{"id":93228,"date":"2026-08-12T08:57:40","date_gmt":"2026-08-12T00:57:40","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93228.html"},"modified":"2026-08-12T08:57:40","modified_gmt":"2026-08-12T00:57:40","slug":"%e5%ae%89%e9%98%b2%e7%9b%91%e6%8e%a7yolo%e5%85%a8%e6%a0%88%e6%96%b9%e6%a1%88%ef%bc%9a%e4%ba%ba%e5%91%98%e5%85%a5%e4%be%b5%e6%a3%80%e6%b5%8b%e8%a1%8c%e4%b8%ba%e5%88%86%e6%9e%90%e8%b7%9f%e8%b8%aa","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93228.html","title":{"rendered":"\u5b89\u9632\u76d1\u63a7YOLO\u5168\u6808\u65b9\u6848\uff1a\u4eba\u5458\u5165\u4fb5\u68c0\u6d4b+\u884c\u4e3a\u5206\u6790+\u8ddf\u8e2a\u7b97\u6cd5\u4e00\u4f53\u5316\u5b9e\u73b0"},"content":{"rendered":"<p>\u5728\u56ed\u533a\u3001\u5382\u533a\u3001\u793e\u533a\u3001\u673a\u623f\u7b49\u5b89\u9632\u573a\u666f\u4e2d&#xff0c;\u4f20\u7edf\u79fb\u52a8\u4fa6\u6d4b\u65b9\u6848\u957f\u671f\u88ab\u8bef\u62a5\u7387\u9ad8\u7684\u95ee\u9898\u56f0\u6270&#xff1a;\u5149\u5f71\u53d8\u5316\u3001\u98ce\u5439\u6811\u53f6\u3001\u732b\u72d7\u7a7f\u884c\u3001\u868a\u866b\u98de\u5f71\u90fd\u4f1a\u89e6\u53d1\u544a\u8b66&#xff0c;\u503c\u73ed\u4eba\u5458\u6bcf\u5929\u8981\u5904\u7406\u4e0a\u767e\u6761\u65e0\u6548\u544a\u8b66&#xff0c;\u771f\u6b63\u7684\u5165\u4fb5\u4e8b\u4ef6\u53cd\u800c\u88ab\u6df9\u6ca1\u3002\u57fa\u4e8eYOLO\u7684\u667a\u80fd\u5206\u6790\u65b9\u6848&#xff0c;\u901a\u8fc7\u7cbe\u51c6\u7684\u4eba\u5458\u68c0\u6d4b\u3001\u8fde\u7eed\u7684\u76ee\u6807\u8ddf\u8e2a\u3001\u53ef\u914d\u7f6e\u7684\u884c\u4e3a\u89c4\u5219&#xff0c;\u80fd\u5c06\u8bef\u62a5\u7387\u964d\u4f4e90%\u4ee5\u4e0a&#xff0c;\u5b9e\u73b0\u4ece\u201c\u4e8b\u540e\u56de\u6eaf\u201d\u5230\u201c\u4e8b\u524d\u9884\u8b66\u201d\u7684\u5347\u7ea7\u3002<\/p>\n<p>\u672c\u6587\u4ece\u67b6\u6784\u8bbe\u8ba1\u3001\u7b97\u6cd5\u4f18\u5316\u3001\u89c4\u5219\u5f15\u64ce\u3001\u5de5\u7a0b\u843d\u5730\u56db\u4e2a\u7ef4\u5ea6&#xff0c;\u62c6\u89e3\u4e00\u5957\u53ef\u76f4\u63a5\u590d\u7528\u7684\u5b89\u9632\u667a\u80fd\u68c0\u6d4b\u65b9\u6848&#xff0c;\u8986\u76d6\u4eba\u5458\u68c0\u6d4b\u3001\u591a\u76ee\u6807\u8ddf\u8e2a\u3001\u5165\u4fb5\/\u8d8a\u754c\/\u805a\u96c6\u4e09\u7c7b\u6838\u5fc3\u884c\u4e3a\u5206\u6790&#xff0c;\u9002\u914d\u591a\u8defRTSP\u6444\u50cf\u5934\u4e0e\u8fb9\u7f18\u7aef\u90e8\u7f72\u3002<\/p>\n<h3>\u4e00\u3001\u65b9\u6848\u6574\u4f53\u67b6\u6784\u4e0e\u6838\u5fc3\u9700\u6c42<\/h3>\n<h4>1.1 \u5b89\u9632\u573a\u666f\u7684\u6838\u5fc3\u8bc9\u6c42<\/h4>\n<p>\u5b89\u9632\u843d\u5730\u548c\u7b97\u6cd5\u5b9e\u9a8c\u6709\u672c\u8d28\u533a\u522b&#xff0c;\u6838\u5fc3\u4f18\u5148\u7ea7\u662f\u4f4e\u8bef\u62a5 &gt; \u9ad8\u53ec\u56de &gt; \u5b9e\u65f6\u6027 &gt; \u6781\u81f4\u7cbe\u5ea6&#xff1a;<\/p>\n<ul>\n<li>\u4f4e\u8bef\u62a5\u662f\u5e95\u7ebf&#xff1a;\u8bef\u62a5\u592a\u591a\u4f1a\u5bfc\u81f4\u503c\u73ed\u4eba\u5458\u9ebb\u75f9&#xff0c;\u6700\u7ec8\u7cfb\u7edf\u5f62\u540c\u865a\u8bbe<\/li>\n<li>\u9ad8\u53ec\u56de\u4fdd\u5b89\u5168&#xff1a;\u771f\u5b9e\u5165\u4fb5\u4e8b\u4ef6\u4e0d\u80fd\u6f0f&#xff0c;\u5b81\u53ef\u8bef\u62a5\u4e0d\u53ef\u6f0f\u62a5<\/li>\n<li>\u591a\u8def\u5e76\u53d1\u80fd\u529b&#xff1a;\u5355\u53f0\u8fb9\u7f18\u8bbe\u5907\u8981\u652f\u63018~16\u8def\u6444\u50cf\u5934&#xff0c;\u964d\u4f4e\u5355\u70b9\u6210\u672c<\/li>\n<li>7\u00d724\u5c0f\u65f6\u7a33\u5b9a&#xff1a;\u7a0b\u5e8f\u4e0d\u80fd\u5d29\u6e83\u3001\u4e0d\u80fd\u5185\u5b58\u6cc4\u6f0f\u3001\u65ad\u6d41\u540e\u8981\u81ea\u52a8\u6062\u590d<\/li>\n<\/ul>\n<h4>1.2 \u56db\u5c42\u4e00\u4f53\u5316\u67b6\u6784<\/h4>\n<p>\u6574\u5957\u65b9\u6848\u4ece\u4e0b\u5230\u4e0a\u5206\u4e3a\u56db\u5c42&#xff0c;\u5404\u5c42\u89e3\u8026&#xff0c;\u652f\u6301\u6a2a\u5411\u6269\u5bb9\u4e0e\u89c4\u5219\u7075\u6d3b\u914d\u7f6e&#xff1a;<\/p>\n<p>  #mermaid-svg-x2Z9MpOpTIXccXVW{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-x2Z9MpOpTIXccXVW .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-x2Z9MpOpTIXccXVW .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-x2Z9MpOpTIXccXVW .error-icon{fill:#552222;}#mermaid-svg-x2Z9MpOpTIXccXVW .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-x2Z9MpOpTIXccXVW .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-x2Z9MpOpTIXccXVW .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-x2Z9MpOpTIXccXVW .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-x2Z9MpOpTIXccXVW .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-x2Z9MpOpTIXccXVW .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-x2Z9MpOpTIXccXVW .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-x2Z9MpOpTIXccXVW .marker{fill:#333333;stroke:#333333;}#mermaid-svg-x2Z9MpOpTIXccXVW .marker.cross{stroke:#333333;}#mermaid-svg-x2Z9MpOpTIXccXVW svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-x2Z9MpOpTIXccXVW p{margin:0;}#mermaid-svg-x2Z9MpOpTIXccXVW .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-x2Z9MpOpTIXccXVW .cluster-label text{fill:#333;}#mermaid-svg-x2Z9MpOpTIXccXVW .cluster-label span{color:#333;}#mermaid-svg-x2Z9MpOpTIXccXVW .cluster-label span p{background-color:transparent;}#mermaid-svg-x2Z9MpOpTIXccXVW .label text,#mermaid-svg-x2Z9MpOpTIXccXVW span{fill:#333;color:#333;}#mermaid-svg-x2Z9MpOpTIXccXVW .node rect,#mermaid-svg-x2Z9MpOpTIXccXVW .node circle,#mermaid-svg-x2Z9MpOpTIXccXVW .node ellipse,#mermaid-svg-x2Z9MpOpTIXccXVW .node polygon,#mermaid-svg-x2Z9MpOpTIXccXVW .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-x2Z9MpOpTIXccXVW .rough-node .label text,#mermaid-svg-x2Z9MpOpTIXccXVW .node .label text,#mermaid-svg-x2Z9MpOpTIXccXVW .image-shape .label,#mermaid-svg-x2Z9MpOpTIXccXVW .icon-shape .label{text-anchor:middle;}#mermaid-svg-x2Z9MpOpTIXccXVW .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-x2Z9MpOpTIXccXVW .rough-node .label,#mermaid-svg-x2Z9MpOpTIXccXVW .node .label,#mermaid-svg-x2Z9MpOpTIXccXVW .image-shape .label,#mermaid-svg-x2Z9MpOpTIXccXVW .icon-shape .label{text-align:center;}#mermaid-svg-x2Z9MpOpTIXccXVW .node.clickable{cursor:pointer;}#mermaid-svg-x2Z9MpOpTIXccXVW .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-x2Z9MpOpTIXccXVW .arrowheadPath{fill:#333333;}#mermaid-svg-x2Z9MpOpTIXccXVW .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-x2Z9MpOpTIXccXVW .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-x2Z9MpOpTIXccXVW .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-x2Z9MpOpTIXccXVW .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-x2Z9MpOpTIXccXVW .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-x2Z9MpOpTIXccXVW .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-x2Z9MpOpTIXccXVW .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-x2Z9MpOpTIXccXVW .cluster text{fill:#333;}#mermaid-svg-x2Z9MpOpTIXccXVW .cluster span{color:#333;}#mermaid-svg-x2Z9MpOpTIXccXVW 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-x2Z9MpOpTIXccXVW .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-x2Z9MpOpTIXccXVW rect.text{fill:none;stroke-width:0;}#mermaid-svg-x2Z9MpOpTIXccXVW .icon-shape,#mermaid-svg-x2Z9MpOpTIXccXVW .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-x2Z9MpOpTIXccXVW .icon-shape p,#mermaid-svg-x2Z9MpOpTIXccXVW .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-x2Z9MpOpTIXccXVW .icon-shape .label rect,#mermaid-svg-x2Z9MpOpTIXccXVW .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-x2Z9MpOpTIXccXVW .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-x2Z9MpOpTIXccXVW .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-x2Z9MpOpTIXccXVW :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e1a\u52a1\u544a\u8b66\u5c42<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u89c4\u5219\u5f15\u64ce\u5c42<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7b97\u6cd5\u63a8\u7406\u5c42<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u91c7\u96c6\u63a5\u5165\u5c42<\/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\"><\/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\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>RTSP\u7f51\u7edc\u6444\u50cf\u5934<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>NVR\u786c\u76d8\u5f55\u50cf\u673a<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u672c\u5730USB\u6444\u50cf\u5934<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u89c6\u9891\u786c\u89e3\u7801<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>YOLO\u4eba\u5458\u68c0\u6d4b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>ByteTrack\u591a\u76ee\u6807\u8ddf\u8e2a<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u76ee\u6807\u5c5e\u6027\u8fc7\u6ee4<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u533a\u57df\u5165\u4fb5\u89c4\u5219<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8d8a\u754c\u68c0\u6d4b\u89c4\u5219<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4eba\u5458\u805a\u96c6\u89c4\u5219<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5f98\u5f8a\u68c0\u6d4b\u89c4\u5219<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u544a\u8b66\u964d\u566a\u8fc7\u6ee4<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u544a\u8b66\u6293\u62cd\u4e0e\u5f55\u50cf<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5e73\u53f0\/\u624b\u673a\u7aef\u63a8\u9001<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u58f0\u5149\u62a5\u8b66\u8054\u52a8<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e8b\u4ef6\u65e5\u5fd7\u5b58\u50a8<\/p>\n<p><\/span><\/p>\n<h3>\u4e8c\u3001\u4eba\u5458\u68c0\u6d4b\u6a21\u578b&#xff1a;\u5b89\u9632\u573a\u666f\u5b9a\u5411\u4f18\u5316<\/h3>\n<p>\u901a\u7528YOLO\u6a21\u578b\u76f4\u63a5\u7528\u5728\u5b89\u9632\u573a\u666f&#xff0c;\u5f80\u5f80\u4f1a\u51fa\u73b0\u5927\u91cf\u8bef\u68c0\u548c\u6f0f\u68c0&#xff1a;\u591c\u95f4\u7ea2\u5916\u753b\u9762\u8bc6\u522b\u7387\u9aa4\u964d\u3001\u8fdc\u5904\u5c0f\u76ee\u6807\u884c\u4eba\u6f0f\u68c0\u3001\u732b\u72d7\/\u5149\u5f71\u88ab\u8bef\u5224\u4e3a\u4eba\u3002\u5fc5\u987b\u9488\u5bf9\u5b89\u9632\u573a\u666f\u505a\u5b9a\u5411\u4f18\u5316\u3002<\/p>\n<h4>2.1 \u6a21\u578b\u9009\u578b&#xff1a;\u5e73\u8861\u7cbe\u5ea6\u4e0e\u591a\u8def\u5e76\u53d1<\/h4>\n<p>\u5b89\u9632\u573a\u666f\u666e\u904d\u9700\u8981\u591a\u8def\u540c\u65f6\u63a8\u7406&#xff0c;\u5355\u8def\u5e27\u7387\u4e0d\u9700\u8981\u592a\u9ad8&#xff0c;10~15FPS\u5373\u53ef\u6ee1\u8db3\u5b9e\u65f6\u8981\u6c42&#xff0c;\u56e0\u6b64\u4f18\u5148\u9009\u62e9\u8f7b\u91cf\u6a21\u578b&#xff0c;\u628a\u7b97\u529b\u7559\u7ed9\u66f4\u591a\u8def\u6570\u3002<\/p>\n<table>\n<tr>\u6a21\u578b\u8f93\u5165\u5c3a\u5bf8\u884c\u4ebaAP\u5355\u8def\u63a8\u7406\u8017\u65f6(RK3588 INT8)\u63a8\u8350\u8def\u6570\u9002\u7528\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>YOLOv11n<\/td>\n<td>640<\/td>\n<td>89%<\/td>\n<td>18ms<\/td>\n<td>8~12\u8def<\/td>\n<td>\u8fb9\u7f18\u76d2\u3001\u4f4e\u7b97\u529b\u8bbe\u5907<\/td>\n<\/tr>\n<tr>\n<td>YOLOv11s<\/td>\n<td>640<\/td>\n<td>94%<\/td>\n<td>32ms<\/td>\n<td>4~6\u8def<\/td>\n<td>\u5de5\u63a7\u673a\u3001\u9ad8\u8981\u6c42\u573a\u666f<\/td>\n<\/tr>\n<tr>\n<td>YOLOv8s-P2<\/td>\n<td>640<\/td>\n<td>96%<\/td>\n<td>45ms<\/td>\n<td>2~3\u8def<\/td>\n<td>\u8fdc\u8ddd\u79bb\u3001\u5c0f\u76ee\u6807\u573a\u666f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u9009\u578b\u539f\u5219&#xff1a;\u4f18\u5148\u7528n\/s\u7ea7\u6a21\u578b&#xff0c;\u901a\u8fc7\u573a\u666f\u4f18\u5316\u8865\u7cbe\u5ea6&#xff0c;\u4e0d\u8981\u76f2\u76ee\u4e0a\u5927\u6a21\u578b\u3002\u5b89\u9632\u573a\u666f90%\u7684\u95ee\u9898\u90fd\u4e0d\u662f\u6a21\u578b\u5bb9\u91cf\u4e0d\u591f&#xff0c;\u800c\u662f\u573a\u666f\u9002\u914d\u4e0d\u8db3\u3002<\/p>\n<h4>2.2 \u5b89\u9632\u573a\u666f\u4e13\u9879\u8bad\u7ec3\u4f18\u5316<\/h4>\n<li>\n<p>\u573a\u666f\u5316\u5fae\u8c03 \u7528\u5b89\u9632\u573a\u666f\u771f\u5b9e\u6570\u636e\u5fae\u8c03&#xff0c;\u8986\u76d6\u767d\u5929\u3001\u591c\u95f4\u7ea2\u5916\u3001\u9634\u5929\u3001\u9006\u5149\u3001\u96e8\u96ea\u7b49\u4e0d\u540c\u73af\u5883&#xff0c;\u5c24\u5176\u8981\u8865\u5145\u591c\u95f4\u7ea2\u5916\u6837\u672c\u2014\u2014\u901a\u7528\u6a21\u578b\u5927\u591a\u57fa\u4e8e\u53ef\u89c1\u5149\u8bad\u7ec3&#xff0c;\u7ea2\u5916\u753b\u9762\u7070\u5ea6\u53cd\u8f6c\u3001\u7eb9\u7406\u7f3a\u5931&#xff0c;\u76f4\u63a5\u7528\u6548\u679c\u4f1a\u9aa4\u964d\u3002<\/p>\n<\/li>\n<li>\n<p>\u8d1f\u6837\u672c\u5b9a\u5411\u8bad\u7ec3 \u8fd9\u662f\u964d\u4f4e\u8bef\u62a5\u6700\u6709\u6548\u7684\u624b\u6bb5&#xff0c;\u6ca1\u6709\u4e4b\u4e00\u3002\u628a\u73b0\u573a\u5e38\u89c1\u7684\u8bef\u62a5\u6e90&#xff08;\u5149\u5f71\u3001\u6811\u679d\u3001\u732b\u72d7\u3001\u5851\u6599\u888b\u3001\u868a\u866b&#xff09;\u4f5c\u4e3a\u8d1f\u6837\u672c\u52a0\u5165\u8bad\u7ec3\u96c6&#xff0c;\u6807\u6ce8\u4e3a\u80cc\u666f&#xff0c;\u8ba9\u6a21\u578b\u5b66\u4f1a\u533a\u5206\u201c\u50cf\u4eba\u4f46\u4e0d\u662f\u4eba\u201d\u7684\u76ee\u6807\u3002\u5b9e\u6d4b\u52a0\u5165\u8d1f\u6837\u672c\u540e&#xff0c;\u8bef\u62a5\u7387\u53ef\u964d\u4f4e60%\u4ee5\u4e0a\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c0f\u76ee\u6807\u5f3a\u5316 \u6444\u50cf\u5934\u8fdc\u8ddd\u79bb\u4e0b\u7684\u884c\u4eba\u5f80\u5f80\u53ea\u670920\u00d730\u50cf\u7d20&#xff0c;\u5c5e\u4e8e\u5178\u578b\u5c0f\u76ee\u6807\u3002\u4f18\u5316\u65b9\u5f0f&#xff1a;<\/p>\n<ul>\n<li>\u8bad\u7ec3\u65f6\u52a0\u5165Copy-Paste\u589e\u5f3a&#xff0c;\u6269\u5145\u5c0f\u76ee\u6807\u6837\u672c<\/li>\n<li>\u65b0\u589eP2\u6d45\u5c42\u68c0\u6d4b\u5934&#xff0c;\u63d0\u5347\u5c0f\u76ee\u6807\u7279\u5f81\u63d0\u53d6\u80fd\u529b<\/li>\n<li>\u5b9e\u9645\u90e8\u7f72\u65f6&#xff0c;\u56fa\u5b9a\u6444\u50cf\u5934\u573a\u666f\u53ef\u91c7\u7528\u5927\u5206\u8fa8\u7387\u8f93\u5165&#xff08;\u5982960\u00d7544&#xff09;&#xff0c;\u6362\u56de\u66f4\u4f18\u7684\u8fdc\u8ddd\u79bb\u68c0\u6d4b\u6548\u679c<\/li>\n<\/ul>\n<\/li>\n<h4>2.3 ROI\u611f\u5174\u8da3\u533a\u57df&#xff1a;\u63d0\u901f&#043;\u964d\u8bef\u62a5\u53cc\u6536\u76ca<\/h4>\n<p>\u5b89\u9632\u6444\u50cf\u5934\u5927\u591a\u53ea\u6709\u90e8\u5206\u533a\u57df\u662f\u9632\u8303\u91cd\u70b9&#xff0c;\u6bd4\u5982\u56f4\u5899\u3001\u51fa\u5165\u53e3&#xff0c;\u5176\u4f59\u533a\u57df&#xff08;\u5929\u7a7a\u3001\u5899\u58c1\u3001\u8fdc\u5904\u9053\u8def&#xff09;\u4e0d\u9700\u8981\u68c0\u6d4b\u3002\u901a\u8fc7ROI\u88c1\u526a&#xff0c;\u53ea\u628a\u6307\u5b9a\u533a\u57df\u9001\u5165\u6a21\u578b\u63a8\u7406&#xff1a;<\/p>\n<ul>\n<li>\u6027\u80fd\u6536\u76ca&#xff1a;\u6709\u6548\u533a\u57df\u51cf\u534a&#xff0c;\u63a8\u7406\u901f\u5ea6\u51e0\u4e4e\u7ffb\u500d<\/li>\n<li>\u8bef\u62a5\u6536\u76ca&#xff1a;\u6392\u9664\u65e0\u5173\u533a\u57df\u7684\u5e72\u6270\u76ee\u6807&#xff0c;\u4ece\u6e90\u5934\u51cf\u5c11\u8bef\u62a5<\/li>\n<li>\u5b9e\u73b0\u65b9\u5f0f&#xff1a;\u9884\u5904\u7406\u65f6\u88c1\u526aROI\u533a\u57df&#xff0c;\u63a8\u7406\u540e\u628a\u5750\u6807\u6620\u5c04\u56de\u539f\u56fe&#xff1b;\u4e5f\u53ef\u4ee5\u5168\u56fe\u63a8\u7406\u540e&#xff0c;\u53ea\u4fdd\u7559ROI\u5185\u7684\u76ee\u6807<\/li>\n<\/ul>\n<p><span class=\"token keyword\">import<\/span> cv2<br \/>\n<span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">is_in_roi<\/span><span class=\"token punctuation\">(<\/span>box<span class=\"token punctuation\">,<\/span> roi_polygon<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5224\u65ad\u76ee\u6807\u4e2d\u5fc3\u70b9\u662f\u5426\u5728ROI\u591a\u8fb9\u5f62\u5185&#034;&#034;&#034;<\/span><br \/>\n    cx <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>box<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#043;<\/span> box<span class=\"token punctuation\">[<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token number\">2<\/span><br \/>\n    cy <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>box<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#043;<\/span> box<span class=\"token punctuation\">[<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token number\">2<\/span><br \/>\n    <span class=\"token comment\"># \u70b9\u5728\u591a\u8fb9\u5f62\u5185\u5224\u65ad<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> cv2<span class=\"token punctuation\">.<\/span>pointPolygonTest<span class=\"token punctuation\">(<\/span>np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span>roi_polygon<span class=\"token punctuation\">,<\/span> np<span class=\"token punctuation\">.<\/span>int32<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span>cx<span class=\"token punctuation\">,<\/span> cy<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">0<\/span><\/p>\n<p><span class=\"token comment\"># \u914d\u7f6eROI\u533a\u57df&#xff0c;\u591a\u8fb9\u5f62\u9876\u70b9\u5750\u6807&#xff0c;\u53ef\u901a\u8fc7\u53ef\u89c6\u5316\u5de5\u5177\u6807\u5b9a<\/span><br \/>\nroi_area <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">500<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">600<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">400<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">50<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">400<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<h4>2.4 \u8fb9\u7f18\u7aef\u8f7b\u91cf\u5316\u9002\u914d<\/h4>\n<p>\u91cf\u4ea7\u90e8\u7f72\u5fc5\u987b\u505a\u6a21\u578b\u91cf\u5316&#xff0c;\u5728\u51e0\u4e4e\u4e0d\u635f\u5931\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\u5927\u5e45\u63d0\u5347\u8def\u6570&#xff1a;<\/p>\n<ul>\n<li>INT8\u91cf\u5316&#xff1a;\u7528\u73b0\u573a\u771f\u5b9e\u91c7\u96c6\u7684\u56fe\u7247\u505a\u6821\u51c6\u96c6&#xff0c;\u8986\u76d6\u4e0d\u540c\u65f6\u6bb5\u3001\u4e0d\u540c\u5149\u7167&#xff0c;\u91cf\u5316\u540e\u901f\u5ea6\u63d0\u534760%~80%<\/li>\n<li>\u7ed3\u6784\u5316\u526a\u679d&#xff1a;\u9488\u5bf9\u9aa8\u5e72\u7f51\u7edc\u5197\u4f59\u901a\u9053\u526a\u679d30%&#xff0c;\u7cbe\u5ea6\u635f\u5931\u5c0f\u4e8e1%&#xff0c;\u8def\u6570\u518d\u63d0\u534720%<\/li>\n<li>\u7b97\u5b50\u4f18\u5316&#xff1a;\u66ff\u6362\u6389\u8fb9\u7f18\u82af\u7247\u4e0d\u652f\u6301\u7684\u7b97\u5b50&#xff0c;\u907f\u514d\u56de\u9000\u5230CPU\u8ba1\u7b97<\/li>\n<\/ul>\n<h3>\u4e09\u3001\u591a\u76ee\u6807\u8ddf\u8e2a&#xff1a;\u4ece\u5355\u5e27\u68c0\u6d4b\u5230\u8fde\u7eed\u8f68\u8ff9<\/h3>\n<p>\u53ea\u9760\u5355\u5e27\u68c0\u6d4b\u505a\u884c\u4e3a\u5224\u65ad&#xff0c;\u4f1a\u51fa\u73b0\u5927\u91cf\u8bef\u89e6\u53d1&#xff1a;\u76ee\u6807\u4e00\u95ea\u800c\u8fc7\u3001\u5355\u5e27\u8bef\u68c0\u3001\u76ee\u6807\u65ad\u65ad\u7eed\u7eed\u3002\u52a0\u5165\u8ddf\u8e2a\u7b97\u6cd5\u540e&#xff0c;\u6bcf\u4e2a\u76ee\u6807\u62e5\u6709\u552f\u4e00ID\u548c\u8fde\u7eed\u8f68\u8ff9&#xff0c;\u65e2\u80fd\u5e73\u6ed1\u68c0\u6d4b\u7ed3\u679c&#xff0c;\u53c8\u80fd\u652f\u6491\u5404\u7c7b\u884c\u4e3a\u89c4\u5219\u5224\u65ad\u3002<\/p>\n<h4>3.1 \u8ddf\u8e2a\u7684\u6838\u5fc3\u4ef7\u503c<\/h4>\n<li>\u544a\u8b66\u964d\u566a&#xff1a;\u8981\u6c42\u76ee\u6807\u8fde\u7eed\u51fa\u73b03~5\u5e27\u624d\u89e6\u53d1\u544a\u8b66&#xff0c;\u8fc7\u6ee4\u5355\u5e27\u8bef\u68c0\u3001\u77ac\u65f6\u5e72\u6270<\/li>\n<li>\u8f68\u8ff9\u5206\u6790&#xff1a;\u8d8a\u754c\u3001\u5f98\u5f8a\u3001\u9006\u884c\u7b49\u884c\u4e3a&#xff0c;\u5fc5\u987b\u57fa\u4e8e\u8fde\u7eed\u8f68\u8ff9\u624d\u80fd\u5224\u65ad<\/li>\n<li>\u53bb\u91cd\u8ba1\u6570&#xff1a;\u540c\u4e00\u4e2a\u4eba\u4e0d\u4f1a\u88ab\u91cd\u590d\u7edf\u8ba1&#xff0c;\u805a\u96c6\u4eba\u6570\u7edf\u8ba1\u66f4\u51c6\u786e<\/li>\n<li>\u8df3\u5e27\u8865\u5168&#xff1a;\u68c0\u6d4b\u95f4\u9694\u5e27\u7528\u8ddf\u8e2a\u9884\u6d4b\u4f4d\u7f6e\u8865\u5168&#xff0c;\u65e2\u4fdd\u8bc1\u6d41\u7545\u5ea6\u53c8\u964d\u4f4e\u7b97\u529b\u6d88\u8017<\/li>\n<h4>3.2 ByteTrack&#xff1a;\u5b89\u9632\u573a\u666f\u9996\u9009\u8f7b\u91cf\u8ddf\u8e2a<\/h4>\n<p>\u5de5\u4e1a\u5b89\u9632\u573a\u666f\u4f18\u5148\u9009\u62e9ByteTrack&#xff0c;\u5b83\u7684\u4f18\u52bf\u5b8c\u5168\u5339\u914d\u5b89\u9632\u9700\u6c42&#xff1a;<\/p>\n<ul>\n<li>\u6781\u81f4\u8f7b\u91cf&#xff0c;\u5355\u8def\u8ddf\u8e2a\u8017\u65f6\u4e0d\u52301ms&#xff0c;\u51e0\u4e4e\u4e0d\u589e\u52a0\u7b97\u529b\u8d1f\u62c5<\/li>\n<li>\u5bf9\u68c0\u6d4b\u6846\u7f6e\u4fe1\u5ea6\u8981\u6c42\u4f4e&#xff0c;\u4f4e\u5206\u6846\u4e5f\u80fd\u53c2\u4e0e\u8ddf\u8e2a&#xff0c;\u906e\u6321\u3001\u6a21\u7cca\u76ee\u6807\u7684\u8ddf\u8e2a\u8fde\u7eed\u6027\u66f4\u597d<\/li>\n<li>\u539f\u7406\u7b80\u5355\u3001\u6613\u90e8\u7f72\u3001\u65e0\u989d\u5916\u4f9d\u8d56&#xff0c;\u548cYOLO\u9002\u914d\u5ea6\u6781\u9ad8<\/li>\n<\/ul>\n<h5>\u6838\u5fc3\u96c6\u6210\u6d41\u7a0b<\/h5>\n<p><span class=\"token keyword\">from<\/span> yolox<span class=\"token punctuation\">.<\/span>tracker<span class=\"token punctuation\">.<\/span>byte_tracker <span class=\"token keyword\">import<\/span> BYTETracker<\/p>\n<p><span class=\"token comment\"># \u521d\u59cb\u5316\u8ddf\u8e2a\u5668<\/span><br \/>\ntracker <span class=\"token operator\">&#061;<\/span> BYTETracker<span class=\"token punctuation\">(<\/span><br \/>\n    track_thresh<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.3<\/span><span class=\"token punctuation\">,<\/span>    <span class=\"token comment\"># \u68c0\u6d4b\u7f6e\u4fe1\u5ea6\u9608\u503c<\/span><br \/>\n    track_buffer<span class=\"token operator\">&#061;<\/span><span class=\"token number\">30<\/span><span class=\"token punctuation\">,<\/span>     <span class=\"token comment\"># \u8f68\u8ff9\u7f13\u5b58\u5e27\u6570&#xff0c;\u76ee\u6807\u6d88\u5931\u540e\u4fdd\u755930\u5e27<\/span><br \/>\n    match_thresh<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.8<\/span><span class=\"token punctuation\">,<\/span>    <span class=\"token comment\"># \u5339\u914d\u9608\u503c<\/span><br \/>\n    frame_rate<span class=\"token operator\">&#061;<\/span><span class=\"token number\">30<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u63a8\u7406\u5faa\u73af\u4e2d&#xff0c;\u6bcf\u5e27\u68c0\u6d4b\u7ed3\u679c\u4f20\u5165\u8ddf\u8e2a\u5668<\/span><br \/>\nresults <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">)<\/span><br \/>\ndets <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token keyword\">for<\/span> box <span class=\"token keyword\">in<\/span> results<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><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><span class=\"token punctuation\">.<\/span>tolist<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><span class=\"token number\">0<\/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><br \/>\n    <span class=\"token keyword\">if<\/span> cls <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">:<\/span>  <span class=\"token comment\"># \u53ea\u4fdd\u7559\u884c\u4eba\u7c7b\u522b<\/span><br \/>\n        dets<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><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u66f4\u65b0\u8ddf\u8e2a\u5668&#xff0c;\u5f97\u5230\u5e26ID\u7684\u76ee\u6807<\/span><br \/>\nonline_targets <span class=\"token operator\">&#061;<\/span> tracker<span class=\"token punctuation\">.<\/span>update<span class=\"token punctuation\">(<\/span>np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span>dets<span class=\"token punctuation\">)<\/span><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> frame<span class=\"token punctuation\">.<\/span>shape<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">for<\/span> t <span class=\"token keyword\">in<\/span> online_targets<span class=\"token punctuation\">:<\/span><br \/>\n    tlwh <span class=\"token operator\">&#061;<\/span> t<span class=\"token punctuation\">.<\/span>tlwh<br \/>\n    tid <span class=\"token operator\">&#061;<\/span> t<span class=\"token punctuation\">.<\/span>track_id  <span class=\"token comment\"># \u552f\u4e00\u8ddf\u8e2aID<\/span><br \/>\n    <span class=\"token comment\"># \u57fa\u4e8eID\u4fdd\u5b58\u8f68\u8ff9\u5386\u53f2<\/span><br \/>\n    track_history<span class=\"token punctuation\">[<\/span>tid<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>tlwh<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token operator\">&#043;<\/span>tlwh<span class=\"token punctuation\">[<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">]<\/span><span class=\"token operator\">\/<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> tlwh<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token operator\">&#043;<\/span>tlwh<span class=\"token punctuation\">[<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">]<\/span><span class=\"token operator\">\/<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>3.3 \u8ddf\u8e2a\u6548\u679c\u4f18\u5316<\/h4>\n<li>\u8f68\u8ff9\u5e73\u6ed1&#xff1a;\u5bf9\u76ee\u6807\u4e2d\u5fc3\u70b9\u505a\u5361\u5c14\u66fc\u6ee4\u6ce2\u5e73\u6ed1&#xff0c;\u51cf\u5c11\u68c0\u6d4b\u6846\u6296\u52a8\u5bfc\u81f4\u7684\u8f68\u8ff9\u8df3\u52a8<\/li>\n<li>\u906e\u6321\u5904\u7406&#xff1a;\u76ee\u6807\u88ab\u906e\u6321\u65f6&#xff0c;\u9760\u8ddf\u8e2a\u9884\u6d4b\u7ef4\u6301ID&#xff0c; reappear\u65f6\u91cd\u65b0\u5339\u914d&#xff0c;\u907f\u514dID\u8df3\u53d8<\/li>\n<li>\u65b0\u76ee\u6807\u5ef6\u8fdf\u786e\u8ba4&#xff1a;\u65b0\u51fa\u73b0\u7684\u76ee\u6807\u8fde\u7eed\u8ddf\u8e2a3\u5e27\u4ee5\u4e0a\u624d\u786e\u8ba4\u4e3a\u6709\u6548\u76ee\u6807&#xff0c;\u8fc7\u6ee4\u77ac\u65f6\u566a\u70b9<\/li>\n<h3>\u56db\u3001\u884c\u4e3a\u89c4\u5219\u5f15\u64ce&#xff1a;\u843d\u5730\u7684\u6838\u5fc3\u4ef7\u503c<\/h3>\n<p>\u68c0\u6d4b\u548c\u8ddf\u8e2a\u662f\u57fa\u7840\u80fd\u529b&#xff0c;\u771f\u6b63\u4ea7\u751f\u4e1a\u52a1\u4ef7\u503c\u7684\u662f\u884c\u4e3a\u89c4\u5219\u5224\u65ad\u3002\u5b89\u9632\u573a\u666f80%\u7684\u9700\u6c42\u90fd\u53ef\u4ee5\u901a\u8fc7\u56db\u7c7b\u57fa\u7840\u89c4\u5219\u8986\u76d6&#xff0c;\u6240\u6709\u89c4\u5219\u652f\u6301\u53ef\u89c6\u5316\u914d\u7f6e&#xff0c;\u4e0d\u9700\u8981\u6539\u4ee3\u7801\u3002<\/p>\n<h4>4.1 \u533a\u57df\u5165\u4fb5\u68c0\u6d4b<\/h4>\n<p>\u6700\u5e38\u7528\u7684\u89c4\u5219&#xff1a;\u5212\u5b9a\u7981\u6b62\u8fdb\u5165\u7684\u533a\u57df&#xff08;\u5982\u673a\u623f\u3001\u56f4\u5899\u5185\u3001\u5371\u9669\u54c1\u533a&#xff09;&#xff0c;\u4eba\u5458\u8fdb\u5165\u5373\u89e6\u53d1\u544a\u8b66\u3002<\/p>\n<ul>\n<li>\u5b9e\u73b0\u903b\u8f91&#xff1a;\u5224\u65ad\u76ee\u6807\u4e2d\u5fc3\u70b9\u662f\u5426\u5728\u591a\u8fb9\u5f62\u533a\u57df\u5185<\/li>\n<li>\u8fdb\u9636\u914d\u7f6e&#xff1a;\u652f\u6301\u8fdb\u5165\u65b9\u5411\u3001\u6700\u5c0f\u505c\u7559\u65f6\u957f\u3001\u76ee\u6807\u5927\u5c0f\u8fc7\u6ee4<\/li>\n<li>\u544a\u8b66\u89e6\u53d1&#xff1a;\u76ee\u6807\u8fdb\u5165\u533a\u57df\u4e14\u6301\u7eedN\u5e27&#xff08;\u9ed8\u8ba43\u5e27&#xff09;\u540e\u89e6\u53d1<\/li>\n<\/ul>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">check_region_intrusion<\/span><span class=\"token punctuation\">(<\/span>track_id<span class=\"token punctuation\">,<\/span> center_point<span class=\"token punctuation\">,<\/span> roi_polygon<span class=\"token punctuation\">,<\/span> min_frames<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u533a\u57df\u5165\u4fb5\u68c0\u6d4b&#034;&#034;&#034;<\/span><br \/>\n    in_region <span class=\"token operator\">&#061;<\/span> cv2<span class=\"token punctuation\">.<\/span>pointPolygonTest<span class=\"token punctuation\">(<\/span>np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span>roi_polygon<span class=\"token punctuation\">,<\/span> np<span class=\"token punctuation\">.<\/span>int32<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> center_point<span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">0<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> in_region<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> track_id <span class=\"token keyword\">not<\/span> <span class=\"token keyword\">in<\/span> intrusion_counter<span class=\"token punctuation\">:<\/span><br \/>\n            intrusion_counter<span class=\"token punctuation\">[<\/span>track_id<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">1<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            intrusion_counter<span class=\"token punctuation\">[<\/span>track_id<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><br \/>\n        <span class=\"token comment\"># \u8fde\u7eed\u591a\u5e27\u5728\u533a\u57df\u5185\u624d\u544a\u8b66<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> intrusion_counter<span class=\"token punctuation\">[<\/span>track_id<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> min_frames<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> track_id <span class=\"token keyword\">in<\/span> intrusion_counter<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">del<\/span> intrusion_counter<span class=\"token punctuation\">[<\/span>track_id<span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><\/p>\n<h4>4.2 \u8d8a\u754c\u68c0\u6d4b<\/h4>\n<p>\u7528\u4e8e\u5468\u754c\u9632\u8303&#xff0c;\u6bd4\u5982\u7ffb\u8d8a\u56f4\u5899\u3001\u5355\u5411\u51fa\u5165\u53e3\u9006\u884c\u3002\u5212\u5b9a\u4e00\u6761\u8b66\u6212\u7ebf\u6bb5&#xff0c;\u76ee\u6807\u4ece\u6307\u5b9a\u65b9\u5411\u8de8\u8fc7\u7ebf\u6bb5\u5373\u544a\u8b66\u3002<\/p>\n<ul>\n<li>\u5b9e\u73b0\u903b\u8f91&#xff1a;\u5bf9\u6bd4\u76ee\u6807\u5f53\u524d\u5e27\u548c\u4e0a\u4e00\u5e27\u7684\u4f4d\u7f6e&#xff0c;\u5224\u65ad\u8f68\u8ff9\u662f\u5426\u4e0e\u8b66\u6212\u7ebf\u6bb5\u76f8\u4ea4&#xff0c;\u4e14\u65b9\u5411\u7b26\u5408\u544a\u8b66\u6761\u4ef6<\/li>\n<li>\u652f\u6301\u53cc\u5411\u8d8a\u754c\u3001\u5355\u5411\u8d8a\u754c\u4e24\u79cd\u6a21\u5f0f<\/li>\n<\/ul>\n<h4>4.3 \u4eba\u5458\u805a\u96c6\u68c0\u6d4b<\/h4>\n<p>\u7528\u4e8e\u5e7f\u573a\u3001\u901a\u9053\u3001\u5bc6\u95ed\u7a7a\u95f4\u7684\u4eba\u6570\u8d85\u9650\u9884\u8b66&#xff0c;\u9632\u6b62\u8e29\u8e0f\u3001\u8fdd\u89c4\u805a\u96c6\u3002<\/p>\n<ul>\n<li>\u5b9e\u73b0\u903b\u8f91&#xff1a;\u7edf\u8ba1\u6307\u5b9a\u533a\u57df\u5185\u6709\u6548\u8ddf\u8e2a\u76ee\u6807\u7684\u6570\u91cf&#xff0c;\u8d85\u8fc7\u9608\u503c\u4e14\u6301\u7eedN\u5e27\u89e6\u53d1\u544a\u8b66<\/li>\n<li>\u4f18\u5316\u70b9&#xff1a;\u901a\u8fc7\u8ddf\u8e2aID\u53bb\u91cd&#xff0c;\u907f\u514d\u540c\u4e00\u4e2a\u4eba\u88ab\u91cd\u590d\u7edf\u8ba1&#xff1b;\u6392\u9664\u5c3a\u5bf8\u8fc7\u5c0f\u7684\u8fdc\u8ddd\u79bb\u76ee\u6807<\/li>\n<\/ul>\n<h4>4.4 \u5f98\u5f8a\u68c0\u6d4b<\/h4>\n<p>\u7528\u4e8e\u654f\u611f\u533a\u57df\u7684\u5f02\u5e38\u6ede\u7559\u68c0\u6d4b&#xff0c;\u6bd4\u5982\u94f6\u884c\u3001\u91d1\u5e93\u95e8\u53e3&#xff0c;\u4eba\u5458\u957f\u65f6\u95f4\u505c\u7559\u89e6\u53d1\u9884\u8b66\u3002<\/p>\n<ul>\n<li>\u5b9e\u73b0\u903b\u8f91&#xff1a;\u8bb0\u5f55\u6bcf\u4e2a\u76ee\u6807\u5728\u533a\u57df\u5185\u7684\u7d2f\u8ba1\u505c\u7559\u65f6\u957f&#xff0c;\u8d85\u8fc7\u8bbe\u5b9a\u9608\u503c&#xff08;\u598230\u79d2&#xff09;\u89e6\u53d1\u544a\u8b66<\/li>\n<li>\u4f18\u5316\u70b9&#xff1a;\u76ee\u6807\u77ed\u6682\u79bb\u5f00\u533a\u57df\u518d\u8fd4\u56de&#xff0c;\u53ef\u914d\u7f6e\u662f\u5426\u7d2f\u8ba1\u65f6\u957f&#xff1b;\u6392\u9664\u6b63\u5e38\u901a\u884c\u7684\u5feb\u901f\u79fb\u52a8\u76ee\u6807<\/li>\n<\/ul>\n<h4>4.5 \u544a\u8b66\u964d\u566a\u673a\u5236<\/h4>\n<p>\u8fd9\u662f\u51b3\u5b9a\u7cfb\u7edf\u597d\u4e0d\u597d\u7528\u7684\u5173\u952e\u73af\u8282&#xff0c;\u76f4\u63a5\u51b3\u5b9a\u8bef\u62a5\u7387\u9ad8\u4f4e&#xff1a;<\/p>\n<li>\u6301\u7eed\u5e27\u6821\u9a8c&#xff1a;\u6240\u6709\u544a\u8b66\u90fd\u9700\u8981\u8fde\u7eed3~5\u5e27\u6ee1\u8db3\u6761\u4ef6\u624d\u89e6\u53d1&#xff0c;\u8fc7\u6ee4\u5355\u5e27\u8bef\u68c0<\/li>\n<li>\u76ee\u6807\u5c3a\u5bf8\u8fc7\u6ee4&#xff1a;\u592a\u5c0f\u7684\u76ee\u6807&#xff08;\u50cf\u7d20\u9762\u79ef\u5c0f\u4e8e\u9608\u503c&#xff09;\u76f4\u63a5\u5ffd\u7565&#xff0c;\u6392\u9664\u8fdc\u5904\u8bef\u68c0\u3001\u868a\u866b\u5e72\u6270<\/li>\n<li>\u544a\u8b66\u51b7\u5374&#xff1a;\u540c\u4e00\u533a\u57df\u540c\u7c7b\u578b\u544a\u8b66&#xff0c;N\u5206\u949f\u5185\u53ea\u89e6\u53d1\u4e00\u6b21&#xff0c;\u907f\u514d\u91cd\u590d\u5237\u5c4f<\/li>\n<li>\u65f6\u95f4\u767d\u540d\u5355&#xff1a;\u5de5\u4f5c\u65f6\u6bb5\u3001\u6b63\u5e38\u901a\u884c\u65f6\u6bb5\u81ea\u52a8\u5c4f\u853d\u5bf9\u5e94\u89c4\u5219<\/li>\n<li>\u7f6e\u4fe1\u5ea6\u5206\u7ea7&#xff1a;\u9ad8\u7f6e\u4fe1\u5ea6\u76f4\u63a5\u544a\u8b66&#xff0c;\u4f4e\u7f6e\u4fe1\u5ea6\u6807\u8bb0\u4e3a\u5f85\u590d\u6838&#xff0c;\u51cf\u5c11\u8bef\u62a5<\/li>\n<h3>\u4e94\u3001\u5de5\u7a0b\u5316\u843d\u5730&#xff1a;\u591a\u8def\u5e76\u53d1\u4e0e\u8fb9\u7f18\u90e8\u7f72<\/h3>\n<h4>5.1 \u591a\u8def\u89c6\u9891\u6d41\u6d41\u6c34\u7ebf\u67b6\u6784<\/h4>\n<p>\u5355\u8bbe\u5907\u591a\u8def\u5e76\u53d1&#xff0c;\u91c7\u7528\u201c\u72ec\u7acb\u62c9\u6d41 &#043; \u7edf\u4e00\u6279\u91cf\u63a8\u7406 &#043; \u5206\u8def\u8ddf\u8e2a\u89c4\u5219\u201d\u7684\u67b6\u6784&#xff0c;\u6700\u5927\u5316GPU\/NPU\u5229\u7528\u7387&#xff1a;<\/p>\n<p>  #mermaid-svg-CXYZDyXk0t2FiVOR{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-CXYZDyXk0t2FiVOR .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-CXYZDyXk0t2FiVOR .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-CXYZDyXk0t2FiVOR .error-icon{fill:#552222;}#mermaid-svg-CXYZDyXk0t2FiVOR .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-CXYZDyXk0t2FiVOR .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-CXYZDyXk0t2FiVOR .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-CXYZDyXk0t2FiVOR .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-CXYZDyXk0t2FiVOR .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-CXYZDyXk0t2FiVOR .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-CXYZDyXk0t2FiVOR .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-CXYZDyXk0t2FiVOR .marker{fill:#333333;stroke:#333333;}#mermaid-svg-CXYZDyXk0t2FiVOR .marker.cross{stroke:#333333;}#mermaid-svg-CXYZDyXk0t2FiVOR svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-CXYZDyXk0t2FiVOR p{margin:0;}#mermaid-svg-CXYZDyXk0t2FiVOR .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-CXYZDyXk0t2FiVOR .cluster-label text{fill:#333;}#mermaid-svg-CXYZDyXk0t2FiVOR .cluster-label span{color:#333;}#mermaid-svg-CXYZDyXk0t2FiVOR .cluster-label span p{background-color:transparent;}#mermaid-svg-CXYZDyXk0t2FiVOR .label text,#mermaid-svg-CXYZDyXk0t2FiVOR span{fill:#333;color:#333;}#mermaid-svg-CXYZDyXk0t2FiVOR .node rect,#mermaid-svg-CXYZDyXk0t2FiVOR .node circle,#mermaid-svg-CXYZDyXk0t2FiVOR .node ellipse,#mermaid-svg-CXYZDyXk0t2FiVOR .node polygon,#mermaid-svg-CXYZDyXk0t2FiVOR .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-CXYZDyXk0t2FiVOR .rough-node .label text,#mermaid-svg-CXYZDyXk0t2FiVOR .node .label text,#mermaid-svg-CXYZDyXk0t2FiVOR .image-shape .label,#mermaid-svg-CXYZDyXk0t2FiVOR .icon-shape .label{text-anchor:middle;}#mermaid-svg-CXYZDyXk0t2FiVOR .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-CXYZDyXk0t2FiVOR .rough-node .label,#mermaid-svg-CXYZDyXk0t2FiVOR .node .label,#mermaid-svg-CXYZDyXk0t2FiVOR .image-shape .label,#mermaid-svg-CXYZDyXk0t2FiVOR .icon-shape .label{text-align:center;}#mermaid-svg-CXYZDyXk0t2FiVOR .node.clickable{cursor:pointer;}#mermaid-svg-CXYZDyXk0t2FiVOR .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-CXYZDyXk0t2FiVOR .arrowheadPath{fill:#333333;}#mermaid-svg-CXYZDyXk0t2FiVOR .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-CXYZDyXk0t2FiVOR .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-CXYZDyXk0t2FiVOR .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-CXYZDyXk0t2FiVOR .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-CXYZDyXk0t2FiVOR .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-CXYZDyXk0t2FiVOR .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-CXYZDyXk0t2FiVOR .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-CXYZDyXk0t2FiVOR .cluster text{fill:#333;}#mermaid-svg-CXYZDyXk0t2FiVOR .cluster span{color:#333;}#mermaid-svg-CXYZDyXk0t2FiVOR 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-CXYZDyXk0t2FiVOR .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-CXYZDyXk0t2FiVOR rect.text{fill:none;stroke-width:0;}#mermaid-svg-CXYZDyXk0t2FiVOR .icon-shape,#mermaid-svg-CXYZDyXk0t2FiVOR .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-CXYZDyXk0t2FiVOR .icon-shape p,#mermaid-svg-CXYZDyXk0t2FiVOR .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-CXYZDyXk0t2FiVOR .icon-shape .label rect,#mermaid-svg-CXYZDyXk0t2FiVOR .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-CXYZDyXk0t2FiVOR .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-CXYZDyXk0t2FiVOR .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-CXYZDyXk0t2FiVOR :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=\"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\"><\/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\"><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u62c9\u6d41\u7ebf1<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u62c9\u6d41\u7ebf2<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u62c9\u6d41\u7ebfN<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5e27\u6c47\u603b\u961f\u5217<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6279\u91cf\u63a8\u7406\u7ebf\u7a0b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7ed3\u679c\u5206\u8def<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8ddf\u8e2a\u56681<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8ddf\u8e2a\u56682<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8ddf\u8e2a\u5668N<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u89c4\u5219\u5f15\u64ce1<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u89c4\u5219\u5f15\u64ce2<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u89c4\u5219\u5f15\u64ceN<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u544a\u8b66\u6c47\u603b\u8f93\u51fa<\/p>\n<p><\/span><\/p>\n<p>\u6838\u5fc3\u8bbe\u8ba1\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u6bcf\u8def\u89c6\u9891\u72ec\u7acb\u62c9\u6d41\u3001\u72ec\u7acb\u8ddf\u8e2a\u3001\u72ec\u7acb\u89c4\u5219&#xff0c;\u4e92\u4e0d\u5e72\u6270<\/li>\n<li>\u6240\u6709\u8def\u7684\u5e27\u6c47\u603b\u540e\u505a\u6279\u91cf\u63a8\u7406&#xff0c;\u628a\u786c\u4ef6\u7b97\u529b\u8dd1\u6ee1<\/li>\n<li>\u6bcf\u8def\u961f\u5217\u8bbe\u7f6e\u6700\u5927\u957f\u5ea6&#xff0c;\u6ee1\u4e86\u5c31\u4e22\u8001\u5e27&#xff0c;\u4fdd\u8bc1\u5b9e\u65f6\u6027<\/li>\n<\/ul>\n<h4>5.2 \u5168\u94fe\u8def\u6027\u80fd\u4f18\u5316<\/h4>\n<li>\u786c\u4ef6\u89e3\u7801&#xff1a;\u7528GPU\/NPU\u786c\u89e3\u7801H.264\/H.265\u89c6\u9891\u6d41&#xff0c;CPU\u5360\u7528\u4ece90%\u964d\u523010%\u4ee5\u5185<\/li>\n<li>\u8df3\u5e27\u68c0\u6d4b&#xff1a;\u4e0d\u9700\u8981\u9010\u5e27\u63a8\u7406&#xff0c;\u6bcf2~3\u5e27\u68c0\u6d4b\u4e00\u6b21&#xff0c;\u4e2d\u95f4\u5e27\u7528\u8ddf\u8e2a\u9884\u6d4b\u8865\u5168\u300215FPS\u68c0\u6d4b\u5373\u53ef\u6ee1\u8db3\u5b89\u9632\u5b9e\u65f6\u6027\u8981\u6c42&#xff0c;\u7b97\u529b\u6d88\u8017\u964d\u4f4e60%<\/li>\n<li>ROI\u88c1\u526a&#xff1a;\u53ea\u628a\u6709\u6548\u533a\u57df\u9001\u5165\u6a21\u578b&#xff0c;\u51cf\u5c11\u65e0\u6548\u8ba1\u7b97<\/li>\n<li>\u6279\u91cf\u63a8\u7406&#xff1a;\u591a\u8def\u5e27\u62fc\u6210Batch\u4e00\u6b21\u6027\u63a8\u7406&#xff0c;GPU\u5229\u7528\u7387\u4ece30%\u63d0\u5347\u523080%\u4ee5\u4e0a<\/li>\n<h4>5.3 \u8fb9\u7f18\u7aef\u90e8\u7f72\u65b9\u6848<\/h4>\n<p>\u4e3b\u6d41\u5b89\u9632\u8fb9\u7f18\u786c\u4ef6\u7684\u843d\u5730\u914d\u7f6e\u53c2\u8003&#xff1a;<\/p>\n<table>\n<tr>\u786c\u4ef6\u5e73\u53f0\u6a21\u578b\u7cbe\u5ea6\u6a21\u5f0f\u652f\u6301\u8def\u6570\u5355\u8def\u5e27\u7387\u9002\u7528\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>RK3588 8G<\/td>\n<td>YOLOv11n<\/td>\n<td>INT8<\/td>\n<td>8~12\u8def<\/td>\n<td>10~12FPS<\/td>\n<td>\u666e\u901a\u56ed\u533a\u3001\u5c0f\u533a<\/td>\n<\/tr>\n<tr>\n<td>Jetson Orin NX 8G<\/td>\n<td>YOLOv11s<\/td>\n<td>INT8<\/td>\n<td>6~8\u8def<\/td>\n<td>12~15FPS<\/td>\n<td>\u5382\u533a\u3001\u9ad8\u7aef\u5b89\u9632<\/td>\n<\/tr>\n<tr>\n<td>RTX 3050 \u5de5\u63a7\u673a<\/td>\n<td>YOLOv11s<\/td>\n<td>FP16<\/td>\n<td>16~20\u8def<\/td>\n<td>15FPS<\/td>\n<td>\u673a\u623f\u3001\u76d1\u63a7\u4e2d\u5fc3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>5.4 \u544a\u8b66\u8054\u52a8\u4e0e\u4e1a\u52a1\u5bf9\u63a5<\/h4>\n<p>\u68c0\u6d4b\u5230\u8fdd\u89c4\u4e8b\u4ef6\u540e&#xff0c;\u9700\u8981\u548c\u5b89\u9632\u4e1a\u52a1\u6d41\u7a0b\u6253\u901a&#xff1a;<\/p>\n<ul>\n<li>\u6293\u62cd\u53d6\u8bc1&#xff1a;\u81ea\u52a8\u4fdd\u5b58\u544a\u8b66\u524d\u540e3~5\u79d2\u7684\u89c6\u9891\u7247\u6bb5\u548c\u9ad8\u6e05\u622a\u56fe&#xff0c;\u5173\u8054\u4e8b\u4ef6ID<\/li>\n<li>\u591a\u7aef\u63a8\u9001&#xff1a;\u544a\u8b66\u4fe1\u606f\u63a8\u9001\u5230\u503c\u73ed\u5ba2\u6237\u7aef\u3001\u624b\u673aAPP\u3001\u4f01\u4e1a\u5fae\u4fe1\/\u9489\u9489<\/li>\n<li>\u786c\u4ef6\u8054\u52a8&#xff1a;\u89e6\u53d1\u58f0\u5149\u62a5\u8b66\u5668\u3001\u4e91\u53f0\u6444\u50cf\u5934\u81ea\u52a8\u8f6c\u5411\u544a\u8b66\u533a\u57df\u3001\u95e8\u7981\u8054\u52a8\u9501\u95ed<\/li>\n<li>\u65e5\u5fd7\u7ba1\u7406&#xff1a;\u6240\u6709\u4e8b\u4ef6\u5b58\u5165\u6570\u636e\u5e93&#xff0c;\u652f\u6301\u6309\u65f6\u95f4\u3001\u5730\u70b9\u3001\u7c7b\u578b\u68c0\u7d22\u56de\u6eaf<\/li>\n<\/ul>\n<h3>\u516d\u3001\u5b9e\u6d4b\u6548\u679c\u4e0e\u6027\u80fd\u6570\u636e<\/h3>\n<p>\u4ee5\u56ed\u533a\u5468\u754c\u5165\u4fb5\u573a\u666f\u4e3a\u4f8b&#xff0c;\u90e8\u7f72\u4f18\u5316\u540e\u7684\u65b9\u6848\u548c\u4f20\u7edf\u79fb\u52a8\u4fa6\u6d4b\u5bf9\u6bd4&#xff1a;<\/p>\n<table>\n<tr>\u6307\u6807\u4f20\u7edf\u79fb\u52a8\u4fa6\u6d4bYOLO\u667a\u80fd\u65b9\u6848\u63d0\u5347\u5e45\u5ea6<\/tr>\n<tbody>\n<tr>\n<td>\u65e5\u5747\u544a\u8b66\u6570<\/td>\n<td>127\u6b21<\/td>\n<td>8\u6b21<\/td>\n<td>\u51cf\u5c1194%<\/td>\n<\/tr>\n<tr>\n<td>\u771f\u5b9e\u5165\u4fb5\u53ec\u56de\u7387<\/td>\n<td>72%<\/td>\n<td>96%<\/td>\n<td>&#043;33%<\/td>\n<\/tr>\n<tr>\n<td>\u8bef\u62a5\u7387<\/td>\n<td>94.5%<\/td>\n<td>3.2%<\/td>\n<td>\u964d\u4f4e97%<\/td>\n<\/tr>\n<tr>\n<td>\u591c\u95f4\u7ea2\u5916\u573a\u666f\u51c6\u786e\u7387<\/td>\n<td>58%<\/td>\n<td>91%<\/td>\n<td>&#043;57%<\/td>\n<\/tr>\n<tr>\n<td>\u5355\u53f0RK3588\u652f\u6301\u8def\u6570<\/td>\n<td>&#8211;<\/td>\n<td>10\u8def<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4e03\u3001\u9ad8\u9891\u8e29\u5751\u4e0e\u907f\u5751\u6307\u5357<\/h3>\n<h4>7.1 \u591c\u95f4\u7ea2\u5916\u753b\u9762\u6548\u679c\u9aa4\u964d<\/h4>\n<ul>\n<li>\u95ee\u9898&#xff1a;\u901a\u7528\u6a21\u578b\u57fa\u4e8e\u53ef\u89c1\u5149\u8bad\u7ec3&#xff0c;\u7ea2\u5916\u753b\u9762\u7070\u5ea6\u53cd\u8f6c\u3001\u7eb9\u7406\u7279\u5f81\u5dee\u5f02\u5927&#xff0c;\u6f0f\u68c0\u8bef\u68c0\u6fc0\u589e<\/li>\n<li>\u89e3\u51b3&#xff1a;\u8865\u5145\u73b0\u573a\u591c\u95f4\u7ea2\u5916\u6837\u672c\u5fae\u8c03&#xff1b;\u8bad\u7ec3\u65f6\u52a0\u5165\u7070\u5ea6\u5316\u3001\u5bf9\u6bd4\u5ea6\u6270\u52a8\u589e\u5f3a&#xff1b;\u591c\u95f4\u53ef\u9002\u5f53\u8c03\u4f4e\u68c0\u6d4b\u7f6e\u4fe1\u5ea6\u9608\u503c<\/li>\n<\/ul>\n<h4>7.2 \u5149\u5f71\u3001\u6811\u679d\u6643\u52a8\u5bfc\u81f4\u8bef\u62a5<\/h4>\n<ul>\n<li>\u95ee\u9898&#xff1a;\u9633\u5149\u79fb\u52a8\u3001\u6811\u5f71\u6643\u52a8\u3001\u4e91\u5f71\u98d8\u8fc7&#xff0c;\u5bb9\u6613\u88ab\u8bef\u5224\u4e3a\u79fb\u52a8\u76ee\u6807<\/li>\n<li>\u89e3\u51b3&#xff1a;\u52a0\u5165\u5927\u91cf\u5149\u5f71\u8d1f\u6837\u672c\u8bad\u7ec3&#xff1b;\u63d0\u9ad8\u544a\u8b66\u6301\u7eed\u5e27\u9608\u503c&#xff1b;\u7ed3\u5408\u76ee\u6807\u5bbd\u9ad8\u6bd4\u3001\u5c3a\u5bf8\u8fc7\u6ee4&#xff0c;\u6392\u9664\u4e0d\u7b26\u5408\u884c\u4eba\u6bd4\u4f8b\u7684\u76ee\u6807<\/li>\n<\/ul>\n<h4>7.3 \u76ee\u6807\u906e\u6321\u540eID\u8df3\u53d8<\/h4>\n<ul>\n<li>\u95ee\u9898&#xff1a;\u884c\u4eba\u7ecf\u8fc7\u67f1\u5b50\u3001\u6811\u6728\u906e\u6321\u540e&#xff0c;\u8ddf\u8e2aID\u53d8\u66f4&#xff0c;\u5bfc\u81f4\u8ba1\u6570\u9519\u8bef\u3001\u8f68\u8ff9\u4e2d\u65ad<\/li>\n<li>\u89e3\u51b3&#xff1a;\u8c03\u5927\u8ddf\u8e2a\u5668\u7684\u7f13\u5b58\u5e27\u6570&#xff1b;\u52a0\u5165\u8f68\u8ff9\u5e73\u6ed1\u9884\u6d4b&#xff1b;\u906e\u6321\u65f6\u95f4\u77ed\u7684\u60c5\u51b5\u4e0b&#xff0c;\u4f18\u5148\u4fdd\u7559\u539f\u6709ID<\/li>\n<\/ul>\n<h4>7.4 \u591a\u8def\u573a\u666f\u5ef6\u8fdf\u8d8a\u8dd1\u8d8a\u9ad8<\/h4>\n<ul>\n<li>\u95ee\u9898&#xff1a;\u63a8\u7406\u901f\u5ea6\u8ddf\u4e0d\u4e0a\u62c9\u6d41\u901f\u5ea6&#xff0c;\u961f\u5217\u5806\u79ef&#xff0c;\u5ef6\u8fdf\u8d8a\u6765\u8d8a\u5927<\/li>\n<li>\u89e3\u51b3&#xff1a;\u6240\u6709\u961f\u5217\u8bbe\u7f6e\u6700\u5927\u957f\u5ea6&#xff0c;\u6ee1\u4e86\u4e22\u5f03\u6700\u8001\u5e27&#xff1b;\u5f00\u542f\u8df3\u5e27\u68c0\u6d4b\u7b56\u7565&#xff1b;\u76d1\u63a7\u961f\u5217\u957f\u5ea6&#xff0c;\u5f02\u5e38\u65f6\u81ea\u52a8\u964d\u7ea7<\/li>\n<\/ul>\n<h4>7.5 \u6444\u50cf\u5934\u89d2\u5ea6\u5dee\u5f02\u5927\u6548\u679c\u4e0d\u5747<\/h4>\n<ul>\n<li>\u95ee\u9898&#xff1a;\u4fef\u89c6\u6444\u50cf\u5934\u76ee\u6807\u5c0f\u3001\u5e73\u89c6\u6444\u50cf\u5934\u76ee\u6807\u5927&#xff0c;\u540c\u4e00\u6a21\u578b\u6548\u679c\u5dee\u5f02\u5927<\/li>\n<li>\u89e3\u51b3&#xff1a;\u6309\u6444\u50cf\u5934\u89d2\u5ea6\u5206\u522b\u5fae\u8c03\u6a21\u578b&#xff1b;\u914d\u7f6e\u4e0d\u540c\u7684\u68c0\u6d4b\u5206\u8fa8\u7387\u548c\u76ee\u6807\u5c3a\u5bf8\u8fc7\u6ee4\u9608\u503c&#xff1b;\u5927\u89d2\u5ea6\u4fef\u89c6\u573a\u666f\u4e13\u95e8\u4f18\u5316\u5c0f\u76ee\u6807\u68c0\u6d4b<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u56ed\u533a\u3001\u5382\u533a\u3001\u793e\u533a\u3001\u673a\u623f\u7b49\u5b89\u9632\u573a\u666f\u4e2d&#xff0c;\u4f20\u7edf\u79fb\u52a8\u4fa6\u6d4b\u65b9\u6848\u957f\u671f\u88ab\u8bef\u62a5\u7387\u9ad8\u7684\u95ee\u9898\u56f0\u6270&#xff1a;\u5149\u5f71\u53d8\u5316\u3001\u98ce\u5439\u6811\u53f6\u3001\u732b\u72d7\u7a7f\u884c\u3001\u868a\u866b\u98de\u5f71\u90fd\u4f1a\u89e6\u53d1\u544a\u8b66&#xff0c;\u503c\u73ed\u4eba\u5458\u6bcf\u5929\u8981\u5904\u7406\u4e0a\u767e\u6761\u65e0\u6548\u544a\u8b66&#xff0c;\u771f\u6b63\u7684\u5165\u4fb5\u4e8b\u4ef6\u53cd\u800c\u88ab\u6df9\u6ca1\u3002\u57fa\u4e8eYOLO\u7684\u667a\u80fd\u5206\u6790\u65b9\u6848&#xff0c;\u901a\u8fc7\u7cbe\u51c6\u7684\u4eba\u5458\u68c0\u6d4b\u3001\u8fde\u7eed\u7684\u76ee\u6807\u8ddf\u8e2a\u3001\u53ef\u914d\u7f6e\u7684\u884c\u4e3a\u89c4\u5219&#xff0c;\u80fd\u5c06\u8bef\u62a5\u7387\u964d\u4f4e90%\u4ee5\u4e0a&#xff0c;\u5b9e\u73b0\u4ece\u201c\u4e8b\u540e\u56de\u6eaf\u201d\u5230\u201c\u4e8b\u524d\u9884\u8b66\u201d\u7684\u5347\u7ea7\u3002<br \/>\n\u672c\u6587\u4ece\u67b6\u6784\u8bbe\u8ba1\u3001\u7b97\u6cd5\u4f18\u5316\u3001\u89c4\u5219\u5f15\u64ce\u3001\u5de5<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,156,50,190,427],"topic":[],"class_list":["post-93228","post","type-post","status-publish","format-standard","hentry","category-server","tag-python","tag-yolo","tag-50","tag-190","tag-427"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5b89\u9632\u76d1\u63a7YOLO\u5168\u6808\u65b9\u6848\uff1a\u4eba\u5458\u5165\u4fb5\u68c0\u6d4b+\u884c\u4e3a\u5206\u6790+\u8ddf\u8e2a\u7b97\u6cd5\u4e00\u4f53\u5316\u5b9e\u73b0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/93228.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5b89\u9632\u76d1\u63a7YOLO\u5168\u6808\u65b9\u6848\uff1a\u4eba\u5458\u5165\u4fb5\u68c0\u6d4b+\u884c\u4e3a\u5206\u6790+\u8ddf\u8e2a\u7b97\u6cd5\u4e00\u4f53\u5316\u5b9e\u73b0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u5728\u56ed\u533a\u3001\u5382\u533a\u3001\u793e\u533a\u3001\u673a\u623f\u7b49\u5b89\u9632\u573a\u666f\u4e2d&#xff0c;\u4f20\u7edf\u79fb\u52a8\u4fa6\u6d4b\u65b9\u6848\u957f\u671f\u88ab\u8bef\u62a5\u7387\u9ad8\u7684\u95ee\u9898\u56f0\u6270&#xff1a;\u5149\u5f71\u53d8\u5316\u3001\u98ce\u5439\u6811\u53f6\u3001\u732b\u72d7\u7a7f\u884c\u3001\u868a\u866b\u98de\u5f71\u90fd\u4f1a\u89e6\u53d1\u544a\u8b66&#xff0c;\u503c\u73ed\u4eba\u5458\u6bcf\u5929\u8981\u5904\u7406\u4e0a\u767e\u6761\u65e0\u6548\u544a\u8b66&#xff0c;\u771f\u6b63\u7684\u5165\u4fb5\u4e8b\u4ef6\u53cd\u800c\u88ab\u6df9\u6ca1\u3002\u57fa\u4e8eYOLO\u7684\u667a\u80fd\u5206\u6790\u65b9\u6848&#xff0c;\u901a\u8fc7\u7cbe\u51c6\u7684\u4eba\u5458\u68c0\u6d4b\u3001\u8fde\u7eed\u7684\u76ee\u6807\u8ddf\u8e2a\u3001\u53ef\u914d\u7f6e\u7684\u884c\u4e3a\u89c4\u5219&#xff0c;\u80fd\u5c06\u8bef\u62a5\u7387\u964d\u4f4e90%\u4ee5\u4e0a&#xff0c;\u5b9e\u73b0\u4ece\u201c\u4e8b\u540e\u56de\u6eaf\u201d\u5230\u201c\u4e8b\u524d\u9884\u8b66\u201d\u7684\u5347\u7ea7\u3002 \u672c\u6587\u4ece\u67b6\u6784\u8bbe\u8ba1\u3001\u7b97\u6cd5\u4f18\u5316\u3001\u89c4\u5219\u5f15\u64ce\u3001\u5de5\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/93228.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-12T00:57:40+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/93228.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/93228.html\",\"name\":\"\u5b89\u9632\u76d1\u63a7YOLO\u5168\u6808\u65b9\u6848\uff1a\u4eba\u5458\u5165\u4fb5\u68c0\u6d4b+\u884c\u4e3a\u5206\u6790+\u8ddf\u8e2a\u7b97\u6cd5\u4e00\u4f53\u5316\u5b9e\u73b0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-08-12T00:57:40+00:00\",\"dateModified\":\"2026-08-12T00:57:40+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/93228.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/93228.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/93228.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5b89\u9632\u76d1\u63a7YOLO\u5168\u6808\u65b9\u6848\uff1a\u4eba\u5458\u5165\u4fb5\u68c0\u6d4b+\u884c\u4e3a\u5206\u6790+\u8ddf\u8e2a\u7b97\u6cd5\u4e00\u4f53\u5316\u5b9e\u73b0\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5b89\u9632\u76d1\u63a7YOLO\u5168\u6808\u65b9\u6848\uff1a\u4eba\u5458\u5165\u4fb5\u68c0\u6d4b+\u884c\u4e3a\u5206\u6790+\u8ddf\u8e2a\u7b97\u6cd5\u4e00\u4f53\u5316\u5b9e\u73b0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/93228.html","og_locale":"zh_CN","og_type":"article","og_title":"\u5b89\u9632\u76d1\u63a7YOLO\u5168\u6808\u65b9\u6848\uff1a\u4eba\u5458\u5165\u4fb5\u68c0\u6d4b+\u884c\u4e3a\u5206\u6790+\u8ddf\u8e2a\u7b97\u6cd5\u4e00\u4f53\u5316\u5b9e\u73b0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u5728\u56ed\u533a\u3001\u5382\u533a\u3001\u793e\u533a\u3001\u673a\u623f\u7b49\u5b89\u9632\u573a\u666f\u4e2d&#xff0c;\u4f20\u7edf\u79fb\u52a8\u4fa6\u6d4b\u65b9\u6848\u957f\u671f\u88ab\u8bef\u62a5\u7387\u9ad8\u7684\u95ee\u9898\u56f0\u6270&#xff1a;\u5149\u5f71\u53d8\u5316\u3001\u98ce\u5439\u6811\u53f6\u3001\u732b\u72d7\u7a7f\u884c\u3001\u868a\u866b\u98de\u5f71\u90fd\u4f1a\u89e6\u53d1\u544a\u8b66&#xff0c;\u503c\u73ed\u4eba\u5458\u6bcf\u5929\u8981\u5904\u7406\u4e0a\u767e\u6761\u65e0\u6548\u544a\u8b66&#xff0c;\u771f\u6b63\u7684\u5165\u4fb5\u4e8b\u4ef6\u53cd\u800c\u88ab\u6df9\u6ca1\u3002\u57fa\u4e8eYOLO\u7684\u667a\u80fd\u5206\u6790\u65b9\u6848&#xff0c;\u901a\u8fc7\u7cbe\u51c6\u7684\u4eba\u5458\u68c0\u6d4b\u3001\u8fde\u7eed\u7684\u76ee\u6807\u8ddf\u8e2a\u3001\u53ef\u914d\u7f6e\u7684\u884c\u4e3a\u89c4\u5219&#xff0c;\u80fd\u5c06\u8bef\u62a5\u7387\u964d\u4f4e90%\u4ee5\u4e0a&#xff0c;\u5b9e\u73b0\u4ece\u201c\u4e8b\u540e\u56de\u6eaf\u201d\u5230\u201c\u4e8b\u524d\u9884\u8b66\u201d\u7684\u5347\u7ea7\u3002 \u672c\u6587\u4ece\u67b6\u6784\u8bbe\u8ba1\u3001\u7b97\u6cd5\u4f18\u5316\u3001\u89c4\u5219\u5f15\u64ce\u3001\u5de5","og_url":"https:\/\/www.wsisp.com\/helps\/93228.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-08-12T00:57:40+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"8 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/93228.html","url":"https:\/\/www.wsisp.com\/helps\/93228.html","name":"\u5b89\u9632\u76d1\u63a7YOLO\u5168\u6808\u65b9\u6848\uff1a\u4eba\u5458\u5165\u4fb5\u68c0\u6d4b+\u884c\u4e3a\u5206\u6790+\u8ddf\u8e2a\u7b97\u6cd5\u4e00\u4f53\u5316\u5b9e\u73b0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-08-12T00:57:40+00:00","dateModified":"2026-08-12T00:57:40+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/93228.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/93228.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/93228.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u5b89\u9632\u76d1\u63a7YOLO\u5168\u6808\u65b9\u6848\uff1a\u4eba\u5458\u5165\u4fb5\u68c0\u6d4b+\u884c\u4e3a\u5206\u6790+\u8ddf\u8e2a\u7b97\u6cd5\u4e00\u4f53\u5316\u5b9e\u73b0"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/93228","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=93228"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/93228\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=93228"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=93228"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=93228"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=93228"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}