{"id":112223,"date":"2026-10-02T22:08:56","date_gmt":"2026-10-02T14:08:56","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/112223.html"},"modified":"2026-10-02T22:08:56","modified_gmt":"2026-10-02T14:08:56","slug":"%e5%bc%80%e6%ba%90%e9%a1%b9%e7%9b%aetiger-ai-platform%e5%b9%b3%e5%8f%b0%e4%b8%ad%e4%bd%bf%e7%94%a8%e7%9a%84%e6%a8%a1%e5%9e%8b%e8%af%a6%e8%a7%a3%ef%bc%9a%e6%a8%a1%e5%9e%8b033-philipho-irail-crowd-count","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/112223.html","title":{"rendered":"\u5f00\u6e90\u9879\u76eeTiger AI Platform\u5e73\u53f0\u4e2d\u4f7f\u7528\u7684\u6a21\u578b\u8be6\u89e3\uff1a\u6a21\u578b033-philipho irail crowd counting yolov8n \u5b8c\u5168\u6307\u5357\uff1a\u539f\u7406\u3001TigerPro \u63a5\u5165\u3001\u4ee3\u7801\u5b9e\u6218"},"content":{"rendered":"<\/p>\n<h4>\u76ee\u5f55<\/h4>\n<ul>\n<li>philipho irail crowd counting yolov8n \u5b8c\u5168\u6307\u5357\uff1a\u539f\u7406\u3001TigerPro \u63a5\u5165\u3001\u4ee3\u7801\u5b9e\u6218\u4e0e\u843d\u5730\u6848\u4f8b\uff08`philipho-irail-crowd-counting-yolov8n`\uff09<\/li>\n<li>\n<ul>\n<li>1. \u5f00\u7bc7\uff1a\u8fd9\u4e2a\u6a21\u578b\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898<\/li>\n<li>\n<ul>\n<li>1.1 \u76ee\u6807\u68c0\u6d4b\u5728\u4e1a\u52a1\u91cc\u771f\u6b63\u4ea4\u4ed8\u4ec0\u4e48<\/li>\n<li>1.2 \u8f93\u51fa\u5982\u4f55\u88ab\u4e0b\u6e38\u6d88\u8d39<\/li>\n<li>1.3 \u590d\u6742\u5ea6\u4e0e\u8bc4\u6d4b\u53e3\u5f84\uff08\u52a0\u5206\u9879\uff09<\/li>\n<li>1.4 \u9002\u5408\u7528 \/ \u4e0d\u9002\u5408\u7528<\/li>\n<\/ul>\n<\/li>\n<li>2. \u6a21\u578b\u540d\u7247\u4e0e\u80fd\u529b\u8fb9\u754c<\/li>\n<li>\n<ul>\n<li>2.1 \u89c4\u683c\u901f\u67e5\u8868<\/li>\n<li>2.2 \u8f93\u5165\u8f93\u51fa\u7ea6\u5b9a\uff08\u5b9e\u65bd\u89c6\u89d2\uff09<\/li>\n<li>2.3 \u8d44\u6e90\u4e0e\u6027\u80fd\u9884\u671f\uff08\u7ecf\u9a8c\u533a\u95f4\uff0c\u9700\u672c\u673a\u5b9e\u6d4b\uff09<\/li>\n<\/ul>\n<\/li>\n<li>3. \u5728 TigerPro \u67b6\u6784\u4e2d\u7684\u4f4d\u7f6e<\/li>\n<li>\n<ul>\n<li>3.1 \u4e0e\u540c\u5206\u7c7b\u6a21\u578b\u7684\u5173\u7cfb<\/li>\n<li>3.2 \u548c\u5e73\u53f0\u5176\u5b83\u6a21\u5757\u600e\u4e48\u63a5\u7ebf<\/li>\n<\/ul>\n<\/li>\n<li>4. \u4f7f\u7528\u6559\u7a0b\uff1a\u4ece\u96f6\u8dd1\u901a\u5230\u53ef\u9a8c\u6536<\/li>\n<li>\n<ul>\n<li>4.1 \u51c6\u5907\u6743\u91cd\uff08\u6700\u5bb9\u6613\u7ffb\u8f66\u7684\u4e00\u6b65\uff09<\/li>\n<li>4.2 \u4e1a\u52a1\u9875\u64cd\u4f5c\u6e05\u5355<\/li>\n<li>4.3 \u5217\u51fa\u5e76\u6821\u9a8c\u6a21\u578b\uff08\u5fc5\u8dd1\uff09<\/li>\n<li>4.4 \u4e1a\u52a1\u8c03\u7528\u793a\u4f8b<\/li>\n<li>4.5 \u547d\u4ee4\u884c\u4e0e\u524d\u7aef\u9009\u578b<\/li>\n<li>4.6 \u63a8\u8350\u8c03\u53c2\u8868<\/li>\n<\/ul>\n<\/li>\n<li>5. \u843d\u5730\u6848\u4f8b\uff08\u53ef\u7167\u7740\u505a\uff09<\/li>\n<li>\n<ul>\n<li>5.1 \u4e3b\u6848\u4f8b\uff1a\u6309 modelKey \u9009\u62e9\u63a8\u7406<\/li>\n<li>5.2 \u5bf9\u7167\u6848\u4f8b\uff1a\u540c\u573a\u666f\u6362\u6a21\u578b\u4f1a\u600e\u6837<\/li>\n<li>5.3 \u9a8c\u6536\u8868\uff08\u590d\u5236\u5230\u98de\u4e66\/\u8868\u683c\uff09<\/li>\n<li>5.4 \u5c0f\u6545\u4e8b\uff1a\u4e00\u6b21\u771f\u5b9e\u98ce\u683c\u7684\u6392\u969c\u8def\u5f84\uff08\u56f4\u7ed5 `philipho-irail-crowd-counting-yolov8n`\uff09<\/li>\n<\/ul>\n<\/li>\n<li>6. \u4f18\u7f3a\u70b9\u3001\u98ce\u9669\u4e0e\u66ff\u4ee3<\/li>\n<li>7. \u907f\u5751\u6e05\u5355\uff08\u6392\u969c\u4f18\u5148\u7ea7\uff09<\/li>\n<li>8. \u5de5\u7a0b\u5316\u5efa\u8bae\u4e0e\u76d1\u63a7<\/li>\n<li>\n<ul>\n<li>8.1 \u90e8\u7f72\u68c0\u67e5\u6e05\u5355<\/li>\n<li>8.2 \u65e5\u5e38\u89c2\u5bdf<\/li>\n<li>8.3 \u5b89\u5168\u4e0e\u5408\u89c4<\/li>\n<\/ul>\n<\/li>\n<li>9. \u5e38\u89c1\u95ee\u9898 FAQ<\/li>\n<li>10. \u6587\u672b\u4e92\u52a8<\/li>\n<li>11. \u4e0b\u7bc7\u9884\u544a<\/li>\n<li>12. \u53c2\u8003\u8d44\u6599<\/li>\n<li>13. \u539f\u7406\u6df1\u5316\u4e0e\u53ef\u89c6\u5316\uff08\u6280\u672f\u6df1\u5ea6\uff09<\/li>\n<li>\n<ul>\n<li>13.1 \u4e3a\u4ec0\u4e48\u300c\u80fd\u51fa\u7ed3\u679c\u300d\u4e0d\u7b49\u4e8e\u300c\u53ef\u4e0a\u7ebf\u300d<\/li>\n<li>13.2 \u5efa\u8bae\u7684\u5bf9\u7167\u5b9e\u9a8c\u8bbe\u8ba1\uff08\u53ef\u76f4\u63a5\u6284\uff09<\/li>\n<\/ul>\n<\/li>\n<li>14. \u6570\u636e\u914d\u65b9\u4e0e\u6837\u672c\u5de5\u7a0b<\/li>\n<li>\n<ul>\n<li>14.1 \u6700\u5c0f\u53ef\u884c\u6837\u672c\u96c6\uff08MVP\uff09<\/li>\n<li>14.2 \u6807\u6ce8\u4e0e\u771f\u503c<\/li>\n<li>14.3 \u57df\u504f\u79fb\u5e94\u5bf9<\/li>\n<\/ul>\n<\/li>\n<li>15. \u6027\u80fd\u538b\u6d4b\u4e0e\u5bb9\u91cf\u89c4\u5212<\/li>\n<li>\n<ul>\n<li>15.1 \u538b\u4ec0\u4e48<\/li>\n<li>15.2 \u7b80\u6613\u538b\u6d4b\u811a\u672c\u601d\u8def<\/li>\n<li>15.3 \u5bb9\u91cf\u7ecf\u9a8c\u6cd5\u5219<\/li>\n<\/ul>\n<\/li>\n<li>16. \u751f\u4ea7\u53d1\u5e03 SOP\uff08\u53ef\u6253\u5370\uff09<\/li>\n<li>\n<ul>\n<li>16.1 \u53d1\u5e03\u524d\uff08\u9488\u5bf9 `philipho-irail-crowd-counting-yolov8n`\uff09<\/li>\n<li>16.2 \u53d1\u5e03\u4e2d<\/li>\n<li>16.3 \u53d1\u5e03\u540e<\/li>\n<\/ul>\n<\/li>\n<li>17. \u4e0e TigerPro \u6a21\u5757\u8054\u8c03\u8981\u70b9<\/li>\n<li>18. \u8fdb\u9636 FAQ \u4e0e\u51b3\u7b56\u6811<\/li>\n<li>\n<ul>\n<li>18.1 \u9009\u578b\u51b3\u7b56\u6811\uff08\u6587\u5b57\u7248\uff09<\/li>\n<\/ul>\n<\/li>\n<li>19. \u672c\u7bc7\u901f\u67e5\u5361\uff08\u53ef\u88c1\u526a\u8f6c\u53d1\uff09<\/li>\n<li>\u9644\u5f55\u8865\u5f3a 1\uff1a\u843d\u5730\u65f6\u7684\u6c9f\u901a\u8bdd\u672f\u3001\u5206\u5de5\u4e0e\u590d\u76d8<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>philipho irail crowd counting yolov8n \u5b8c\u5168\u6307\u5357\uff1a\u539f\u7406\u3001TigerPro \u63a5\u5165\u3001\u4ee3\u7801\u5b9e\u6218\u4e0e\u843d\u5730\u6848\u4f8b\uff08philipho-irail-crowd-counting-yolov8n\uff09<\/h2>\n<p>\u7cfb\u5217\uff1aTigerPro AI \u6a21\u578b\u624b\u518c\uff0833\/110\uff09\u00b7 \u5206\u7c7b\uff1a\u5782\u76f4\u573a\u666f \u4f60\u80fd\u5e26\u8d70\u4ec0\u4e48\uff1a\u539f\u7406\u8fb9\u754c\u3001\u89c4\u683c\u8868\u3001\u5b8c\u6574\u63a5\u5165\u6b65\u9aa4\u3001\u53ef\u8fd0\u884c\u4ee3\u7801\u3001\u53cc\u6848\u4f8b\u3001\u8c03\u53c2\u8868\u3001\u907f\u5751\u4e0e\u9a8c\u6536\u6e05\u5355\u3002 \u9002\u7528\u8bfb\u8005\uff1aCV_PyhonVue_Tigerpro \u7814\u53d1 \/ \u5b9e\u65bd \/ \u7b97\u6cd5\u8054\u8c03\u540c\u5b66\u3002 github\u5730\u5740: Tiger AI Plateform\u9879\u76ee\u91c7\u7528Apache License 2.0\u5f00\u6e90\u534f\u8bae\u53d1\u5e03\uff1b\u8bf7\u5408\u6cd5\u5408\u89c4\u4f7f\u7528\uff1bhttps:\/\/github.com\/5758703\/CV_PythonVue_TigerPro<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261002140854-6abfbaf6e2d0c.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"><\/p>\n<h3>1. \u5f00\u7bc7\uff1a\u8fd9\u4e2a\u6a21\u578b\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898<\/h3>\n<p>\u672c\u5730\u6743\u91cd\u76ee\u5f55 uploads\/models\/philipho-irail-crowd-counting-yolov8n\/\uff08\u7ea6 1 \u4e2a\u76f8\u5173\u6587\u4ef6\uff09\u3002\u53ef\u80fd\u7531 seed \u767b\u8bb0\u3001\u8bad\u7ec3\u4ea7\u51fa\u6216\u6a21\u578b\u7ba1\u7406\u9875\u4e0b\u8f7d\u4ea7\u751f\u3002<\/p>\n<p>\u4e00\u53e5\u8bdd\u8bb0\u5fc6\uff1aphilipho irail crowd counting yolov8n \u7684 modelKey \u662f philipho-irail-crowd-counting-yolov8n\uff0c\u4efb\u52a1\u662f \u76ee\u6807\u68c0\u6d4b\uff08object-detection\uff09\uff0c\u524d\u7aef\u4e3b\u8981\u5728 \u6a21\u578b\u7ba1\u7406 \/ \u5bf9\u5e94\u4e1a\u52a1\u9875\uff08\/ai\/model\uff09\uff0c\u5178\u578b\u573a\u666f\u662f\u300c\u6309 modelKey \u9009\u62e9\u63a8\u7406\u300d\u3002<\/p>\n<h4>1.1 \u76ee\u6807\u68c0\u6d4b\u5728\u4e1a\u52a1\u91cc\u771f\u6b63\u4ea4\u4ed8\u4ec0\u4e48<\/h4>\n<p>philipho irail crowd counting yolov8n\uff08philipho-irail-crowd-counting-yolov8n\uff09\u5c5e\u4e8e\u76ee\u6807\u68c0\u6d4b\uff1a\u5bf9\u6bcf\u4e00\u5e27\u8f93\u5165\u8f93\u51fa\u4e00\u7ec4\u6846 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"> ( x 1 , y 1 , x 2 , y 2 ) (x_1,y_1,x_2,y_2) <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">x<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3011em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">y<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3011em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0359em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">x<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3011em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">2<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">y<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3011em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0359em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">2<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span>\u3001\u7c7b\u522b id\/\u540d\u79f0\u4e0e\u7f6e\u4fe1\u5ea6 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"> s \u2208 [ 0 , 1 ] s\\\\in[0,1] <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5782em;vertical-align: -0.0391em\"><\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2208<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">[<\/span><span class=\"mord\">0<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\">1<\/span><span class=\"mclose\">]<\/span><\/span><\/span><\/span><\/span>\u3002\u68c0\u6d4b\u4e0d\u662f\u300c\u770b\u56fe\u8bf4\u8bdd\u300d\uff0c\u800c\u662f\u628a\u975e\u7ed3\u6784\u5316\u50cf\u7d20\u53d8\u6210\u53ef\u68c0\u7d22\u3001\u53ef\u544a\u8b66\u3001\u53ef\u8ffd\u8e2a\u7684\u7ed3\u6784\u5316\u4e8b\u4ef6\u3002\u5728\u56ed\u533a\u5b89\u9632\u91cc\uff0c\u68c0\u6d4b\u7ed3\u679c\u4f1a\u8fdb\u5165\u544a\u8b66\u89c4\u5219\u5f15\u64ce\uff1b\u5728\u4ea4\u901a\u5361\u53e3\u91cc\uff0c\u68c0\u6d4b\u6846\u4f1a\u88c1\u526a\u7ed9 OCR\uff1b\u5728\u8de8\u955c MTMC \u91cc\uff0c\u68c0\u6d4b\u6846\u662f\u5c40\u90e8\u8ffd\u8e2a\u4e0e ReID \u63d0\u7279\u5f81\u7684\u552f\u4e00\u5165\u53e3\u3002<\/p>\n<p>\u5de5\u7a0b\u4e0a\u8981\u540c\u65f6\u76ef\u4e09\u4ef6\u4e8b\uff1a\u53ec\u56de\uff08\u6f0f\u68c0\uff09\u3001\u7cbe\u5ea6\uff08\u8bef\u62a5\uff09\u3001\u5ef6\u8fdf\uff08\u80fd\u5426\u8ddf\u5f97\u4e0a\u62bd\u5e27\uff09\u3002\u4e09\u8005\u4e92\u76f8\u62c9\u626f\u2014\u2014\u628a conf \u63d0\u5230 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"> 0.6 0.6 <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">0.6<\/span><\/span><\/span><\/span><\/span> \u8bef\u62a5\u4e0b\u964d\u4f46\u6f0f\u68c0\u4e0a\u5347\uff1b\u628a\u5206\u8fa8\u7387\u63d0\u5230 1080p \u7cbe\u5ea6\u66f4\u597d\u4f46 CPU \u5403\u7d27\u3002TigerPro \u5efa\u8bae\u5148\u7528\u9ed8\u8ba4\u53c2\u6570\u8dd1\u901a\u94fe\u8def\uff0c\u518d\u7528\u9a8c\u6536\u8868\u505a\u7f51\u683c\u641c\u7d22\uff0c\u800c\u4e0d\u662f\u4e00\u4e0a\u6765\u300c\u7384\u5b66\u8c03\u53c2\u300d\u3002<\/p>\n<h4>1.2 \u8f93\u51fa\u5982\u4f55\u88ab\u4e0b\u6e38\u6d88\u8d39<\/h4>\n<p>\u5e38\u89c1\u4e0b\u6e38\u6709\u56db\u7c7b\uff1a\u2460 \u53ef\u89c6\u5316\u53e0\u52a0\uff08\u76d1\u63a7\u5899 MJPEG\uff09\uff1b\u2461 \u4e8b\u4ef6\u5165\u5e93\uff08\u68c0\u6d4b\u8bb0\u5f55\/\u544a\u8b66\uff09\uff1b\u2462 \u4e8c\u6b21\u6a21\u578b\uff08\u8f66\u724c OCR\u3001\u59ff\u6001\u3001\u5206\u5272\uff09\uff1b\u2463 \u8ffd\u8e2a\u5173\u8054\uff08ByteTrack\/IoU + \u5168\u5c40 ReID\uff09\u3002\u56e0\u6b64\u9009\u68c0\u6d4b\u6a21\u578b\u65f6\uff0c\u4e0d\u8981\u53ea\u770b COCO mAP\uff0c\u8fd8\u8981\u770b\u300c\u5c0f\u76ee\u6807\u300d\u300c\u906e\u6321\u300d\u300c\u591c\u95f4\u300d\u662f\u5426\u8986\u76d6\u4f60\u7684\u6444\u50cf\u5934\u89c6\u89d2\u3002<\/p>\n<h4>1.3 \u590d\u6742\u5ea6\u4e0e\u8bc4\u6d4b\u53e3\u5f84\uff08\u52a0\u5206\u9879\uff09<\/h4>\n<p>\u5355\u5e27\u63a8\u7406\u53ef\u7c97\u5199\u4e3a <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"> T f r a m e \u2248 T p r e + T n e t + T n m s T_{\\\\mathrm{frame}} \\\\approx T_{\\\\mathrm{pre}} + T_{\\\\mathrm{net}} + T_{\\\\mathrm{nms}} <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathrm mtight\">frame<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2248<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathrm mtight\">pre<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">+<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathrm mtight\">net<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">+<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathrm mtight\">nms<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002\u5176\u4e2d NMS \u5728\u5019\u9009\u6846\u6570\u4e3a <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"> n n <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.4306em\"><\/span><span class=\"mord mathnormal\">n<\/span><\/span><\/span><\/span><\/span> \u65f6\u8fd1\u4f3c <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"> O ( n log \u2061 n ) O(n\\\\log n) <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">O<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mop\">lo<span style=\"margin-right: 0.0139em\">g<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span> \u5230 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"> O ( n 2 ) O(n^2) <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1.0641em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">O<\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">n<\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.8141em\"><span class=\"\" style=\"top: -3.063em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">2<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span> \u91cf\u7ea7\uff0c\u5bc6\u96c6\u4eba\u7fa4\u4f1a\u653e\u5927\u540e\u5904\u7406\u5360\u6bd4\u3002\u4e1a\u52a1\u9a8c\u6536\u8bf7\u540c\u65f6\u62a5\uff1amAP@0.5\u3001\u6f0f\u68c0\u7387\u3001P95 \u5ef6\u8fdf\u3001\u6bcf\u5c0f\u65f6\u8bef\u62a5\u6761\u6570\u2014\u2014\u56db\u8005\u7f3a\u4e00\uff0c\u7ebf\u4e0a\u626f\u76ae\u6210\u672c\u6781\u9ad8\u3002<\/p>\n<h4>1.4 \u9002\u5408\u7528 \/ \u4e0d\u9002\u5408\u7528<\/h4>\n<table>\n<tr>\n   \u66f4\u9002\u5408<br \/>\n   \u4e0d\u592a\u9002\u5408<br \/>\n  <\/tr>\n<tbody>\n<tr>\n<td>\u4e1a\u52a1\u660e\u786e\u9700\u8981 \u76ee\u6807\u68c0\u6d4b\uff0c\u4e14\u5df2\u6709\u6216\u53ef\u91c7\u96c6\u5bf9\u5e94\u6837\u672c<\/td>\n<td>\u671f\u671b\u300c\u4e00\u4e2a\u6a21\u578b\u5305\u6253\u5929\u4e0b\u300d\u8de8\u4efb\u52a1\u786c\u5957<\/td>\n<\/tr>\n<tr>\n<td>\u80fd\u63a5\u53d7\u672c\u5730\u6743\u91cd\u90e8\u7f72\u4e0e TigerPro \u9875\u9762\u9009\u578b<\/td>\n<td>\u6743\u91cd\u65e0\u6cd5\u843d\u5730\u3001\u53ea\u80fd\u7eaf\u4e91\u7aef\u4e14\u65e0\u66ff\u4ee3\u63a5\u53e3<\/td>\n<\/tr>\n<tr>\n<td>\u9700\u8981\u4e0e\u544a\u8b66\/\u8ffd\u8e2a\/MTMC\/OCR \u7b49\u6a21\u5757\u7ec4\u5408<\/td>\n<td>\u53ea\u8981\u4e00\u6b21\u6027\u6f14\u793a\u3001\u4e0d\u613f\u505a\u9a8c\u6536\u4e0e\u76d1\u63a7<\/td>\n<\/tr>\n<tr>\n<td>\u613f\u610f\u7ef4\u62a4\u91d1\u6807\u96c6\u4e0e\u7248\u672c\u56de\u6eda<\/td>\n<td>\u62d2\u7edd\u8bb0\u5f55\u6307\u6807\u3001\u53ea\u51ed\u4e3b\u89c2\u300c\u770b\u8d77\u6765\u884c\u300d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u9009\u578b\u65f6\u628a philipho-irail-crowd-counting-yolov8n \u653e\u8fdb\u300c\u5019\u9009\u77ed\u540d\u5355\u300d\uff0c\u7528\u540c\u4e00\u6279\u6837\u672c\u5bf9\u6bd4\u540c\u5206\u7c7b\u76f8\u90bb\u6a21\u578b\u7684\u5ef6\u8fdf\u4e0e\u8bef\u5dee\uff0c\u518d\u9501\u751f\u4ea7\u7248\u672c\u3002\u77ed\u540d\u5355\u5efa\u8bae\u4e0d\u8d85\u8fc7 3 \u4e2a modelKey\uff0c\u5426\u5219\u5bf9\u7167\u5b9e\u9a8c\u4f1a\u62d6\u6210\u6708\u5ea6\u9879\u76ee\u3002<\/p>\n<h3>2. \u6a21\u578b\u540d\u7247\u4e0e\u80fd\u529b\u8fb9\u754c<\/h3>\n<h4>2.1 \u89c4\u683c\u901f\u67e5\u8868<\/h4>\n<table>\n<tr>\n   \u9879<br \/>\n   \u5185\u5bb9<br \/>\n  <\/tr>\n<tbody>\n<tr>\n<td>\u663e\u793a\u540d\u79f0<\/td>\n<td>philipho irail crowd counting yolov8n<\/td>\n<\/tr>\n<tr>\n<td>modelKey<\/td>\n<td>philipho-irail-crowd-counting-yolov8n<\/td>\n<\/tr>\n<tr>\n<td>\u4e1a\u52a1\u5206\u7c7b<\/td>\n<td>\u5782\u76f4\u573a\u666f<\/td>\n<\/tr>\n<tr>\n<td>\u4efb\u52a1\u7c7b\u578b<\/td>\n<td>object-detection\uff08\u76ee\u6807\u68c0\u6d4b\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u63a8\u7406\u6846\u67b6\/\u5e93<\/td>\n<td>local-weight<\/td>\n<\/tr>\n<tr>\n<td>\u7248\u672c\u6807\u7b7e<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<tr>\n<td>\u767b\u8bb0\u6765\u6e90<\/td>\n<td>uploads\/models<\/td>\n<\/tr>\n<tr>\n<td>\u6743\u91cd\u76f8\u5bf9\u8def\u5f84<\/td>\n<td>uploads\/models\/philipho-irail-crowd-counting-yolov8n<\/td>\n<\/tr>\n<tr>\n<td>\u524d\u7aef\u5165\u53e3<\/td>\n<td>\u6a21\u578b\u7ba1\u7406 \/ \u5bf9\u5e94\u4e1a\u52a1\u9875 \u2192 \/ai\/model<\/td>\n<\/tr>\n<tr>\n<td>\u5178\u578b\u573a\u666f<\/td>\n<td>\u6309 modelKey \u9009\u62e9\u63a8\u7406<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u6e38\u5730\u5740<\/td>\n<td>\u9879\u76ee\u5185 \/ \u672c\u5730\u6743\u91cd<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>2.2 \u8f93\u5165\u8f93\u51fa\u7ea6\u5b9a\uff08\u5b9e\u65bd\u89c6\u89d2\uff09<\/h4>\n<table>\n<tr>\n   \u7ef4\u5ea6<br \/>\n   \u8bf4\u660e<br \/>\n  <\/tr>\n<tbody>\n<tr>\n<td>\u8f93\u5165<\/td>\n<td>\u6309\u4efb\u52a1\u53ef\u80fd\u662f\u56fe\u7247\/\u89c6\u9891\u5e27\/\u97f3\u9891\/\u6587\u672c\uff1b\u9875\u9762 \/ai\/model \u51b3\u5b9a\u8868\u5355\u5b57\u6bb5<\/td>\n<\/tr>\n<tr>\n<td>\u8f93\u51fa<\/td>\n<td>\u6846\/\u63a9\u7801\/\u5173\u952e\u70b9\/\u5411\u91cf\/\u6587\u672c\/\u97f3\u9891\u7b49\uff1b\u6700\u7ec8\u4ee5\u540e\u7aef JSON \u6216\u6587\u4ef6\u6d41\u4e3a\u51c6<\/td>\n<\/tr>\n<tr>\n<td>\u72b6\u6001<\/td>\n<td>AiModel.status \u542f\u7528 + file_path \u975e\u7a7a\u624d\u53ef\u7a33\u5b9a\u63a8\u7406<\/td>\n<\/tr>\n<tr>\n<td>\u5931\u8d25\u8868\u73b0<\/td>\n<td>400\/\u7a7a\u5217\u8868\/\u56de\u9000\u6a21\u578b\/\u65e5\u5fd7 traceback\uff0c\u4f18\u5148\u67e5\u6743\u91cd\u4e0e task<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>2.3 \u8d44\u6e90\u4e0e\u6027\u80fd\u9884\u671f\uff08\u7ecf\u9a8c\u533a\u95f4\uff0c\u9700\u672c\u673a\u5b9e\u6d4b\uff09<\/h4>\n<table>\n<tr>\n   \u73af\u5883<br \/>\n   \u9884\u671f<br \/>\n   \u5efa\u8bae<br \/>\n  <\/tr>\n<tbody>\n<tr>\n<td>\u7b14\u8bb0\u672c CPU<\/td>\n<td>\u53ef\u5192\u70df\uff0c\u5ef6\u8fdf\u53ef\u80fd\u6570\u767e\u6beb\u79d2\u5230\u6570\u79d2<\/td>\n<td>\u964d\u5206\u8fa8\u7387\/\u964d FPS\/\u7528 nano \u6216\u91cf\u5316<\/td>\n<\/tr>\n<tr>\n<td>\u670d\u52a1\u5668\u591a\u6838 CPU<\/td>\n<td>\u53ef\u5c0f\u5e76\u53d1<\/td>\n<td>\u9650\u6d41 + \u961f\u5217<\/td>\n<\/tr>\n<tr>\n<td>GPU<\/td>\n<td>\u89c6\u9891\u4e0e\u5927\u6279\u91cf\u66f4\u8212\u670d<\/td>\n<td>\u6ce8\u610f\u663e\u5b58\u4e0e\u591a\u6a21\u578b\u4e89\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>3. \u5728 TigerPro \u67b6\u6784\u4e2d\u7684\u4f4d\u7f6e<\/h3>\n<p>TigerPro \u7684\u6a21\u578b\u4e0d\u662f\u6563\u843d\u811a\u672c\uff0c\u800c\u662f\u300c\u767b\u8bb0 \u2192 \u7ed1\u5b9a\u6743\u91cd \u2192 \u4e1a\u52a1\u9875\u9009\u62e9 \u2192 services \u63a8\u7406 \u2192 \u5c55\u793a\/\u544a\u8b66\/\u5165\u5e93\u300d\u3002\u672c\u6a21\u578b philipho-irail-crowd-counting-yolov8n \u540c\u6837\u8d70\u8fd9\u6761\u94fe\u8def\u3002\u7406\u89e3\u4f4d\u7f6e\uff0c\u624d\u80fd\u5728\u76d1\u63a7\u5899\u3001MTMC\u3001\u544a\u8b66\u4e4b\u95f4\u6392\u969c\u3002<\/p>\n<p>  #mermaid-svg-L5sEfApKNLQxcz1d{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes 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