraSwitch<br \/>\n\u251c\u2500\u2500 DisplayArea   # \u663e\u793a\u533a\u57df<br \/>\n\u2502   \u251c\u2500\u2500 VideoFeed<br \/>\n\u2502   \u2514\u2500\u2500 ResultView<br \/>\n\u2514\u2500\u2500 StatusBar     # \u72b6\u6001\u680f<\/p>\n<h5>3.2.2.2 \u4ea4\u4e92\u72b6\u6001\u673a<\/h5>\n<p>  #mermaid-svg-zCSjWYRGnHfxXQ8B{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-zCSjWYRGnHfxXQ8B .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-zCSjWYRGnHfxXQ8B .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-zCSjWYRGnHfxXQ8B .error-icon{fill:#552222;}#mermaid-svg-zCSjWYRGnHfxXQ8B .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-zCSjWYRGnHfxXQ8B .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-zCSjWYRGnHfxXQ8B .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-zCSjWYRGnHfxXQ8B .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-zCSjWYRGnHfxXQ8B .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-zCSjWYRGnHfxXQ8B .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-zCSjWYRGnHfxXQ8B .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-zCSjWYRGnHfxXQ8B .marker{fill:#333333;stroke:#333333;}#mermaid-svg-zCSjWYRGnHfxXQ8B .marker.cross{stroke:#333333;}#mermaid-svg-zCSjWYRGnHfxXQ8B svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-zCSjWYRGnHfxXQ8B p{margin:0;}#mermaid-svg-zCSjWYRGnHfxXQ8B defs #statediagram-barbEnd{fill:#333333;stroke:#333333;}#mermaid-svg-zCSjWYRGnHfxXQ8B g.stateGroup text{fill:#9370DB;stroke:none;font-size:10px;}#mermaid-svg-zCSjWYRGnHfxXQ8B g.stateGroup text{fill:#333;stroke:none;font-size:10px;}#mermaid-svg-zCSjWYRGnHfxXQ8B g.stateGroup .state-title{font-weight:bolder;fill:#131300;}#mermaid-svg-zCSjWYRGnHfxXQ8B g.stateGroup rect{fill:#ECECFF;stroke:#9370DB;}#mermaid-svg-zCSjWYRGnHfxXQ8B g.stateGroup line{stroke:#333333;stroke-width:1;}#mermaid-svg-zCSjWYRGnHfxXQ8B .transition{stroke:#333333;stroke-width:1;fill:none;}#mermaid-svg-zCSjWYRGnHfxXQ8B .stateGroup .composit{fill:white;border-bottom:1px;}#mermaid-svg-zCSjWYRGnHfxXQ8B .stateGroup .alt-composit{fill:#e0e0e0;border-bottom:1px;}#mermaid-svg-zCSjWYRGnHfxXQ8B .state-note{stroke:#aaaa33;fill:#fff5ad;}#mermaid-svg-zCSjWYRGnHfxXQ8B .state-note text{fill:black;stroke:none;font-size:10px;}#mermaid-svg-zCSjWYRGnHfxXQ8B .stateLabel .box{stroke:none;stroke-width:0;fill:#ECECFF;opacity:0.5;}#mermaid-svg-zCSjWYRGnHfxXQ8B .edgeLabel .label rect{fill:#ECECFF;opacity:0.5;}#mermaid-svg-zCSjWYRGnHfxXQ8B .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-zCSjWYRGnHfxXQ8B .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-zCSjWYRGnHfxXQ8B .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-zCSjWYRGnHfxXQ8B .edgeLabel .label text{fill:#333;}#mermaid-svg-zCSjWYRGnHfxXQ8B .label div .edgeLabel{color:#333;}#mermaid-svg-zCSjWYRGnHfxXQ8B .stateLabel text{fill:#131300;font-size:10px;font-weight:bold;}#mermaid-svg-zCSjWYRGnHfxXQ8B .node circle.state-start{fill:#333333;stroke:#333333;}#mermaid-svg-zCSjWYRGnHfxXQ8B .node .fork-join{fill:#333333;stroke:#333333;}#mermaid-svg-zCSjWYRGnHfxXQ8B .node circle.state-end{fill:#9370DB;stroke:white;stroke-width:1.5;}#mermaid-svg-zCSjWYRGnHfxXQ8B .end-state-inner{fill:white;stroke-width:1.5;}#mermaid-svg-zCSjWYRGnHfxXQ8B .node rect{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-zCSjWYRGnHfxXQ8B .node polygon{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-zCSjWYRGnHfxXQ8B #statediagram-barbEnd{fill:#333333;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagram-cluster rect{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-zCSjWYRGnHfxXQ8B .cluster-label,#mermaid-svg-zCSjWYRGnHfxXQ8B .nodeLabel{color:#131300;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagram-cluster rect.outer{rx:5px;ry:5px;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagram-state .divider{stroke:#9370DB;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagram-state .title-state{rx:5px;ry:5px;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagram-cluster.statediagram-cluster .inner{fill:white;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagram-cluster.statediagram-cluster-alt .inner{fill:#f0f0f0;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagram-cluster .inner{rx:0;ry:0;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagram-state rect.basic{rx:5px;ry:5px;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagram-state rect.divider{stroke-dasharray:10,10;fill:#f0f0f0;}#mermaid-svg-zCSjWYRGnHfxXQ8B .note-edge{stroke-dasharray:5;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagram-note rect{fill:#fff5ad;stroke:#aaaa33;stroke-width:1px;rx:0;ry:0;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagram-note rect{fill:#fff5ad;stroke:#aaaa33;stroke-width:1px;rx:0;ry:0;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagram-note text{fill:black;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagram-note .nodeLabel{color:black;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagram .edgeLabel{color:red;}#mermaid-svg-zCSjWYRGnHfxXQ8B #dependencyStart,#mermaid-svg-zCSjWYRGnHfxXQ8B #dependencyEnd{fill:#333333;stroke:#333333;stroke-width:1;}#mermaid-svg-zCSjWYRGnHfxXQ8B .statediagramTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-zCSjWYRGnHfxXQ8B :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;} <\/p>\n<p>         <span class=\"edgeLabel\"><\/span> <\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u56fe\u7247\u9009\u62e9<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u89c6\u9891\u9009\u62e9<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5b9e\u65f6\u6a21\u5f0f<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5f00\u59cb\u68c0\u6d4b<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u6682\u505c<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u7ee7\u7eed<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u505c\u6b62<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Idle<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>ImageMode<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>VideoMode<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>RealtimeMode<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Detecting<\/p>\n<p><\/span> <\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Paused<\/p>\n<p><\/span> <\/p>\n<h3>3.3. \u5173\u952e\u6280\u672f\u5b9e\u73b0<\/h3>\n<h4>3.3.1 \u591a\u6a21\u6001\u8f93\u5165\u5904\u7406<\/h4>\n<p><span class=\"token comment\"># \u4f2a\u4ee3\u7801\u793a\u4f8b<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">InputHandler<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">handle_image<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> path<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        img <span class=\"token operator\">&#061;<\/span> cv2<span class=\"token punctuation\">.<\/span>imread<span class=\"token punctuation\">(<\/span>path<span class=\"token punctuation\">)<\/span><br \/>\n        results <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>display_results<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">,<\/span> results<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">handle_video<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> path<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        cap <span class=\"token operator\">&#061;<\/span> cv2<span class=\"token punctuation\">.<\/span>VideoCapture<span class=\"token punctuation\">(<\/span>path<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">while<\/span> cap<span class=\"token punctuation\">.<\/span>isOpened<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            ret<span class=\"token punctuation\">,<\/span> frame <span class=\"token operator\">&#061;<\/span> cap<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> ret<span class=\"token punctuation\">:<\/span> <span class=\"token keyword\">break<\/span><br \/>\n            results <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">)<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>display_results<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">,<\/span> results<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">handle_realtime<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>cap <span class=\"token operator\">&#061;<\/span> cv2<span class=\"token punctuation\">.<\/span>VideoCapture<span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>timer<span class=\"token punctuation\">.<\/span>start<span class=\"token punctuation\">(<\/span><span class=\"token number\">33<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># ~30fps<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">process_frame<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        ret<span class=\"token punctuation\">,<\/span> frame <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>cap<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        results <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>display_results<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">,<\/span> results<span class=\"token punctuation\">)<\/span><\/p>\n<h4>3.3.2 \u68c0\u6d4b\u7ed3\u679c\u53ef\u89c6\u5316<\/h4>\n<p><span class=\"token comment\"># \u4f2a\u4ee3\u7801\u793a\u4f8b<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">visualize_detection<\/span><span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">,<\/span> results<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u7ed8\u5236\u68c0\u6d4b\u6846<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> box <span class=\"token keyword\">in<\/span> results<span class=\"token punctuation\">.<\/span>boxes<span class=\"token punctuation\">:<\/span><br \/>\n        x1<span class=\"token punctuation\">,<\/span> y1<span class=\"token punctuation\">,<\/span> x2<span class=\"token punctuation\">,<\/span> y2 <span class=\"token operator\">&#061;<\/span> box<span class=\"token punctuation\">.<\/span>xyxy<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        cv2<span class=\"token punctuation\">.<\/span>rectangle<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span>x1<span class=\"token punctuation\">,<\/span>y1<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span>x2<span class=\"token punctuation\">,<\/span>y2<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">255<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u6dfb\u52a0\u7c7b\u522b\u548c\u7f6e\u4fe1\u5ea6<\/span><br \/>\n        cls <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>class_names<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span>box<span class=\"token punctuation\">.<\/span>cls<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        conf <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">(<\/span>box<span class=\"token punctuation\">.<\/span>conf<span class=\"token punctuation\">)<\/span><br \/>\n        label <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>cls<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>conf<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n        cv2<span class=\"token punctuation\">.<\/span>putText<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">,<\/span> label<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span>x1<span class=\"token punctuation\">,<\/span> y1<span class=\"token operator\">&#8211;<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                   cv2<span class=\"token punctuation\">.<\/span>FONT_HERSHEY_SIMPLEX<span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.9<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">255<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8f6c\u6362\u4e3aQt\u683c\u5f0f<\/span><br \/>\n    h<span class=\"token punctuation\">,<\/span> w<span class=\"token punctuation\">,<\/span> ch <span class=\"token operator\">&#061;<\/span> frame<span class=\"token punctuation\">.<\/span>shape<br \/>\n    bytes_per_line <span class=\"token operator\">&#061;<\/span> ch <span class=\"token operator\">*<\/span> w<br \/>\n    q_img <span class=\"token operator\">&#061;<\/span> QImage<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">.<\/span>data<span class=\"token punctuation\">,<\/span> w<span class=\"token punctuation\">,<\/span> h<span class=\"token punctuation\">,<\/span> bytes_per_line<span class=\"token punctuation\">,<\/span><br \/>\n                  QImage<span class=\"token punctuation\">.<\/span>Format_RGB888<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> QPixmap<span class=\"token punctuation\">.<\/span>fromImage<span class=\"token punctuation\">(<\/span>q_img<span class=\"token punctuation\">)<\/span><\/p>\n<h3>3.4. \u6027\u80fd\u4f18\u5316\u65b9\u6848<\/h3>\n<h4>3.4.1 \u5b9e\u65f6\u6027\u4fdd\u969c\u63aa\u65bd<\/h4>\n<li>\u591a\u7ebf\u7a0b\u5904\u7406:<\/li>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DetectionThread<\/span><span class=\"token punctuation\">(<\/span>QThread<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> model<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__init__<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>model <span class=\"token operator\">&#061;<\/span> model<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">run<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">while<\/span> self<span class=\"token punctuation\">.<\/span>running<span class=\"token punctuation\">:<\/span><br \/>\n            frame <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>get_next_frame<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            results <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">)<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>signal<span class=\"token punctuation\">.<\/span>emit<span class=\"token punctuation\">(<\/span>results<span class=\"token punctuation\">)<\/span><\/p>\n<li>\u5e27\u7387\u63a7\u5236\u7b56\u7565:<\/li>\n<ul>\n<li>\u52a8\u6001\u8c03\u6574\u68c0\u6d4b\u95f4\u9694<\/li>\n<li>\u7a7a\u95f2\u5e27\u8df3\u8fc7\u673a\u5236<\/li>\n<li>\u5206\u8fa8\u7387\u81ea\u9002\u5e94<\/li>\n<\/ul>\n<h4>3.4.2 \u5185\u5b58\u7ba1\u7406\u65b9\u6848<\/h4>\n<li>\u89c6\u9891\u6d41\u5206\u5757\u5904\u7406<\/li>\n<li>\u7ed3\u679c\u7f13\u5b58\u6e05\u7406\u673a\u5236<\/li>\n<li>GPU\u5185\u5b58\u76d1\u63a7<\/li>\n<h3>3.5. \u7cfb\u7edf\u6d4b\u8bd5\u65b9\u6848<\/h3>\n<h4>3.5.1 \u6d4b\u8bd5\u7528\u4f8b\u8bbe\u8ba1<\/h4>\n<table>\n<tr>\u6d4b\u8bd5\u7c7b\u578b\u6d4b\u8bd5\u5185\u5bb9\u9884\u671f\u6307\u6807<\/tr>\n<tbody>\n<tr>\n<td>\u529f\u80fd\u6d4b\u8bd5<\/td>\n<td>\u56fe\u7247\u68c0\u6d4b<\/td>\n<td>\u51c6\u786e\u7387\u226590%<\/td>\n<\/tr>\n<tr>\n<td>\u6027\u80fd\u6d4b\u8bd5<\/td>\n<td>\u5b9e\u65f6\u68c0\u6d4b<\/td>\n<td>FPS\u226525<\/td>\n<\/tr>\n<tr>\n<td>\u517c\u5bb9\u6d4b\u8bd5<\/td>\n<td>\u89c6\u9891\u683c\u5f0f<\/td>\n<td>\u652f\u6301MP4\/AVI\/MOV<\/td>\n<\/tr>\n<tr>\n<td>\u538b\u529b\u6d4b\u8bd5<\/td>\n<td>\u957f\u65f6\u95f4\u8fd0\u884c<\/td>\n<td>\u5185\u5b58\u6cc4\u6f0f&lt;5MB\/h<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>3.5.2 \u8bc4\u4f30\u6307\u6807<\/h4>\n<li>\u68c0\u6d4b\u7cbe\u5ea6: mAP&#064;0.5<\/li>\n<li>\u5904\u7406\u901f\u5ea6: FPS<\/li>\n<li>\u8d44\u6e90\u5360\u7528: CPU\/GPU\u5229\u7528\u7387<\/li>\n<li>\u7528\u6237\u4f53\u9a8c: \u64cd\u4f5c\u54cd\u5e94\u65f6\u95f4<\/li>\n<h2>4 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