{"id":111307,"date":"2026-09-30T22:49:24","date_gmt":"2026-09-30T14:49:24","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/111307.html"},"modified":"2026-09-30T22:49:24","modified_gmt":"2026-09-30T14:49:24","slug":"%e6%af%95%e8%ae%be%e9%a1%b9%e7%9b%ae-yolo11%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e6%9e%9c%e6%a0%91%e5%ae%b3%e8%99%ab%e8%af%86%e5%88%ab%e7%b3%bb%e7%bb%9f%ef%bc%88%e6%ba%90%e7%a0%81%e8%ae%ba%e6%96%87","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/111307.html","title":{"rendered":"\u6bd5\u8bbe\u9879\u76ee yolo11\u6df1\u5ea6\u5b66\u4e60\u679c\u6811\u5bb3\u866b\u8bc6\u522b\u7cfb\u7edf\uff08\u6e90\u7801+\u8bba\u6587\uff09"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>0 \u524d\u8a00<\/li>\n<li>1 \u9879\u76ee\u8fd0\u884c\u6548\u679c<\/li>\n<li>2 \u8bfe\u9898\u80cc\u666f ( \u57fa\u4e8eYOLOv11\u7684\u679c\u6811\u866b\u5bb3\u667a\u80fd\u8bc6\u522b\u7cfb\u7edf\u8bfe\u9898\u80cc\u666f)<\/li>\n<li>\n<ul>\n<li>2.1. \u519c\u4e1a\u75c5\u866b\u5bb3\u9632\u6cbb\u7684\u91cd\u8981\u6027<\/li>\n<li>2.2. \u4f20\u7edf\u75c5\u866b\u5bb3\u8bc6\u522b\u65b9\u6cd5\u7684\u5c40\u9650\u6027<\/li>\n<li>2.3. \u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u5728\u519c\u4e1a\u4e2d\u7684\u5e94\u7528<\/li>\n<li>2.4. \u6df1\u5ea6\u5b66\u4e60\u5728\u76ee\u6807\u68c0\u6d4b\u4e2d\u7684\u4f18\u52bf<\/li>\n<li>2.5. YOLO\u7b97\u6cd5\u5728\u5b9e\u65f6\u68c0\u6d4b\u4e2d\u7684\u4f18\u52bf<\/li>\n<li>2.6. \u672c\u8bfe\u9898\u7684\u7814\u7a76\u4ef7\u503c<\/li>\n<li>2.7. \u56fd\u5185\u5916\u7814\u7a76\u73b0\u72b6<\/li>\n<li>2.8. \u672c\u8bfe\u9898\u7684\u521b\u65b0\u70b9<\/li>\n<li>2.9. \u9884\u671f\u5e94\u7528\u524d\u666f<\/li>\n<\/ul>\n<\/li>\n<li>3 \u8bbe\u8ba1\u6846\u67b6<\/li>\n<li>\n<ul>\n<li>3.1. \u7cfb\u7edf\u6982\u8ff0<\/li>\n<li>3.2. \u6280\u672f\u67b6\u6784<\/li>\n<li>\n<ul>\n<li>3.2.1 \u7cfb\u7edf\u67b6\u6784\u56fe<\/li>\n<li>3.2.2 \u6280\u672f\u6808<\/li>\n<\/ul>\n<\/li>\n<li>3.3. \u6838\u5fc3\u6a21\u5757\u8bbe\u8ba1<\/li>\n<li>\n<ul>\n<li>3.3.1 \u68c0\u6d4b\u5f15\u64ce\u6a21\u5757<\/li>\n<li>3.3.2 UI\u4e3b\u6846\u67b6<\/li>\n<\/ul>\n<\/li>\n<li>3.4. \u6570\u636e\u5904\u7406\u6d41\u7a0b<\/li>\n<li>\n<ul>\n<li>3.4.1 \u6570\u636e\u5904\u7406\u6d41\u7a0b\u56fe<\/li>\n<li>3.4.2 \u5173\u952e\u5904\u7406\u6b65\u9aa4<\/li>\n<\/ul>\n<\/li>\n<li>3.5. UI\u4ea4\u4e92\u8bbe\u8ba1<\/li>\n<li>\n<ul>\n<li>3.5.1 \u4ea4\u4e92\u6d41\u7a0b\u56fe<\/li>\n<li>3.5.2 \u4ea4\u4e92\u903b\u8f91\u8bbe\u8ba1<\/li>\n<\/ul>\n<\/li>\n<li>3.6. \u7cfb\u7edf\u4f18\u5316<\/li>\n<li>\n<ul>\n<li>3.6.1 \u6027\u80fd\u4f18\u5316<\/li>\n<li>3.6.2 \u529f\u80fd\u6269\u5c55<\/li>\n<\/ul>\n<\/li>\n<li>3.7. \u603b\u7ed3<\/li>\n<\/ul>\n<\/li>\n<li>4 \u6700\u540e<\/li>\n<\/ul>\n<h2>0 \u524d\u8a00<\/h2>\n<p>&#x1f525;\u8fd9\u4e24\u5e74\u5f00\u59cb\u6bd5\u4e1a\u8bbe\u8ba1\u548c\u6bd5\u4e1a\u7b54\u8fa9\u7684\u8981\u6c42\u548c\u96be\u5ea6\u4e0d\u65ad\u63d0\u5347&#xff0c;\u4f20\u7edf\u7684\u6bd5\u8bbe\u9898\u76ee\u7f3a\u5c11\u521b\u65b0\u548c\u4eae\u70b9&#xff0c;\u5f80\u5f80\u8fbe\u4e0d\u5230\u6bd5\u4e1a\u7b54\u8fa9\u7684\u8981\u6c42&#xff0c;\u8fd9\u4e24\u5e74\u4e0d\u65ad\u6709\u5b66\u5f1f\u5b66\u59b9\u544a\u8bc9\u5b66\u957f\u81ea\u5df1\u505a\u7684\u9879\u76ee\u7cfb\u7edf\u8fbe\u4e0d\u5230\u8001\u5e08\u7684\u8981\u6c42\u3002\u5e76\u4e14\u5f88\u96be\u627e\u5230\u5b8c\u6574\u7684\u6bd5\u8bbe\u53c2\u8003\u5b66\u4e60\u8d44\u6599\u3002<\/p>\n<p>\u4e3a\u4e86\u5927\u5bb6\u80fd\u591f\u987a\u5229\u4ee5\u53ca\u6700\u5c11\u7684\u7cbe\u529b\u901a\u8fc7\u6bd5\u8bbe&#xff0c;\u5b66\u957f\u5206\u4eab\u4f18\u8d28\u6bd5\u4e1a\u8bbe\u8ba1\u9879\u76ee\u63d0\u4f9b\u5927\u5bb6\u53c2\u8003\u5b66\u4e60&#xff0c;\u4eca\u5929\u8981\u5206\u4eab\u7684\u662f<\/p>\n<p>&#x1f6a9; \u6bd5\u4e1a\u8bbe\u8ba1 yolo11\u6df1\u5ea6\u5b66\u4e60\u679c\u6811\u5bb3\u866b\u8bc6\u522b\u7cfb\u7edf&#xff08;\u6e90\u7801&#043;\u8bba\u6587&#xff09;<\/p>\n<p>&#x1f947;\u5b66\u957f\u8fd9\u91cc\u7ed9\u4e00\u4e2a\u9898\u76ee\u7efc\u5408\u8bc4\u5206(\u6bcf\u9879\u6ee1\u52065\u5206)<\/p>\n<p>\u96be\u5ea6\u7cfb\u6570&#xff1a;3\u5206 \u5de5\u4f5c\u91cf&#xff1a;4\u5206 \u521b\u65b0\u70b9&#xff1a;5\u5206<\/p>\n<p>&#x1f9ff;\u9879\u76ee\u5206\u4eab&#xff1a;\u89c1\u4e3b\u9875\u4efb\u610f\u7f6e\u9876\u6587\u7ae0<\/p>\n<h2>1 \u9879\u76ee\u8fd0\u884c\u6548\u679c<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260930144917-6abd216d250c2.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260930144918-6abd216e649c4.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260930144919-6abd216f075a9.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260930144919-6abd216fa8e19.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260930144920-6abd217097a8f.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260930144922-6abd2172448b5.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>2 \u8bfe\u9898\u80cc\u666f ( \u57fa\u4e8eYOLOv11\u7684\u679c\u6811\u866b\u5bb3\u667a\u80fd\u8bc6\u522b\u7cfb\u7edf\u8bfe\u9898\u80cc\u666f)<\/h2>\n<h3>2.1. \u519c\u4e1a\u75c5\u866b\u5bb3\u9632\u6cbb\u7684\u91cd\u8981\u6027<\/h3>\n<p>\u519c\u4e1a\u75c5\u866b\u5bb3\u662f\u5f71\u54cd\u519c\u4f5c\u7269\u4ea7\u91cf\u548c\u54c1\u8d28\u7684\u4e3b\u8981\u56e0\u7d20\u4e4b\u4e00\u3002\u636e\u7edf\u8ba1&#xff0c;\u5168\u7403\u6bcf\u5e74\u56e0\u75c5\u866b\u5bb3\u9020\u6210\u7684\u519c\u4f5c\u7269\u635f\u5931\u9ad8\u8fbe20%-40%&#xff0c;\u5728\u7f3a\u4e4f\u6709\u6548\u9632\u6cbb\u63aa\u65bd\u7684\u5730\u533a&#xff0c;\u8fd9\u4e00\u6bd4\u4f8b\u751a\u81f3\u53ef\u80fd\u8d85\u8fc750%\u3002\u679c\u6811\u4f5c\u4e3a\u7ecf\u6d4e\u4ef7\u503c\u8f83\u9ad8\u7684\u519c\u4f5c\u7269&#xff0c;\u5176\u75c5\u866b\u5bb3\u95ee\u9898\u5c24\u4e3a\u7a81\u51fa&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u679c\u6811\u75c5\u866b\u5bb3\u79cd\u7c7b\u7e41\u591a&#xff0c;\u5df2\u77e5\u7684\u679c\u6811\u5bb3\u866b\u8d85\u8fc72000\u79cd&#xff0c;\u75c5\u5bb3\u8d85\u8fc71000\u79cd\u3002\u8fd9\u4e9b\u75c5\u866b\u5bb3\u5728\u4e0d\u540c\u751f\u957f\u9636\u6bb5\u5bf9\u679c\u6811\u9020\u6210\u5371\u5bb3&#xff0c;\u4e25\u91cd\u5f71\u54cd\u679c\u5b9e\u4ea7\u91cf\u548c\u54c1\u8d28\u3002<\/p>\n<\/li>\n<li>\n<p>\u679c\u6811\u75c5\u866b\u5bb3\u5177\u6709\u9690\u853d\u6027\u5f3a\u3001\u4f20\u64ad\u901f\u5ea6\u5feb\u7684\u7279\u70b9\u3002\u8bb8\u591a\u5bb3\u866b\u5728\u65e9\u671f\u5371\u5bb3\u9636\u6bb5\u4e0d\u6613\u88ab\u53d1\u73b0&#xff0c;\u4e00\u65e6\u51fa\u73b0\u660e\u663e\u75c7\u72b6\u5f80\u5f80\u5df2\u7ecf\u9020\u6210\u8f83\u5927\u635f\u5931\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f20\u7edf\u5316\u5b66\u9632\u6cbb\u65b9\u6cd5\u867d\u7136\u89c1\u6548\u5feb&#xff0c;\u4f46\u957f\u671f\u4f7f\u7528\u4f1a\u5bfc\u81f4\u5bb3\u866b\u4ea7\u751f\u6297\u836f\u6027&#xff0c;\u540c\u65f6\u9020\u6210\u73af\u5883\u6c61\u67d3\u548c\u519c\u4ea7\u54c1\u519c\u836f\u6b8b\u7559\u95ee\u9898\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>2.2. \u4f20\u7edf\u75c5\u866b\u5bb3\u8bc6\u522b\u65b9\u6cd5\u7684\u5c40\u9650\u6027<\/h3>\n<p>\u76ee\u524d&#xff0c;\u679c\u6811\u75c5\u866b\u5bb3\u8bc6\u522b\u4e3b\u8981\u4f9d\u8d56\u4eba\u5de5\u7ecf\u9a8c\u5224\u65ad&#xff0c;\u5b58\u5728\u8bf8\u591a\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4e13\u4e1a\u4eba\u624d\u7f3a\u4e4f&#xff1a;\u51c6\u786e\u7684\u75c5\u866b\u5bb3\u8bc6\u522b\u9700\u8981\u4e30\u5bcc\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u7ecf\u9a8c&#xff0c;\u800c\u57fa\u5c42\u519c\u4e1a\u6280\u672f\u4eba\u5458\u6570\u91cf\u6709\u9650&#xff0c;\u96be\u4ee5\u6ee1\u8db3\u5927\u89c4\u6a21\u679c\u56ed\u7684\u76d1\u6d4b\u9700\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e3b\u89c2\u6027\u5f3a&#xff1a;\u4eba\u5de5\u8bc6\u522b\u53d7\u4e2a\u4eba\u7ecf\u9a8c\u5f71\u54cd\u5927&#xff0c;\u4e0d\u540c\u6280\u672f\u4eba\u5458\u5bf9\u540c\u4e00\u75c7\u72b6\u53ef\u80fd\u6709\u4e0d\u540c\u5224\u65ad&#xff0c;\u5bfc\u81f4\u9632\u6cbb\u63aa\u65bd\u4e0d\u51c6\u786e\u3002<\/p>\n<\/li>\n<li>\n<p>\u6548\u7387\u4f4e\u4e0b&#xff1a;\u4eba\u5de5\u5de1\u67e5\u8017\u65f6\u8017\u529b&#xff0c;\u7279\u522b\u662f\u5728\u5927\u9762\u79ef\u679c\u56ed\u4e2d&#xff0c;\u5f88\u96be\u505a\u5230\u53ca\u65f6\u53d1\u73b0\u548c\u5904\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bb0\u5f55\u4e0d\u89c4\u8303&#xff1a;\u4f20\u7edf\u624b\u5de5\u8bb0\u5f55\u65b9\u5f0f\u96be\u4ee5\u5b9e\u73b0\u75c5\u866b\u5bb3\u6570\u636e\u7684\u6807\u51c6\u5316\u548c\u7cfb\u7edf\u5316\u7ba1\u7406&#xff0c;\u4e0d\u5229\u4e8e\u957f\u671f\u5206\u6790\u548c\u9884\u8b66\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>2.3. \u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u5728\u519c\u4e1a\u4e2d\u7684\u5e94\u7528<\/h3>\n<p>\u968f\u7740\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u7684\u53d1\u5c55&#xff0c;\u5176\u5728\u519c\u4e1a\u9886\u57df\u7684\u5e94\u7528\u65e5\u76ca\u5e7f\u6cdb&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u56fe\u50cf\u8bc6\u522b\u6280\u672f\u53ef\u4ee5\u5feb\u901f\u3001\u51c6\u786e\u5730\u8bc6\u522b\u4f5c\u7269\u75c5\u866b\u5bb3&#xff0c;\u4e0d\u53d7\u4e3b\u89c2\u56e0\u7d20\u5f71\u54cd\u3002<\/p>\n<\/li>\n<li>\n<p>\u81ea\u52a8\u5316\u76d1\u6d4b\u7cfb\u7edf\u53ef\u4ee5\u5b9e\u73b024\u5c0f\u65f6\u4e0d\u95f4\u65ad\u5de5\u4f5c&#xff0c;\u5927\u5927\u63d0\u9ad8\u76d1\u6d4b\u6548\u7387\u548c\u8986\u76d6\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u6570\u5b57\u5316\u7684\u8bb0\u5f55\u65b9\u5f0f\u4fbf\u4e8e\u5efa\u7acb\u75c5\u866b\u5bb3\u6570\u636e\u5e93&#xff0c;\u4e3a\u79d1\u5b66\u7814\u7a76\u548c\u51b3\u7b56\u63d0\u4f9b\u652f\u6301\u3002<\/p>\n<\/li>\n<li>\n<p>\u7ed3\u5408\u7269\u8054\u7f51\u6280\u672f&#xff0c;\u53ef\u4ee5\u5b9e\u73b0\u8fdc\u7a0b\u76d1\u63a7\u548c\u9884\u8b66&#xff0c;\u5e2e\u52a9\u519c\u6c11\u53ca\u65f6\u91c7\u53d6\u9632\u6cbb\u63aa\u65bd\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>2.4. \u6df1\u5ea6\u5b66\u4e60\u5728\u76ee\u6807\u68c0\u6d4b\u4e2d\u7684\u4f18\u52bf<\/h3>\n<p>\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5728\u56fe\u50cf\u8bc6\u522b\u9886\u57df\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55&#xff0c;\u7279\u522b\u9002\u5408\u89e3\u51b3\u519c\u4e1a\u75c5\u866b\u5bb3\u8bc6\u522b\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5f3a\u5927\u7684\u7279\u5f81\u63d0\u53d6\u80fd\u529b&#xff1a;\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u53ef\u4ee5\u81ea\u52a8\u5b66\u4e60\u56fe\u50cf\u4e2d\u7684\u5173\u952e\u7279\u5f81&#xff0c;\u65e0\u9700\u4eba\u5de5\u8bbe\u8ba1\u7279\u5f81\u63d0\u53d6\u7b97\u6cd5\u3002<\/p>\n<\/li>\n<li>\n<p>\u9ad8\u51c6\u786e\u7387&#xff1a;\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u53ef\u4ee5\u8fbe\u5230\u751a\u81f3\u8d85\u8fc7\u4e13\u4e1a\u4eba\u5458\u7684\u8bc6\u522b\u51c6\u786e\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u9002\u5e94\u6027\u5f3a&#xff1a;\u901a\u8fc7\u8fc1\u79fb\u5b66\u4e60&#xff0c;\u6a21\u578b\u53ef\u4ee5\u5feb\u901f\u9002\u5e94\u4e0d\u540c\u5730\u533a\u3001\u4e0d\u540c\u4f5c\u7269\u7684\u8bc6\u522b\u9700\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>\u6301\u7eed\u4f18\u5316&#xff1a;\u6a21\u578b\u53ef\u4ee5\u968f\u7740\u6570\u636e\u79ef\u7d2f\u4e0d\u65ad\u4f18\u5316\u6539\u8fdb&#xff0c;\u8bc6\u522b\u80fd\u529b\u6301\u7eed\u63d0\u5347\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>2.5. YOLO\u7b97\u6cd5\u5728\u5b9e\u65f6\u68c0\u6d4b\u4e2d\u7684\u4f18\u52bf<\/h3>\n<p>YOLO(You Only Look Once)\u662f\u4e00\u79cd\u5148\u8fdb\u7684\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5&#xff0c;\u7279\u522b\u9002\u5408\u5b9e\u65f6\u5e94\u7528\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u68c0\u6d4b\u901f\u5ea6\u5feb&#xff1a;YOLO\u91c7\u7528\u5355\u9636\u6bb5\u68c0\u6d4b\u7b56\u7565&#xff0c;\u5904\u7406\u901f\u5ea6\u8fdc\u8d85\u4f20\u7edf\u4e24\u9636\u6bb5\u68c0\u6d4b\u7b97\u6cd5&#xff0c;\u53ef\u4ee5\u5b9e\u73b0\u5b9e\u65f6\u68c0\u6d4b\u3002<\/p>\n<\/li>\n<li>\n<p>\u7cbe\u5ea6\u9ad8&#xff1a;\u6700\u65b0\u7248\u672c\u7684YOLO\u7b97\u6cd5\u5728\u4fdd\u6301\u9ad8\u901f\u7684\u540c\u65f6&#xff0c;\u68c0\u6d4b\u7cbe\u5ea6\u5df2\u7ecf\u8fbe\u5230\u884c\u4e1a\u9886\u5148\u6c34\u5e73\u3002<\/p>\n<\/li>\n<li>\n<p>\u8f7b\u91cf\u5316\u8bbe\u8ba1&#xff1a;YOLO\u6a21\u578b\u53ef\u4ee5\u9488\u5bf9\u4e0d\u540c\u786c\u4ef6\u5e73\u53f0\u8fdb\u884c\u4f18\u5316&#xff0c;\u65e2\u53ef\u4ee5\u5728\u9ad8\u6027\u80fd\u670d\u52a1\u5668\u8fd0\u884c&#xff0c;\u4e5f\u53ef\u4ee5\u90e8\u7f72\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u3002<\/p>\n<\/li>\n<li>\n<p>\u591a\u5c3a\u5ea6\u68c0\u6d4b&#xff1a;YOLO\u7b97\u6cd5\u901a\u8fc7\u591a\u5c3a\u5ea6\u7279\u5f81\u878d\u5408&#xff0c;\u80fd\u591f\u6709\u6548\u68c0\u6d4b\u4e0d\u540c\u5927\u5c0f\u7684\u76ee\u6807&#xff0c;\u9002\u5e94\u679c\u6811\u75c5\u866b\u5bb3\u7684\u591a\u6837\u6027\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>2.6. \u672c\u8bfe\u9898\u7684\u7814\u7a76\u4ef7\u503c<\/h3>\n<p>\u5f00\u53d1\u57fa\u4e8eYOLOv11\u7684\u679c\u6811\u866b\u5bb3\u667a\u80fd\u8bc6\u522b\u7cfb\u7edf\u5177\u6709\u91cd\u8981\u4ef7\u503c&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u63d0\u9ad8\u8bc6\u522b\u6548\u7387&#xff1a;\u7cfb\u7edf\u53ef\u4ee5\u5feb\u901f\u5904\u7406\u5927\u91cf\u56fe\u50cf\u6570\u636e&#xff0c;\u663e\u8457\u63d0\u9ad8\u75c5\u866b\u5bb3\u76d1\u6d4b\u6548\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u964d\u4f4e\u4eba\u529b\u6210\u672c&#xff1a;\u51cf\u5c11\u5bf9\u4e13\u4e1a\u4eba\u5458\u7684\u4f9d\u8d56&#xff0c;\u964d\u4f4e\u679c\u56ed\u7ba1\u7406\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u7cbe\u51c6\u9632\u6cbb&#xff1a;\u51c6\u786e\u7684\u8bc6\u522b\u7ed3\u679c\u53ef\u4ee5\u4e3a\u7cbe\u51c6\u65bd\u836f\u63d0\u4f9b\u4f9d\u636e&#xff0c;\u51cf\u5c11\u519c\u836f\u4f7f\u7528\u91cf\u3002<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u79ef\u7d2f&#xff1a;\u7cfb\u7edf\u6536\u96c6\u7684\u6570\u636e\u53ef\u4ee5\u4e3a\u75c5\u866b\u5bb3\u7814\u7a76\u63d0\u4f9b\u5b9d\u8d35\u8d44\u6599&#xff0c;\u4fc3\u8fdb\u519c\u4e1a\u79d1\u5b66\u53d1\u5c55\u3002<\/p>\n<\/li>\n<li>\n<p>\u6280\u672f\u63a8\u5e7f&#xff1a;\u7cfb\u7edf\u7684\u6210\u529f\u5f00\u53d1\u5c06\u4e3a\u5176\u4ed6\u519c\u4f5c\u7269\u75c5\u866b\u5bb3\u8bc6\u522b\u63d0\u4f9b\u6280\u672f\u53c2\u8003&#xff0c;\u63a8\u52a8\u519c\u4e1a\u667a\u80fd\u5316\u53d1\u5c55\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>2.7. \u56fd\u5185\u5916\u7814\u7a76\u73b0\u72b6<\/h3>\n<ul>\n<li>\n<p>\u56fd\u9645\u4e0a&#xff0c;\u7f8e\u56fd\u3001\u4ee5\u8272\u5217\u7b49\u56fd\u5bb6\u5df2\u7ecf\u5c06\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5e94\u7528\u4e8e\u519c\u4e1a\u75c5\u866b\u5bb3\u8bc6\u522b&#xff0c;\u5f00\u53d1\u4e86\u591a\u79cd\u667a\u80fd\u76d1\u6d4b\u7cfb\u7edf\u3002<\/p>\n<\/li>\n<li>\n<p>\u56fd\u5185\u76f8\u5173\u7814\u7a76\u8d77\u6b65\u8f83\u665a&#xff0c;\u4f46\u53d1\u5c55\u8fc5\u901f&#xff0c;\u5df2\u5728\u90e8\u5206\u7ecf\u6d4e\u4f5c\u7269\u4e0a\u53d6\u5f97\u5e94\u7528\u6210\u679c\u3002<\/p>\n<\/li>\n<li>\n<p>\u73b0\u6709\u7cfb\u7edf\u666e\u904d\u5b58\u5728\u8bc6\u522b\u79cd\u7c7b\u6709\u9650\u3001\u9002\u5e94\u6027\u4e0d\u5f3a\u3001\u5b9e\u65f6\u6027\u4e0d\u8db3\u7b49\u95ee\u9898&#xff0c;\u9700\u8981\u8fdb\u4e00\u6b65\u4f18\u5316\u6539\u8fdb\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>2.8. \u672c\u8bfe\u9898\u7684\u521b\u65b0\u70b9<\/h3>\n<ul>\n<li>\n<p>\u91c7\u7528\u6700\u65b0YOLOv11\u7b97\u6cd5&#xff0c;\u5728\u68c0\u6d4b\u901f\u5ea6\u548c\u7cbe\u5ea6\u4e0a\u5b9e\u73b0\u7a81\u7834\u3002<\/p>\n<\/li>\n<li>\n<p>\u9488\u5bf9\u679c\u6811\u75c5\u866b\u5bb3\u7279\u70b9\u4f18\u5316\u6a21\u578b\u7ed3\u6784&#xff0c;\u63d0\u9ad8\u5bf9\u5c0f\u76ee\u6807\u548c\u5bc6\u96c6\u76ee\u6807\u7684\u68c0\u6d4b\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f00\u53d1\u591a\u5e73\u53f0\u652f\u6301\u7684\u7cfb\u7edf&#xff0c;\u65e2\u53ef\u7528\u4e8e\u4e13\u4e1a\u679c\u56ed&#xff0c;\u4e5f\u9002\u5408\u5c0f\u578b\u519c\u6237\u4f7f\u7528\u3002<\/p>\n<\/li>\n<li>\n<p>\u7ed3\u5408\u79fb\u52a8\u4e92\u8054\u7f51\u6280\u672f&#xff0c;\u5b9e\u73b0\u8fdc\u7a0b\u76d1\u6d4b\u548c\u9884\u8b66\u529f\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u5efa\u7acb\u6807\u51c6\u5316\u7684\u679c\u6811\u75c5\u866b\u5bb3\u6570\u636e\u5e93&#xff0c;\u4e3a\u540e\u7eed\u7814\u7a76\u63d0\u4f9b\u652f\u6301\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>2.9. \u9884\u671f\u5e94\u7528\u524d\u666f<\/h3>\n<ul>\n<li>\n<p>\u5728\u5927\u578b\u679c\u56ed\u4e2d\u5b9e\u73b0\u81ea\u52a8\u5316\u75c5\u866b\u5bb3\u76d1\u6d4b&#xff0c;\u63d0\u9ad8\u7ba1\u7406\u6548\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u519c\u4e1a\u6280\u672f\u63a8\u5e7f\u90e8\u95e8\u63d0\u4f9b\u79d1\u5b66\u51b3\u7b56\u5de5\u5177\u3002<\/p>\n<\/li>\n<li>\n<p>\u5e2e\u52a9\u519c\u6c11\u53ca\u65f6\u51c6\u786e\u8bc6\u522b\u75c5\u866b\u5bb3&#xff0c;\u91c7\u53d6\u5408\u7406\u9632\u6cbb\u63aa\u65bd\u3002<\/p>\n<\/li>\n<li>\n<p>\u4fc3\u8fdb\u7cbe\u51c6\u519c\u4e1a\u53d1\u5c55&#xff0c;\u51cf\u5c11\u519c\u836f\u4f7f\u7528&#xff0c;\u63d0\u9ad8\u519c\u4ea7\u54c1\u5b89\u5168\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u5176\u4ed6\u519c\u4f5c\u7269\u75c5\u866b\u5bb3\u8bc6\u522b\u7cfb\u7edf\u5f00\u53d1\u63d0\u4f9b\u6280\u672f\u53c2\u8003\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>3 \u8bbe\u8ba1\u6846\u67b6<\/h2>\n<h3>3.1. 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polygon,#mermaid-svg-Dd8VsD2oRcI3Z3sA .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .rough-node .label text,#mermaid-svg-Dd8VsD2oRcI3Z3sA .node .label text,#mermaid-svg-Dd8VsD2oRcI3Z3sA .image-shape .label,#mermaid-svg-Dd8VsD2oRcI3Z3sA .icon-shape .label{text-anchor:middle;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .rough-node .label,#mermaid-svg-Dd8VsD2oRcI3Z3sA .node .label,#mermaid-svg-Dd8VsD2oRcI3Z3sA .image-shape .label,#mermaid-svg-Dd8VsD2oRcI3Z3sA .icon-shape .label{text-align:center;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .node.clickable{cursor:pointer;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .arrowheadPath{fill:#333333;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-Dd8VsD2oRcI3Z3sA .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-Dd8VsD2oRcI3Z3sA .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-Dd8VsD2oRcI3Z3sA .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .cluster text{fill:#333;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .cluster span{color:#333;}#mermaid-svg-Dd8VsD2oRcI3Z3sA 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-Dd8VsD2oRcI3Z3sA .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-Dd8VsD2oRcI3Z3sA rect.text{fill:none;stroke-width:0;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .icon-shape,#mermaid-svg-Dd8VsD2oRcI3Z3sA .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .icon-shape p,#mermaid-svg-Dd8VsD2oRcI3Z3sA .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .icon-shape .label rect,#mermaid-svg-Dd8VsD2oRcI3Z3sA .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-Dd8VsD2oRcI3Z3sA .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-Dd8VsD2oRcI3Z3sA .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-Dd8VsD2oRcI3Z3sA :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=\"nodeLabel\"><\/p>\n<p>\u7528\u6237\u754c\u9762<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8f93\u5165\u6a21\u5757<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u68c0\u6d4b\u5f15\u64ce<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7ed3\u679c\u5c55\u793a<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u65e5\u5fd7\u7cfb\u7edf<\/p>\n<p><\/span><\/p>\n<h4>3.2.2 \u6280\u672f\u6808<\/h4>\n<ul>\n<li>\u524d\u7aef\u6846\u67b6: PyQt5<\/li>\n<li>\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6: Ultralytics YOLOv11<\/li>\n<li>\u56fe\u50cf\u5904\u7406: OpenCV<\/li>\n<li>\u591a\u7ebf\u7a0b\u5904\u7406: QThread<\/li>\n<li>\u914d\u7f6e\u6587\u4ef6: YAML<\/li>\n<\/ul>\n<h3>3.3. \u6838\u5fc3\u6a21\u5757\u8bbe\u8ba1<\/h3>\n<h4>3.3.1 \u68c0\u6d4b\u5f15\u64ce\u6a21\u5757<\/h4>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DetectionThread<\/span><span class=\"token punctuation\">(<\/span>QThread<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">run<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> mode <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;image&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>detect_image<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">elif<\/span> mode <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;video&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>detect_video<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">elif<\/span> mode <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;camera&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>detect_camera<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">process_results<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> results<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u5b9e\u73b0NMS\u8fc7\u6ee4\u548c\u7ed3\u679c\u5904\u7406<\/span><br \/>\n        <span class=\"token keyword\">pass<\/span><\/p>\n<h4>3.3.2 UI\u4e3b\u6846\u67b6<\/h4>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MainWindow<\/span><span class=\"token punctuation\">(<\/span>QMainWindow<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">init_ui<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u521b\u5efa\u63a7\u5236\u9762\u677f<\/span><br \/>\n        <span class=\"token comment\"># \u521b\u5efa\u7ed3\u679c\u663e\u793a\u533a<\/span><br \/>\n        <span class=\"token comment\"># \u521b\u5efa\u65e5\u5fd7\u533a\u57df<\/span><br \/>\n        <span class=\"token keyword\">pass<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">update_result<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> cv_img<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u56fe\u50cf\u663e\u793a\u903b\u8f91<\/span><br \/>\n        <span class=\"token keyword\">pass<\/span><\/p>\n<h3>3.4. \u6570\u636e\u5904\u7406\u6d41\u7a0b<\/h3>\n<h4>3.4.1 \u6570\u636e\u5904\u7406\u6d41\u7a0b\u56fe<\/h4>\n<p>  #mermaid-svg-YBmRsL398UnSOT1o{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-YBmRsL398UnSOT1o .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-YBmRsL398UnSOT1o .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-YBmRsL398UnSOT1o .error-icon{fill:#552222;}#mermaid-svg-YBmRsL398UnSOT1o .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-YBmRsL398UnSOT1o .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-YBmRsL398UnSOT1o .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-YBmRsL398UnSOT1o .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-YBmRsL398UnSOT1o .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-YBmRsL398UnSOT1o .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-YBmRsL398UnSOT1o .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-YBmRsL398UnSOT1o .marker{fill:#333333;stroke:#333333;}#mermaid-svg-YBmRsL398UnSOT1o .marker.cross{stroke:#333333;}#mermaid-svg-YBmRsL398UnSOT1o svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-YBmRsL398UnSOT1o p{margin:0;}#mermaid-svg-YBmRsL398UnSOT1o .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-YBmRsL398UnSOT1o .cluster-label text{fill:#333;}#mermaid-svg-YBmRsL398UnSOT1o .cluster-label span{color:#333;}#mermaid-svg-YBmRsL398UnSOT1o .cluster-label span p{background-color:transparent;}#mermaid-svg-YBmRsL398UnSOT1o .label text,#mermaid-svg-YBmRsL398UnSOT1o span{fill:#333;color:#333;}#mermaid-svg-YBmRsL398UnSOT1o .node rect,#mermaid-svg-YBmRsL398UnSOT1o .node circle,#mermaid-svg-YBmRsL398UnSOT1o .node ellipse,#mermaid-svg-YBmRsL398UnSOT1o .node polygon,#mermaid-svg-YBmRsL398UnSOT1o .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-YBmRsL398UnSOT1o .rough-node .label text,#mermaid-svg-YBmRsL398UnSOT1o .node .label text,#mermaid-svg-YBmRsL398UnSOT1o .image-shape .label,#mermaid-svg-YBmRsL398UnSOT1o .icon-shape .label{text-anchor:middle;}#mermaid-svg-YBmRsL398UnSOT1o .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-YBmRsL398UnSOT1o .rough-node .label,#mermaid-svg-YBmRsL398UnSOT1o .node .label,#mermaid-svg-YBmRsL398UnSOT1o .image-shape .label,#mermaid-svg-YBmRsL398UnSOT1o .icon-shape .label{text-align:center;}#mermaid-svg-YBmRsL398UnSOT1o .node.clickable{cursor:pointer;}#mermaid-svg-YBmRsL398UnSOT1o .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-YBmRsL398UnSOT1o .arrowheadPath{fill:#333333;}#mermaid-svg-YBmRsL398UnSOT1o .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-YBmRsL398UnSOT1o .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-YBmRsL398UnSOT1o .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-YBmRsL398UnSOT1o .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-YBmRsL398UnSOT1o .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-YBmRsL398UnSOT1o .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-YBmRsL398UnSOT1o .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-YBmRsL398UnSOT1o .cluster text{fill:#333;}#mermaid-svg-YBmRsL398UnSOT1o .cluster span{color:#333;}#mermaid-svg-YBmRsL398UnSOT1o 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-YBmRsL398UnSOT1o .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-YBmRsL398UnSOT1o rect.text{fill:none;stroke-width:0;}#mermaid-svg-YBmRsL398UnSOT1o .icon-shape,#mermaid-svg-YBmRsL398UnSOT1o .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-YBmRsL398UnSOT1o .icon-shape p,#mermaid-svg-YBmRsL398UnSOT1o .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-YBmRsL398UnSOT1o .icon-shape .label rect,#mermaid-svg-YBmRsL398UnSOT1o .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-YBmRsL398UnSOT1o .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-YBmRsL398UnSOT1o .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-YBmRsL398UnSOT1o :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=\"nodeLabel\"><\/p>\n<p>\u8f93\u5165\u6e90<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u56fe\u50cf\u9884\u5904\u7406<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>YOLO\u63a8\u7406<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7ed3\u679c\u540e\u5904\u7406<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u53ef\u89c6\u5316\u5c55\u793a<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u65e5\u5fd7\u8bb0\u5f55<\/p>\n<p><\/span><\/p>\n<h4>3.4.2 \u5173\u952e\u5904\u7406\u6b65\u9aa4<\/h4>\n<li>\u56fe\u50cf\u5f52\u4e00\u5316\u5904\u7406<\/li>\n<li>\u57fa\u4e8e\u7f6e\u4fe1\u5ea6\u7684\u521d\u6b65\u8fc7\u6ee4<\/li>\n<li>NMS\u975e\u6781\u5927\u503c\u6291\u5236<\/li>\n<li>\u7ed3\u679c\u5206\u7c7b\u7edf\u8ba1<\/li>\n<li>\u53ef\u89c6\u5316\u6807\u6ce8<\/li>\n<h3>3.5. UI\u4ea4\u4e92\u8bbe\u8ba1<\/h3>\n<h4>3.5.1 \u4ea4\u4e92\u6d41\u7a0b\u56fe<\/h4>\n<p>  #mermaid-svg-iJ0ycEmAxA5XpZWN{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-iJ0ycEmAxA5XpZWN .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-iJ0ycEmAxA5XpZWN .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-iJ0ycEmAxA5XpZWN .error-icon{fill:#552222;}#mermaid-svg-iJ0ycEmAxA5XpZWN .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-iJ0ycEmAxA5XpZWN .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-iJ0ycEmAxA5XpZWN .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-iJ0ycEmAxA5XpZWN .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-iJ0ycEmAxA5XpZWN .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-iJ0ycEmAxA5XpZWN .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-iJ0ycEmAxA5XpZWN .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-iJ0ycEmAxA5XpZWN .marker{fill:#333333;stroke:#333333;}#mermaid-svg-iJ0ycEmAxA5XpZWN .marker.cross{stroke:#333333;}#mermaid-svg-iJ0ycEmAxA5XpZWN svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-iJ0ycEmAxA5XpZWN p{margin:0;}#mermaid-svg-iJ0ycEmAxA5XpZWN .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-iJ0ycEmAxA5XpZWN .cluster-label text{fill:#333;}#mermaid-svg-iJ0ycEmAxA5XpZWN .cluster-label span{color:#333;}#mermaid-svg-iJ0ycEmAxA5XpZWN .cluster-label span p{background-color:transparent;}#mermaid-svg-iJ0ycEmAxA5XpZWN .label text,#mermaid-svg-iJ0ycEmAxA5XpZWN 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