{"id":106199,"date":"2026-09-16T21:25:20","date_gmt":"2026-09-16T13:25:20","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/106199.html"},"modified":"2026-09-16T21:25:20","modified_gmt":"2026-09-16T13:25:20","slug":"%e6%af%95%e8%ae%be%e9%a1%b9%e7%9b%ae-yolo11%e6%99%ba%e8%83%bd%e5%ae%89%e9%98%b2%e5%81%b7%e7%9b%97%e8%a1%8c%e4%b8%ba%e8%af%86%e5%88%ab%e7%b3%bb%e7%bb%9f%ef%bc%88%e6%ba%90%e7%a0%81%e8%ae%ba%e6%96%87","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/106199.html","title":{"rendered":"\u6bd5\u8bbe\u9879\u76ee yolo11\u667a\u80fd\u5b89\u9632\u5077\u76d7\u884c\u4e3a\u8bc6\u522b\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 \u7814\u7a76\u80cc\u666f\u4e0e\u610f\u4e49<\/li>\n<li>2.2 \u56fd\u5185\u5916\u7814\u7a76\u73b0\u72b6<\/li>\n<li>2.3 \u7814\u7a76\u5185\u5bb9\u4e0e\u76ee\u6807<\/li>\n<li>2.4 \u7814\u7a76\u65b9\u6cd5\u4e0e\u6280\u672f\u8def\u7ebf<\/li>\n<li>2.5 \u9884\u671f\u6210\u679c<\/li>\n<li>2.6 \u521b\u65b0\u70b9\u4e0e\u96be\u70b9<\/li>\n<\/ul>\n<\/li>\n<li>3 \u8bbe\u8ba1\u6846\u67b6<\/li>\n<li>\n<ul>\n<li>3.1 \u6280\u672f\u67b6\u6784\u6982\u8ff0<\/li>\n<li>\n<ul>\n<li>3.1.1 \u6570\u636e\u91c7\u96c6\u5c42<\/li>\n<li>1.1.2 \u76ee\u6807\u68c0\u6d4b\u5c42<\/li>\n<li>3.1.3 \u884c\u4e3a\u5206\u6790\u5c42<\/li>\n<li>3.1.4 \u7528\u6237\u4ea4\u4e92\u5c42<\/li>\n<\/ul>\n<\/li>\n<li>3.2 \u5173\u952e\u6280\u672f\u8be6\u89e3<\/li>\n<li>\n<ul>\n<li>3.2.1 YOLOv11 \u76ee\u6807\u68c0\u6d4b<\/li>\n<li>\n<ul>\n<li>YOLOv11 \u68c0\u6d4b\u6d41\u7a0b\u4f2a\u4ee3\u7801<\/li>\n<\/ul>\n<\/li>\n<li>3.2.2 \u975e\u6781\u5927\u503c\u6291\u5236&#xff08;NMS&#xff09;<\/li>\n<li>\n<ul>\n<li>NMS \u5b9e\u73b0\u4f2a\u4ee3\u7801<\/li>\n<\/ul>\n<\/li>\n<li>1.2.3 PyQt5 \u7528\u6237\u754c\u9762<\/li>\n<li>\n<ul>\n<li>UI \u6838\u5fc3\u6a21\u5757\u8bbe\u8ba1<\/li>\n<li>PyQt5 \u4e3b\u8981\u4ea4\u4e92\u6d41\u7a0b<\/li>\n<li>PyQt5 \u6838\u5fc3\u4ea4\u4e92\u903b\u8f91\u4f2a\u4ee3\u7801<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>3.3 \u7cfb\u7edf\u5de5\u4f5c\u6d41\u7a0b<\/li>\n<li>3.4 \u6570\u636e\u96c6\u8bad\u7ec3\u6d41\u7a0b<\/li>\n<li>\n<ul>\n<li>3.4.1 \u6570\u636e\u51c6\u5907<\/li>\n<li>3.4.2 \u6a21\u578b\u8bad\u7ec3<\/li>\n<li>3.4.3 \u6a21\u578b\u8bc4\u4f30<\/li>\n<\/ul>\n<\/li>\n<li>3.5 UI \u4ea4\u4e92\u7cfb\u7edf\u8bbe\u8ba1\u903b\u8f91<\/li>\n<li>\n<ul>\n<li>3.5.1 \u754c\u9762\u5e03\u5c40<\/li>\n<li>3.5.2 \u63a7\u4ef6\u8bbe\u8ba1<\/li>\n<li>1.5.3 \u4ea4\u4e92\u903b\u8f91<\/li>\n<\/ul>\n<\/li>\n<li>3.6 \u53ef\u89c6\u5316\u56fe\u8868\u663e\u793a\u903b\u8f91<\/li>\n<li>\n<ul>\n<li>3.6.1 \u68c0\u6d4b\u7ed3\u679c\u7edf\u8ba1\u56fe<\/li>\n<li>\n<ul>\n<li>\u793a\u4f8b&#xff1a;\u68c0\u6d4b\u7ed3\u679c\u7edf\u8ba1<\/li>\n<\/ul>\n<\/li>\n<li>3.6.2 \u65e5\u5fd7\u8bb0\u5f55\u4e0e\u663e\u793a<\/li>\n<li>\n<ul>\n<li>\u793a\u4f8b&#xff1a;\u65e5\u5fd7\u8bb0\u5f55\u51fd\u6570<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>4 \u6700\u540e<\/li>\n<\/ul>\n<h2>0 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yolo11\u667a\u80fd\u5b89\u9632\u5077\u76d7\u884c\u4e3a\u8bc6\u522b\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\/09\/20260916132515-6aaa98bb8e0a1.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\/09\/20260916132516-6aaa98bc32503.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\/09\/20260916132516-6aaa98bcbd43f.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260916132517-6aaa98bdb28e1.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\/09\/20260916132518-6aaa98bede51b.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>2 \u8bfe\u9898\u80cc\u666f<\/h2>\n<h3>2.1 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\u7814\u7a76\u5185\u5bb9\u4e0e\u76ee\u6807<\/h3>\n<p>\u672c\u8bfe\u9898\u7684\u4e3b\u8981\u7814\u7a76\u5185\u5bb9\u662f\u57fa\u4e8eYOLOv8\u6a21\u578b\u5f00\u53d1\u4e00\u5957\u667a\u80fd\u5b89\u9632\u76d7\u7a83\u884c\u4e3a\u8bc6\u522b\u7cfb\u7edf\u3002\u8be5\u7cfb\u7edf\u5e94\u5177\u5907\u4ee5\u4e0b\u6838\u5fc3\u529f\u80fd&#xff1a;<\/p>\n<li>\u5b9e\u65f6\u89c6\u9891\u6d41\u5904\u7406&#xff1a;\u80fd\u591f\u63a5\u5165\u6444\u50cf\u5934\u6216\u89c6\u9891\u6587\u4ef6\u8f93\u5165&#xff0c;\u5e76\u5bf9\u89c6\u9891\u6d41\u8fdb\u884c\u5b9e\u65f6\u5206\u6790\u3002<\/li>\n<li>\u76ee\u6807\u68c0\u6d4b\u4e0e\u8ddf\u8e2a&#xff1a;\u5229\u7528YOLOv8\u6a21\u578b\u68c0\u6d4b\u89c6\u9891\u4e2d\u7684\u4eba\u5458\u3001\u8f66\u8f86\u53ca\u5176\u4ed6\u76f8\u5173\u76ee\u6807&#xff0c;\u5e76\u5b9e\u73b0\u5bf9\u76ee\u6807\u7684\u6301\u7eed\u8ddf\u8e2a\u3002<\/li>\n<li>\u884c\u4e3a\u7279\u5f81\u63d0\u53d6&#xff1a;\u901a\u8fc7\u5bf9\u68c0\u6d4b\u5230\u7684\u76ee\u6807\u8fdb\u884c\u884c\u4e3a\u7279\u5f81\u5206\u6790&#xff0c;\u8bc6\u522b\u51fa\u53ef\u80fd\u4e0e\u76d7\u7a83\u884c\u4e3a\u76f8\u5173\u7684\u52a8\u4f5c\u6a21\u5f0f\u3002<\/li>\n<li>\u5371\u9669\u884c\u4e3a\u8bc6\u522b&#xff1a;\u5efa\u7acb\u5371\u9669\u884c\u4e3a\u5206\u7c7b\u6a21\u578b&#xff0c;\u5bf9\u8bc6\u522b\u51fa\u7684\u884c\u4e3a\u6a21\u5f0f\u8fdb\u884c\u98ce\u9669\u8bc4\u4f30&#xff0c;\u5224\u65ad\u662f\u5426\u5b58\u5728\u76d7\u7a83\u5acc\u7591\u3002<\/li>\n<li>\u9884\u8b66\u4e0e\u8bb0\u5f55&#xff1a;\u5f53\u68c0\u6d4b\u5230\u7591\u4f3c\u76d7\u7a83\u884c\u4e3a\u65f6&#xff0c;\u7cfb\u7edf\u5e94\u80fd\u53ca\u65f6\u53d1\u51fa\u9884\u8b66&#xff0c;\u5e76\u4fdd\u5b58\u76f8\u5173\u89c6\u9891\u7247\u6bb5\u4ee5\u4f9b\u540e\u7eed\u6838\u67e5\u3002<\/li>\n<p>\u672c\u8bfe\u9898\u7684\u7814\u7a76\u76ee\u6807\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762&#xff1a;<\/p>\n<li>\u6784\u5efa\u9ad8\u6548\u7684\u76ee\u6807\u68c0\u6d4b\u6a21\u578b&#xff1a;\u57fa\u4e8eYOLOv8\u6a21\u578b\u8fdb\u884c\u6539\u8fdb\u548c\u4f18\u5316&#xff0c;\u4f7f\u5176\u80fd\u591f\u5728\u4fdd\u8bc1\u68c0\u6d4b\u7cbe\u5ea6\u7684\u540c\u65f6\u6ee1\u8db3\u5b9e\u65f6\u6027\u7684\u8981\u6c42\u3002<\/li>\n<li>\u8bbe\u8ba1\u5408\u7406\u7684\u884c\u4e3a\u7279\u5f81\u8868\u793a&#xff1a;\u63a2\u7d22\u9002\u5408\u76d7\u7a83\u884c\u4e3a\u8bc6\u522b\u7684\u884c\u4e3a\u7279\u5f81\u8868\u793a\u65b9\u6cd5&#xff0c;\u63d0\u9ad8\u5bf9\u590d\u6742\u884c\u4e3a\u6a21\u5f0f\u7684\u5efa\u6a21\u80fd\u529b\u3002<\/li>\n<li>\u5b9e\u73b0\u7cbe\u51c6\u7684\u98ce\u9669\u8bc4\u4f30\u673a\u5236&#xff1a;\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u5efa\u7acb\u98ce\u9669\u8bc4\u4f30\u6a21\u578b&#xff0c;\u964d\u4f4e\u8bef\u62a5\u7387\u548c\u6f0f\u62a5\u7387\u3002<\/li>\n<li>\u5f00\u53d1\u5b8c\u6574\u7684\u7cfb\u7edf\u539f\u578b&#xff1a;\u642d\u5efa\u5305\u542b\u524d\u7aef\u754c\u9762\u3001\u540e\u7aef\u5904\u7406\u548c\u6570\u636e\u5b58\u50a8\u7684\u5b8c\u6574\u7cfb\u7edf\u67b6\u6784&#xff0c;\u9a8c\u8bc1\u6240\u63d0\u51fa\u65b9\u6cd5\u7684\u6709\u6548\u6027\u548c\u5b9e\u7528\u6027\u3002<\/li>\n<h3>2.4 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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-vTfSPuc4Vb2biE13 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-vTfSPuc4Vb2biE13 rect.text{fill:none;stroke-width:0;}#mermaid-svg-vTfSPuc4Vb2biE13 .icon-shape,#mermaid-svg-vTfSPuc4Vb2biE13 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-vTfSPuc4Vb2biE13 .icon-shape p,#mermaid-svg-vTfSPuc4Vb2biE13 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-vTfSPuc4Vb2biE13 .icon-shape .label rect,#mermaid-svg-vTfSPuc4Vb2biE13 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-vTfSPuc4Vb2biE13 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-vTfSPuc4Vb2biE13 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-vTfSPuc4Vb2biE13 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u89c6\u9891\u6d41\/\u56fe\u7247<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u68c0\u6d4b\u7ed3\u679c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u98ce\u9669\u8bc4\u4f30<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u7528\u6237\u53cd\u9988<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>\u6570\u636e\u91c7\u96c6\u5c42<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>\u76ee\u6807\u68c0\u6d4b\u5c42<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>\u884c\u4e3a\u5206\u6790\u5c42<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>\u7528\u6237\u4ea4\u4e92\u5c42<\/p>\n<p><\/span><\/p>\n<h4>3.1.1 \u6570\u636e\u91c7\u96c6\u5c42<\/h4>\n<ul>\n<li>\u529f\u80fd&#xff1a;\u8d1f\u8d23\u89c6\u9891\u6d41\u6216\u56fe\u7247\u7684\u91c7\u96c6\u4e0e\u9884\u5904\u7406<\/li>\n<li>\u5173\u952e\u6280\u672f&#xff1a;OpenCV \u89c6\u9891\u8bfb\u53d6\u4e0e\u5904\u7406<\/li>\n<li>\u8f93\u5165&#xff1a;\u6444\u50cf\u5934\u89c6\u9891\u6d41\u3001\u672c\u5730\u89c6\u9891\u6587\u4ef6\u3001\u5355\u5f20\u56fe\u7247<\/li>\n<li>\u8f93\u51fa&#xff1a;\u7ecf\u8fc7\u9884\u5904\u7406\u7684\u56fe\u50cf\u5e27<\/li>\n<\/ul>\n<h4>1.1.2 \u76ee\u6807\u68c0\u6d4b\u5c42<\/h4>\n<ul>\n<li>\u529f\u80fd&#xff1a;\u4f7f\u7528 YOLOv11 \u6a21\u578b\u8fdb\u884c\u76ee\u6807\u68c0\u6d4b<\/li>\n<li>\u5173\u952e\u6280\u672f&#xff1a;YOLOv11 \u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u3001\u975e\u6781\u5927\u503c\u6291\u5236&#xff08;NMS&#xff09;<\/li>\n<li>\u8f93\u5165&#xff1a;\u539f\u59cb\u56fe\u50cf\u5e27<\/li>\n<li>\u8f93\u51fa&#xff1a;\u68c0\u6d4b\u5230\u7684\u76ee\u6807\u53ca\u5176\u7c7b\u522b\u4fe1\u606f<\/li>\n<\/ul>\n<h4>3.1.3 \u884c\u4e3a\u5206\u6790\u5c42<\/h4>\n<ul>\n<li>\u529f\u80fd&#xff1a;\u5206\u6790\u68c0\u6d4b\u7ed3\u679c&#xff0c;\u8bc6\u522b\u5371\u9669\u884c\u4e3a<\/li>\n<li>\u5173\u952e\u6280\u672f&#xff1a;\u884c\u4e3a\u6a21\u5f0f\u5339\u914d\u3001\u98ce\u9669\u8bc4\u4f30\u7b97\u6cd5<\/li>\n<li>\u8f93\u5165&#xff1a;\u76ee\u6807\u68c0\u6d4b\u7ed3\u679c<\/li>\n<li>\u8f93\u51fa&#xff1a;\u884c\u4e3a\u98ce\u9669\u7b49\u7ea7\u3001\u9884\u8b66\u4fe1\u606f<\/li>\n<\/ul>\n<h4>3.1.4 \u7528\u6237\u4ea4\u4e92\u5c42<\/h4>\n<ul>\n<li>\u529f\u80fd&#xff1a;\u63d0\u4f9b\u56fe\u5f62\u7528\u6237\u754c\u9762&#xff0c;\u5c55\u793a\u68c0\u6d4b\u7ed3\u679c\u548c\u9884\u8b66\u4fe1\u606f<\/li>\n<li>\u5173\u952e\u6280\u672f&#xff1a;PyQt5 GUI \u5f00\u53d1\u3001QThread \u591a\u7ebf\u7a0b\u5904\u7406<\/li>\n<li>\u8f93\u5165&#xff1a;\u7528\u6237\u64cd\u4f5c\u6307\u4ee4<\/li>\n<li>\u8f93\u51fa&#xff1a;\u53ef\u89c6\u5316\u68c0\u6d4b\u7ed3\u679c\u3001\u65e5\u5fd7\u4fe1\u606f\u3001\u8b66\u544a\u63d0\u793a<\/li>\n<\/ul>\n<h3>3.2 \u5173\u952e\u6280\u672f\u8be6\u89e3<\/h3>\n<h4>3.2.1 YOLOv11 \u76ee\u6807\u68c0\u6d4b<\/h4>\n<p>YOLOv11 \u662f\u76ee\u524d\u6700\u5148\u8fdb\u7684\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u4e4b\u4e00&#xff0c;\u5177\u6709\u4ee5\u4e0b\u7279\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u9ad8\u901f\u5ea6&#xff1a;\u80fd\u591f\u5728\u666e\u901aGPU\u4e0a\u5b9e\u73b0\u5b9e\u65f6\u68c0\u6d4b<\/li>\n<li>\u9ad8\u7cbe\u5ea6&#xff1a;\u5728COCO\u6570\u636e\u96c6\u4e0a\u8fbe\u5230SOTA\u6027\u80fd<\/li>\n<li>\u591a\u5c3a\u5ea6\u9884\u6d4b&#xff1a;\u652f\u6301\u591a\u79cd\u5c3a\u5bf8\u8f93\u5165&#xff0c;\u9002\u5e94\u4e0d\u540c\u573a\u666f\u9700\u6c42<\/li>\n<\/ul>\n<h5>YOLOv11 \u68c0\u6d4b\u6d41\u7a0b\u4f2a\u4ee3\u7801<\/h5>\n<p><span class=\"token comment\"># \u52a0\u8f7dYOLOv11\u6a21\u578b<\/span><br \/>\nmodel <span class=\"token operator\">&#061;<\/span> YOLO<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;best.pt&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u56fe\u50cf\u9884\u5904\u7406<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">preprocess<\/span><span class=\"token punctuation\">(<\/span>image<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u8c03\u6574\u5c3a\u5bf8\u81f3640&#215;640<\/span><br \/>\n    resized_image <span class=\"token operator\">&#061;<\/span> cv2<span class=\"token punctuation\">.<\/span>resize<span class=\"token punctuation\">(<\/span>image<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">640<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">640<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u5f52\u4e00\u5316\u5904\u7406<\/span><br \/>\n    normalized_image <span class=\"token operator\">&#061;<\/span> resized_image <span class=\"token operator\">\/<\/span> <span class=\"token number\">255.0<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> normalized_image<\/p>\n<p><span class=\"token comment\"># \u6267\u884c\u76ee\u6807\u68c0\u6d4bdef detect(image):<\/span><br \/>\n    <span class=\"token comment\"># \u9884\u5904\u7406<\/span><br \/>\n    processed_img <span class=\"token operator\">&#061;<\/span> preprocess<span class=\"token punctuation\">(<\/span>image<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u6a21\u578b\u63a8\u7406<\/span><br \/>\n    results <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">(<\/span>processed_img<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u89e3\u6790\u7ed3\u679c<\/span><br \/>\n    detections <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> result <span class=\"token keyword\">in<\/span> results<span class=\"token punctuation\">:<\/span><br \/>\n        boxes <span class=\"token operator\">&#061;<\/span> result<span class=\"token punctuation\">.<\/span>boxes<br \/>\n        <span class=\"token keyword\">for<\/span> box <span class=\"token keyword\">in<\/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><span class=\"token punctuation\">.<\/span>cpu<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>numpy<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>astype<span class=\"token punctuation\">(<\/span><span class=\"token builtin\">int<\/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><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>cpu<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>numpy<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            cls <span class=\"token operator\">&#061;<\/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 number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>cpu<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>numpy<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            class_name <span class=\"token operator\">&#061;<\/span> result<span class=\"token punctuation\">.<\/span>names<span class=\"token punctuation\">[<\/span>cls<span class=\"token punctuation\">]<\/span><br \/>\n            detections<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>x1<span class=\"token punctuation\">,<\/span> y1<span class=\"token punctuation\">,<\/span> x2<span class=\"token punctuation\">,<\/span> y2<span class=\"token punctuation\">,<\/span> conf<span class=\"token punctuation\">,<\/span> class_name<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> detections<\/p>\n<h4>3.2.2 \u975e\u6781\u5927\u503c\u6291\u5236&#xff08;NMS&#xff09;<\/h4>\n<p>NMS \u662f\u76ee\u6807\u68c0\u6d4b\u4e2d\u7528\u4e8e\u53bb\u9664\u91cd\u590d\u68c0\u6d4b\u6846\u7684\u5173\u952e\u6280\u672f\u3002\u5176\u5b9e\u73b0\u539f\u7406\u5982\u4e0b&#xff1a;<\/p>\n<li>\u6309\u7f6e\u4fe1\u5ea6\u6392\u5e8f&#xff1a;\u5c06\u6240\u6709\u68c0\u6d4b\u6846\u6309\u7167\u7f6e\u4fe1\u5ea6\u4ece\u9ad8\u5230\u4f4e\u6392\u5e8f<\/li>\n<li>\u9009\u62e9\u6700\u4f73\u68c0\u6d4b\u6846&#xff1a;\u9009\u53d6\u5f53\u524d\u7f6e\u4fe1\u5ea6\u6700\u9ad8\u7684\u68c0\u6d4b\u6846\u4f5c\u4e3a\u57fa\u51c6<\/li>\n<li>\u8ba1\u7b97IoU&#xff1a;\u8ba1\u7b97\u8be5\u57fa\u51c6\u6846\u4e0e\u5176\u4ed6\u6240\u6709\u6846\u7684\u4ea4\u5e76\u6bd4&#xff08;IoU&#xff09;<\/li>\n<li>\u79fb\u9664\u91cd\u53e0\u6846&#xff1a;\u79fb\u9664IoU\u8d85\u8fc7\u9608\u503c\u7684\u6240\u6709\u6846<\/li>\n<li>\u91cd\u590d\u6b65\u9aa42-4&#xff1a;\u76f4\u5230\u6240\u6709\u6846\u90fd\u88ab\u5904\u7406\u5b8c\u6bd5<\/li>\n<h5>NMS \u5b9e\u73b0\u4f2a\u4ee3\u7801<\/h5>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">non_max_suppression<\/span><span class=\"token punctuation\">(<\/span>detections<span class=\"token punctuation\">,<\/span> iou_threshold<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.5<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> detections<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6309\u7f6e\u4fe1\u5ea6\u6392\u5e8f<\/span><br \/>\n    detections<span class=\"token punctuation\">.<\/span>sort<span class=\"token punctuation\">(<\/span>key<span class=\"token operator\">&#061;<\/span><span class=\"token keyword\">lambda<\/span> x<span class=\"token punctuation\">:<\/span> x<span class=\"token punctuation\">[<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> reverse<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    keep_detections <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">while<\/span> detections<span class=\"token punctuation\">:<\/span><br \/>\n        best_detection <span class=\"token operator\">&#061;<\/span> detections<span class=\"token punctuation\">.<\/span>pop<span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        keep_detections<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>best_detection<span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u8ba1\u7b97\u4e0e\u5176\u4f59\u68c0\u6d4b\u7684IoU\u5e76\u79fb\u9664\u9ad8\u91cd\u53e0\u7684\u68c0\u6d4b<\/span><br \/>\n        new_detections <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> detection <span class=\"token keyword\">in<\/span> detections<span class=\"token punctuation\">:<\/span><br \/>\n            iou <span class=\"token operator\">&#061;<\/span> calculate_iou<span class=\"token punctuation\">(<\/span>best_detection<span class=\"token punctuation\">,<\/span> detection<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> iou <span class=\"token operator\">&lt;<\/span> iou_threshold<span class=\"token punctuation\">:<\/span><br \/>\n                new_detections<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>detection<span class=\"token punctuation\">)<\/span><br \/>\n        detections <span class=\"token operator\">&#061;<\/span> new_detections<\/p>\n<p>    <span class=\"token keyword\">return<\/span> keep_detections<\/p>\n<p><span class=\"token comment\"># \u8ba1\u7b97\u4e24\u4e2a\u6846\u4e4b\u95f4\u7684IoUdef calculate_iou(box1, box2):<\/span><br \/>\n    <span class=\"token comment\"># \u89e3\u5305\u8fb9\u754c\u6846\u5750\u6807<\/span><br \/>\n    x1_min<span class=\"token punctuation\">,<\/span> y1_min<span class=\"token punctuation\">,<\/span> x1_max<span class=\"token punctuation\">,<\/span> y1_max <span class=\"token operator\">&#061;<\/span> box1<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    x2_min<span class=\"token punctuation\">,<\/span> y2_min<span class=\"token punctuation\">,<\/span> x2_max<span class=\"token punctuation\">,<\/span> y2_max <span class=\"token operator\">&#061;<\/span> box2<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8ba1\u7b97\u4ea4\u96c6\u533a\u57df\u7684\u5750\u6807<\/span><br \/>\n    inter_xmin <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span>x1_min<span class=\"token punctuation\">,<\/span> x2_min<span class=\"token punctuation\">)<\/span><br \/>\n    inter_ymin <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span>y1_min<span class=\"token punctuation\">,<\/span> y2_min<span class=\"token punctuation\">)<\/span><br \/>\n    inter_xmax <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">min<\/span><span class=\"token punctuation\">(<\/span>x1_max<span class=\"token punctuation\">,<\/span> x2_max<span class=\"token punctuation\">)<\/span><br \/>\n    inter_ymax <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">min<\/span><span class=\"token punctuation\">(<\/span>y1_max<span class=\"token punctuation\">,<\/span> y2_max<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8ba1\u7b97\u4ea4\u96c6\u9762\u79ef<\/span><br \/>\n    inter_area <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> inter_xmax <span class=\"token operator\">&#8211;<\/span> inter_xmin<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> inter_ymax <span class=\"token operator\">&#8211;<\/span> inter_ymin<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8ba1\u7b97\u4e24\u4e2a\u6846\u5404\u81ea\u7684\u9762\u79ef<\/span><br \/>\n    box1_area <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>x1_max <span class=\"token operator\">&#8211;<\/span> x1_min<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token punctuation\">(<\/span>y1_max <span class=\"token operator\">&#8211;<\/span> y1_min<span class=\"token punctuation\">)<\/span><br \/>\n    box2_area <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>x2_max <span class=\"token operator\">&#8211;<\/span> x2_min<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token punctuation\">(<\/span>y2_max <span class=\"token operator\">&#8211;<\/span> y2_min<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8ba1\u7b97\u5e76\u96c6\u9762\u79ef<\/span><br \/>\n    union_area <span class=\"token operator\">&#061;<\/span> box1_area <span class=\"token operator\">&#043;<\/span> box2_area <span class=\"token operator\">&#8211;<\/span> inter_area<\/p>\n<p>    <span class=\"token comment\"># \u8ba1\u7b97IoU<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> inter_area <span class=\"token operator\">\/<\/span> union_area <span class=\"token keyword\">if<\/span> union_area <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token number\">0<\/span><\/p>\n<h4>1.2.3 PyQt5 \u7528\u6237\u754c\u9762<\/h4>\n<p>\u7528\u6237\u754c\u9762\u91c7\u7528 PyQt5 \u5f00\u53d1&#xff0c;\u4e3b\u8981\u5305\u542b\u4ee5\u4e0b\u51e0\u4e2a\u6838\u5fc3\u7ec4\u4ef6&#xff1a;<\/p>\n<ul>\n<li>\u4e3b\u7a97\u53e3\u7c7b SecurityApp&#xff1a;\u7ee7\u627f\u81ea QMainWindow&#xff0c;\u7ba1\u7406\u6574\u4e2a\u5e94\u7528\u7a0b\u5e8f\u7684\u754c\u9762\u5e03\u5c40\u548c\u4e8b\u4ef6\u5904\u7406<\/li>\n<li>\u89c6\u9891\u5904\u7406\u7ebf\u7a0b VideoThread&#xff1a;\u7ee7\u627f\u81ea QThread&#xff0c;\u8d1f\u8d23\u89c6\u9891\u6d41\u7684\u5904\u7406\u548c\u68c0\u6d4b\u7ed3\u679c\u7684\u66f4\u65b0<\/li>\n<li>\u56fe\u50cf\u5904\u7406\u5668 ImageProcessor&#xff1a;\u8d1f\u8d23\u9759\u6001\u56fe\u50cf\u7684\u5904\u7406\u548c\u68c0\u6d4b<\/li>\n<\/ul>\n<h5>UI \u6838\u5fc3\u6a21\u5757\u8bbe\u8ba1<\/h5>\n<p>  #mermaid-svg-TEHfeqIvb2L9g3dj{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-TEHfeqIvb2L9g3dj .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-TEHfeqIvb2L9g3dj .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-TEHfeqIvb2L9g3dj .error-icon{fill:#552222;}#mermaid-svg-TEHfeqIvb2L9g3dj .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-TEHfeqIvb2L9g3dj .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-TEHfeqIvb2L9g3dj .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-TEHfeqIvb2L9g3dj .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-TEHfeqIvb2L9g3dj .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-TEHfeqIvb2L9g3dj .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-TEHfeqIvb2L9g3dj .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-TEHfeqIvb2L9g3dj .marker{fill:#333333;stroke:#333333;}#mermaid-svg-TEHfeqIvb2L9g3dj .marker.cross{stroke:#333333;}#mermaid-svg-TEHfeqIvb2L9g3dj svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-TEHfeqIvb2L9g3dj p{margin:0;}#mermaid-svg-TEHfeqIvb2L9g3dj .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-TEHfeqIvb2L9g3dj .cluster-label text{fill:#333;}#mermaid-svg-TEHfeqIvb2L9g3dj .cluster-label span{color:#333;}#mermaid-svg-TEHfeqIvb2L9g3dj .cluster-label span p{background-color:transparent;}#mermaid-svg-TEHfeqIvb2L9g3dj .label text,#mermaid-svg-TEHfeqIvb2L9g3dj span{fill:#333;color:#333;}#mermaid-svg-TEHfeqIvb2L9g3dj .node rect,#mermaid-svg-TEHfeqIvb2L9g3dj .node circle,#mermaid-svg-TEHfeqIvb2L9g3dj .node ellipse,#mermaid-svg-TEHfeqIvb2L9g3dj .node polygon,#mermaid-svg-TEHfeqIvb2L9g3dj .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-TEHfeqIvb2L9g3dj .rough-node .label text,#mermaid-svg-TEHfeqIvb2L9g3dj .node .label text,#mermaid-svg-TEHfeqIvb2L9g3dj .image-shape .label,#mermaid-svg-TEHfeqIvb2L9g3dj .icon-shape .label{text-anchor:middle;}#mermaid-svg-TEHfeqIvb2L9g3dj .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-TEHfeqIvb2L9g3dj .rough-node .label,#mermaid-svg-TEHfeqIvb2L9g3dj .node .label,#mermaid-svg-TEHfeqIvb2L9g3dj .image-shape .label,#mermaid-svg-TEHfeqIvb2L9g3dj .icon-shape .label{text-align:center;}#mermaid-svg-TEHfeqIvb2L9g3dj .node.clickable{cursor:pointer;}#mermaid-svg-TEHfeqIvb2L9g3dj .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-TEHfeqIvb2L9g3dj .arrowheadPath{fill:#333333;}#mermaid-svg-TEHfeqIvb2L9g3dj .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-TEHfeqIvb2L9g3dj .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-TEHfeqIvb2L9g3dj .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-TEHfeqIvb2L9g3dj .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-TEHfeqIvb2L9g3dj .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-TEHfeqIvb2L9g3dj .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-TEHfeqIvb2L9g3dj .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-TEHfeqIvb2L9g3dj .cluster text{fill:#333;}#mermaid-svg-TEHfeqIvb2L9g3dj .cluster span{color:#333;}#mermaid-svg-TEHfeqIvb2L9g3dj 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-TEHfeqIvb2L9g3dj .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-TEHfeqIvb2L9g3dj rect.text{fill:none;stroke-width:0;}#mermaid-svg-TEHfeqIvb2L9g3dj .icon-shape,#mermaid-svg-TEHfeqIvb2L9g3dj .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-TEHfeqIvb2L9g3dj .icon-shape p,#mermaid-svg-TEHfeqIvb2L9g3dj .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-TEHfeqIvb2L9g3dj .icon-shape .label rect,#mermaid-svg-TEHfeqIvb2L9g3dj .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-TEHfeqIvb2L9g3dj .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-TEHfeqIvb2L9g3dj .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-TEHfeqIvb2L9g3dj :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u63a7\u5236<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u8c03\u7528<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u4fe1\u53f7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u8fd4\u56de\u7ed3\u679c<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>SecurityApp<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>VideoThread<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>ImageProcessor<\/p>\n<p><\/span><\/p>\n<h5>PyQt5 \u4e3b\u8981\u4ea4\u4e92\u6d41\u7a0b<\/h5>\n<li>\u6a21\u5f0f\u9009\u62e9&#xff1a;\u7528\u6237\u53ef\u4ee5\u9009\u62e9\u56fe\u7247\u8bc6\u522b\u3001\u89c6\u9891\u8bc6\u522b\u6216\u5b9e\u65f6\u8bc6\u522b\u6a21\u5f0f<\/li>\n<li>\u5f00\u59cb\u8bc6\u522b&#xff1a;\u6839\u636e\u9009\u62e9\u7684\u6a21\u5f0f\u542f\u52a8\u76f8\u5e94\u7684\u5904\u7406\u6d41\u7a0b<\/li>\n<li>\u7ed3\u679c\u663e\u793a&#xff1a;\u5728\u754c\u9762\u4e0a\u663e\u793a\u68c0\u6d4b\u7ed3\u679c\u548c\u76f8\u5173\u89e3\u91ca<\/li>\n<li>\u65e5\u5fd7\u8bb0\u5f55&#xff1a;\u8bb0\u5f55\u7cfb\u7edf\u7684\u8fd0\u884c\u72b6\u6001\u548c\u91cd\u8981\u4e8b\u4ef6<\/li>\n<li>\u8b66\u544a\u63d0\u793a&#xff1a;\u5f53\u68c0\u6d4b\u5230\u5371\u9669\u884c\u4e3a\u65f6&#xff0c;\u663e\u793a\u8b66\u544a\u4fe1\u606f<\/li>\n<h5>PyQt5 \u6838\u5fc3\u4ea4\u4e92\u903b\u8f91\u4f2a\u4ee3\u7801<\/h5>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">SecurityApp<\/span><span class=\"token punctuation\">(<\/span>QMainWindow<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><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_path <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;best.pt&#034;<\/span>  <span class=\"token comment\"># \u6a21\u578b\u8def\u5f84<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>image_processor <span class=\"token operator\">&#061;<\/span> ImageProcessor<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>model_path<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>video_thread <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>current_mode <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span>  <span class=\"token comment\"># &#039;image&#039;, &#039;video&#039;, &#039;camera&#039;<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>camera_index <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span>  <span class=\"token comment\"># \u9ed8\u8ba4\u6444\u50cf\u5934\u7d22\u5f15<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>init_ui<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">init_ui<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u521d\u59cb\u5316\u754c\u9762\u5143\u7d20<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>create_buttons<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>create_display_areas<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>setup_layout<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>connect_signals<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">create_buttons<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u521b\u5efa\u6a21\u5f0f\u9009\u62e9\u6309\u94ae\u548c\u5f00\u59cb\u6309\u94ae<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>image_btn <span class=\"token operator\">&#061;<\/span> QPushButton<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u56fe\u7247\u8bc6\u522b&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>video_btn <span class=\"token operator\">&#061;<\/span> QPushButton<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u89c6\u9891\u8bc6\u522b&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>camera_btn <span class=\"token operator\">&#061;<\/span> QPushButton<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5b9e\u65f6\u8bc6\u522b&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>start_btn <span class=\"token operator\">&#061;<\/span> QPushButton<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5f00\u59cb\u8bc6\u522b&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">create_display_areas<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u521b\u5efa\u663e\u793a\u533a\u57df\u548c\u7ed3\u679c\u533a\u57df<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>display_label <span class=\"token operator\">&#061;<\/span> QLabel<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>result_text <span class=\"token operator\">&#061;<\/span> QTextEdit<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>log_text <span class=\"token operator\">&#061;<\/span> QTextEdit<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>warning_label <span class=\"token operator\">&#061;<\/span> QLabel<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">connect_signals<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u8fde\u63a5\u6309\u94ae\u4fe1\u53f7<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>image_btn<span class=\"token punctuation\">.<\/span>clicked<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>select_image_mode<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>video_btn<span class=\"token punctuation\">.<\/span>clicked<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>select_video_mode<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>camera_btn<span class=\"token punctuation\">.<\/span>clicked<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>select_camera_mode<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>start_btn<span class=\"token punctuation\">.<\/span>clicked<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>start_detection<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">start_detection<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u542f\u52a8\u68c0\u6d4b\u8fc7\u7a0b<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>current_mode <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#039;image&#039;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>start_image_detection<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">elif<\/span> self<span class=\"token punctuation\">.<\/span>current_mode <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#039;video&#039;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>start_video_detection<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">elif<\/span> self<span class=\"token punctuation\">.<\/span>current_mode <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#039;camera&#039;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>start_camera_detection<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">update_frame<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> frame<span class=\"token punctuation\">,<\/span> detections<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u66f4\u65b0\u89c6\u9891\u5e27\u663e\u793a<\/span><br \/>\n        frame_with_boxes <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>draw_boxes<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">,<\/span> detections<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>display_image<span class=\"token punctuation\">(<\/span>frame_with_boxes<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>update_result_text<span class=\"token punctuation\">(<\/span>detections<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>check_dangerous_behavior<span class=\"token punctuation\">(<\/span>detections<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">draw_boxes<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> frame<span class=\"token punctuation\">,<\/span> detections<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> x1<span class=\"token punctuation\">,<\/span> y1<span class=\"token punctuation\">,<\/span> x2<span class=\"token punctuation\">,<\/span> y2<span class=\"token punctuation\">,<\/span> conf<span class=\"token punctuation\">,<\/span> class_name <span class=\"token keyword\">in<\/span> detections<span class=\"token punctuation\">:<\/span><br \/>\n            color <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/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 keyword\">if<\/span> class_name <span class=\"token keyword\">in<\/span> DANGEROUS_CLASSES <span class=\"token keyword\">else<\/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><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> color<span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token comment\"># \u7ed8\u5236\u6807\u7b7e<\/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>class_name<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\">5<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> cv2<span class=\"token punctuation\">.<\/span>FONT_HERSHEY_SIMPLEX<span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.6<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">255<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">255<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">255<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> frame<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">check_dangerous_behavior<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> detections<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u68c0\u67e5\u662f\u5426\u6709\u5371\u9669\u884c\u4e3a<\/span><br \/>\n        dangerous_classes <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>d<span class=\"token punctuation\">[<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">for<\/span> d <span class=\"token keyword\">in<\/span> detections <span class=\"token keyword\">if<\/span> d<span class=\"token punctuation\">[<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">in<\/span> DANGEROUS_CLASSES<span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> dangerous_classes<span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>warning_label<span class=\"token punctuation\">.<\/span>setText<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u26a0\ufe0f \u8b66\u544a&#xff1a;\u68c0\u6d4b\u5230\u5371\u9669\u884c\u4e3a&#xff01;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#039;, &#039;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span><span class=\"token builtin\">set<\/span><span class=\"token punctuation\">(<\/span>dangerous_classes<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>warning_label<span class=\"token punctuation\">.<\/span>setVisible<span class=\"token punctuation\">(<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>warning_label<span class=\"token punctuation\">.<\/span>setVisible<span class=\"token punctuation\">(<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h3>3.3 \u7cfb\u7edf\u5de5\u4f5c\u6d41\u7a0b<\/h3>\n<p>  #mermaid-svg-F3yxV79zXwX8KBrL{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-F3yxV79zXwX8KBrL .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-F3yxV79zXwX8KBrL .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-F3yxV79zXwX8KBrL .error-icon{fill:#552222;}#mermaid-svg-F3yxV79zXwX8KBrL .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-F3yxV79zXwX8KBrL .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-F3yxV79zXwX8KBrL .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-F3yxV79zXwX8KBrL .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-F3yxV79zXwX8KBrL .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-F3yxV79zXwX8KBrL .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-F3yxV79zXwX8KBrL .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-F3yxV79zXwX8KBrL .marker{fill:#333333;stroke:#333333;}#mermaid-svg-F3yxV79zXwX8KBrL .marker.cross{stroke:#333333;}#mermaid-svg-F3yxV79zXwX8KBrL svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-F3yxV79zXwX8KBrL p{margin:0;}#mermaid-svg-F3yxV79zXwX8KBrL .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-F3yxV79zXwX8KBrL .cluster-label text{fill:#333;}#mermaid-svg-F3yxV79zXwX8KBrL .cluster-label span{color:#333;}#mermaid-svg-F3yxV79zXwX8KBrL .cluster-label span p{background-color:transparent;}#mermaid-svg-F3yxV79zXwX8KBrL .label text,#mermaid-svg-F3yxV79zXwX8KBrL span{fill:#333;color:#333;}#mermaid-svg-F3yxV79zXwX8KBrL .node rect,#mermaid-svg-F3yxV79zXwX8KBrL .node circle,#mermaid-svg-F3yxV79zXwX8KBrL .node ellipse,#mermaid-svg-F3yxV79zXwX8KBrL .node polygon,#mermaid-svg-F3yxV79zXwX8KBrL .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-F3yxV79zXwX8KBrL .rough-node .label text,#mermaid-svg-F3yxV79zXwX8KBrL .node .label text,#mermaid-svg-F3yxV79zXwX8KBrL .image-shape .label,#mermaid-svg-F3yxV79zXwX8KBrL .icon-shape .label{text-anchor:middle;}#mermaid-svg-F3yxV79zXwX8KBrL .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-F3yxV79zXwX8KBrL .rough-node .label,#mermaid-svg-F3yxV79zXwX8KBrL .node .label,#mermaid-svg-F3yxV79zXwX8KBrL .image-shape .label,#mermaid-svg-F3yxV79zXwX8KBrL .icon-shape .label{text-align:center;}#mermaid-svg-F3yxV79zXwX8KBrL .node.clickable{cursor:pointer;}#mermaid-svg-F3yxV79zXwX8KBrL .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-F3yxV79zXwX8KBrL .arrowheadPath{fill:#333333;}#mermaid-svg-F3yxV79zXwX8KBrL .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-F3yxV79zXwX8KBrL .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-F3yxV79zXwX8KBrL .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-F3yxV79zXwX8KBrL .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-F3yxV79zXwX8KBrL .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-F3yxV79zXwX8KBrL .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-F3yxV79zXwX8KBrL .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-F3yxV79zXwX8KBrL .cluster text{fill:#333;}#mermaid-svg-F3yxV79zXwX8KBrL .cluster span{color:#333;}#mermaid-svg-F3yxV79zXwX8KBrL 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-F3yxV79zXwX8KBrL .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-F3yxV79zXwX8KBrL rect.text{fill:none;stroke-width:0;}#mermaid-svg-F3yxV79zXwX8KBrL .icon-shape,#mermaid-svg-F3yxV79zXwX8KBrL .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-F3yxV79zXwX8KBrL .icon-shape p,#mermaid-svg-F3yxV79zXwX8KBrL .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-F3yxV79zXwX8KBrL .icon-shape .label rect,#mermaid-svg-F3yxV79zXwX8KBrL .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-F3yxV79zXwX8KBrL .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-F3yxV79zXwX8KBrL .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-F3yxV79zXwX8KBrL :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>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/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=\"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=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/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>\u7528\u6237\u9009\u62e9\u6a21\u5f0f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5b9e\u65f6\u8bc6\u522b?<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u542f\u52a8\u6444\u50cf\u5934\u89c6\u9891\u6d41<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u89c6\u9891\u8bc6\u522b?<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u52a0\u8f7d\u89c6\u9891\u6587\u4ef6<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u52a0\u8f7d\u56fe\u7247\u6587\u4ef6<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u9010\u5e27\u5904\u7406<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e00\u6b21\u6027\u5904\u7406<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6267\u884c\u76ee\u6807\u68c0\u6d4b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5e94\u7528NMS\u53bb\u91cd<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5371\u9669\u884c\u4e3a?<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u663e\u793a\u8b66\u544a\u4fe1\u606f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6b63\u5e38\u663e\u793a\u7ed3\u679c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8bb0\u5f55\u65e5\u5fd7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7b49\u5f85\u4e0b\u4e00\u6b21\u8f93\u5165<\/p>\n<p><\/span><\/p>\n<h3>3.4 \u6570\u636e\u96c6\u8bad\u7ec3\u6d41\u7a0b<\/h3>\n<p>  #mermaid-svg-Rqn1sJatKwvuxTE0{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-Rqn1sJatKwvuxTE0 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-Rqn1sJatKwvuxTE0 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-Rqn1sJatKwvuxTE0 .error-icon{fill:#552222;}#mermaid-svg-Rqn1sJatKwvuxTE0 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-Rqn1sJatKwvuxTE0 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-Rqn1sJatKwvuxTE0 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\u63a7\u4ef6\u8bbe\u8ba1<\/h4>\n<ul>\n<li>\u6a21\u5f0f\u9009\u62e9\u6309\u94ae&#xff1a;\u7528\u4e8e\u5207\u6362\u56fe\u7247\u8bc6\u522b\u3001\u89c6\u9891\u8bc6\u522b\u3001\u5b9e\u65f6\u8bc6\u522b\u6a21\u5f0f<\/li>\n<li>\u6444\u50cf\u5934\u9009\u62e9\u590d\u9009\u6846&#xff1a;\u5141\u8bb8\u7528\u6237\u9009\u62e9\u672c\u673a\u6444\u50cf\u5934\u6216\u5916\u63a5\u6444\u50cf\u5934<\/li>\n<li>\u7ed3\u679c\u663e\u793a\u533a\u57df&#xff1a;\u4ee5\u6587\u672c\u5f62\u5f0f\u5c55\u793a\u68c0\u6d4b\u5230\u7684\u76ee\u6807\u7c7b\u522b\u53ca\u6570\u91cf<\/li>\n<li>\u65e5\u5fd7\u8bb0\u5f55\u533a\u57df&#xff1a;\u663e\u793a\u7cfb\u7edf\u8fd0\u884c\u72b6\u6001\u548c\u5173\u952e\u4e8b\u4ef6<\/li>\n<li>\u8b66\u544a\u63d0\u793a\u533a\u57df&#xff1a;\u5f53\u68c0\u6d4b\u5230\u5371\u9669\u884c\u4e3a\u65f6&#xff0c;\u663e\u793a\u9192\u76ee\u7684\u8b66\u544a\u4fe1\u606f<\/li>\n<\/ul>\n<h4>1.5.3 \u4ea4\u4e92\u903b\u8f91<\/h4>\n<li>\u521d\u59cb\u5316\u9636\u6bb5&#xff1a;\u52a0\u8f7d\u6a21\u578b\u5e76\u521d\u59cb\u5316\u754c\u9762\u5143\u7d20<\/li>\n<li>\u7528\u6237\u9009\u62e9\u9636\u6bb5&#xff1a;\u7528\u6237\u9009\u62e9\u8bc6\u522b\u6a21\u5f0f\u548c\u6570\u636e\u6e90<\/li>\n<li>\u5904\u7406\u9636\u6bb5&#xff1a;\u6839\u636e\u9009\u62e9\u7684\u6a21\u5f0f\u542f\u52a8\u76f8\u5e94\u7684\u5904\u7406\u6d41\u7a0b<\/li>\n<li>\u7ed3\u679c\u663e\u793a\u9636\u6bb5&#xff1a;\u5728\u754c\u9762\u4e0a\u663e\u793a\u68c0\u6d4b\u7ed3\u679c\u548c\u76f8\u5173\u89e3\u91ca<\/li>\n<li>\u65e5\u5fd7\u8bb0\u5f55\u9636\u6bb5&#xff1a;\u8bb0\u5f55\u7cfb\u7edf\u7684\u8fd0\u884c\u72b6\u6001\u548c\u91cd\u8981\u4e8b\u4ef6<\/li>\n<li>\u8b66\u544a\u63d0\u793a\u9636\u6bb5&#xff1a;\u5f53\u68c0\u6d4b\u5230\u5371\u9669\u884c\u4e3a\u65f6&#xff0c;\u663e\u793a\u8b66\u544a\u4fe1\u606f<\/li>\n<h3>3.6 \u53ef\u89c6\u5316\u56fe\u8868\u663e\u793a\u903b\u8f91<\/h3>\n<h4>3.6.1 \u68c0\u6d4b\u7ed3\u679c\u7edf\u8ba1\u56fe<\/h4>\n<p>  #mermaid-svg-TpB8cflfzHb9LlZk{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-TpB8cflfzHb9LlZk .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-TpB8cflfzHb9LlZk .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-TpB8cflfzHb9LlZk .error-icon{fill:#552222;}#mermaid-svg-TpB8cflfzHb9LlZk .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-TpB8cflfzHb9LlZk .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-TpB8cflfzHb9LlZk .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-TpB8cflfzHb9LlZk .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-TpB8cflfzHb9LlZk .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-TpB8cflfzHb9LlZk .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-TpB8cflfzHb9LlZk .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-TpB8cflfzHb9LlZk .marker{fill:#333333;stroke:#333333;}#mermaid-svg-TpB8cflfzHb9LlZk .marker.cross{stroke:#333333;}#mermaid-svg-TpB8cflfzHb9LlZk svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-TpB8cflfzHb9LlZk p{margin:0;}#mermaid-svg-TpB8cflfzHb9LlZk .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-TpB8cflfzHb9LlZk .cluster-label text{fill:#333;}#mermaid-svg-TpB8cflfzHb9LlZk .cluster-label span{color:#333;}#mermaid-svg-TpB8cflfzHb9LlZk .cluster-label span p{background-color:transparent;}#mermaid-svg-TpB8cflfzHb9LlZk .label text,#mermaid-svg-TpB8cflfzHb9LlZk span{fill:#333;color:#333;}#mermaid-svg-TpB8cflfzHb9LlZk .node rect,#mermaid-svg-TpB8cflfzHb9LlZk .node circle,#mermaid-svg-TpB8cflfzHb9LlZk .node ellipse,#mermaid-svg-TpB8cflfzHb9LlZk .node polygon,#mermaid-svg-TpB8cflfzHb9LlZk .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-TpB8cflfzHb9LlZk .rough-node .label text,#mermaid-svg-TpB8cflfzHb9LlZk .node .label text,#mermaid-svg-TpB8cflfzHb9LlZk .image-shape .label,#mermaid-svg-TpB8cflfzHb9LlZk .icon-shape .label{text-anchor:middle;}#mermaid-svg-TpB8cflfzHb9LlZk .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-TpB8cflfzHb9LlZk .rough-node .label,#mermaid-svg-TpB8cflfzHb9LlZk .node .label,#mermaid-svg-TpB8cflfzHb9LlZk .image-shape .label,#mermaid-svg-TpB8cflfzHb9LlZk .icon-shape .label{text-align:center;}#mermaid-svg-TpB8cflfzHb9LlZk .node.clickable{cursor:pointer;}#mermaid-svg-TpB8cflfzHb9LlZk .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-TpB8cflfzHb9LlZk .arrowheadPath{fill:#333333;}#mermaid-svg-TpB8cflfzHb9LlZk .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-TpB8cflfzHb9LlZk .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-TpB8cflfzHb9LlZk .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-TpB8cflfzHb9LlZk .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-TpB8cflfzHb9LlZk .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-TpB8cflfzHb9LlZk .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-TpB8cflfzHb9LlZk .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-TpB8cflfzHb9LlZk .cluster text{fill:#333;}#mermaid-svg-TpB8cflfzHb9LlZk .cluster span{color:#333;}#mermaid-svg-TpB8cflfzHb9LlZk 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-TpB8cflfzHb9LlZk .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-TpB8cflfzHb9LlZk rect.text{fill:none;stroke-width:0;}#mermaid-svg-TpB8cflfzHb9LlZk .icon-shape,#mermaid-svg-TpB8cflfzHb9LlZk .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-TpB8cflfzHb9LlZk .icon-shape p,#mermaid-svg-TpB8cflfzHb9LlZk .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-TpB8cflfzHb9LlZk .icon-shape .label rect,#mermaid-svg-TpB8cflfzHb9LlZk .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-TpB8cflfzHb9LlZk .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-TpB8cflfzHb9LlZk .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-TpB8cflfzHb9LlZk :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=\"nodeLabel\"><\/p>\n<p>\u83b7\u53d6\u68c0\u6d4b\u7ed3\u679c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7edf\u8ba1\u5404\u7c7b\u522b\u6570\u91cf<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u751f\u6210\u67f1\u72b6\u56fe<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u663e\u793a\u7c7b\u522b\u89e3\u91ca<\/p>\n<p><\/span><\/p>\n<h5>\u793a\u4f8b&#xff1a;\u68c0\u6d4b\u7ed3\u679c\u7edf\u8ba1<\/h5>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">update_result_text<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> detections<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u6e05\u7a7a\u7ed3\u679c\u6587\u672c<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>result_text<span class=\"token punctuation\">.<\/span>clear<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> detections<span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>result_text<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u672a\u68c0\u6d4b\u5230\u4efb\u4f55\u76ee\u6807&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span><\/p>\n<p>    <span class=\"token comment\"># \u7edf\u8ba1\u5404\u7c7b\u522b\u6570\u91cf<\/span><br \/>\n    class_counts <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> _<span class=\"token punctuation\">,<\/span> _<span class=\"token punctuation\">,<\/span> _<span class=\"token punctuation\">,<\/span> _<span class=\"token punctuation\">,<\/span> conf<span class=\"token punctuation\">,<\/span> class_name <span class=\"token keyword\">in<\/span> detections<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> class_name <span class=\"token keyword\">in<\/span> class_counts<span class=\"token punctuation\">:<\/span><br \/>\n            class_counts<span class=\"token punctuation\">[<\/span>class_name<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            class_counts<span class=\"token punctuation\">[<\/span>class_name<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">1<\/span><\/p>\n<p>    <span class=\"token comment\"># \u663e\u793a\u68c0\u6d4b\u7ed3\u679c\u7edf\u8ba1<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>result_text<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&lt;h3&gt;\u68c0\u6d4b\u5230 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>detections<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u4e2a\u76ee\u6807&lt;\/h3&gt;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">for<\/span> class_name<span class=\"token punctuation\">,<\/span> count <span class=\"token keyword\">in<\/span> class_counts<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u8bbe\u7f6e\u5371\u9669\u884c\u4e3a\u7684\u6587\u672c\u989c\u8272<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> class_name <span class=\"token keyword\">in<\/span> DANGEROUS_CLASSES<span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>result_text<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&lt;p style&#061;&#039;color: red;&#039;&gt;&lt;b&gt;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>class_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&lt;\/b&gt;: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>count<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u4e2a \u26a0\ufe0f&lt;\/p&gt;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>result_text<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&lt;p&gt;&lt;b&gt;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>class_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&lt;\/b&gt;: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>count<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u4e2a&lt;\/p&gt;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6dfb\u52a0\u7c7b\u522b\u89e3\u91ca<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>result_text<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&lt;h3&gt;\u7c7b\u522b\u89e3\u91ca:&lt;\/h3&gt;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> class_name <span class=\"token keyword\">in<\/span> class_counts<span class=\"token punctuation\">.<\/span>keys<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        description <span class=\"token operator\">&#061;<\/span> CLASS_DESCRIPTIONS<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>class_name<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u65e0\u63cf\u8ff0&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u8bbe\u7f6e\u5371\u9669\u884c\u4e3a\u7684\u6587\u672c\u989c\u8272<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> class_name <span class=\"token keyword\">in<\/span> DANGEROUS_CLASSES<span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>result_text<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&lt;p style&#061;&#039;color: red;&#039;&gt;&lt;b&gt;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>class_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&lt;\/b&gt;: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>description<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&lt;\/p&gt;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>result_text<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&lt;p&gt;&lt;b&gt;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>class_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&lt;\/b&gt;: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>description<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&lt;\/p&gt;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>3.6.2 \u65e5\u5fd7\u8bb0\u5f55\u4e0e\u663e\u793a<\/h4>\n<p>  #mermaid-svg-nKc6LIvGWKmRi6ed{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-nKc6LIvGWKmRi6ed .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-nKc6LIvGWKmRi6ed .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-nKc6LIvGWKmRi6ed .error-icon{fill:#552222;}#mermaid-svg-nKc6LIvGWKmRi6ed .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-nKc6LIvGWKmRi6ed .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-nKc6LIvGWKmRi6ed 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