{"id":86618,"date":"2026-07-28T23:17:51","date_gmt":"2026-07-28T15:17:51","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/86618.html"},"modified":"2026-07-28T23:17:51","modified_gmt":"2026-07-28T15:17:51","slug":"%e6%af%95%e8%ae%be%e5%bc%80%e6%ba%90-%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0yolov11%e9%b1%bc%e7%b1%bb%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%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/86618.html","title":{"rendered":"\u6bd5\u8bbe\u5f00\u6e90 \u6df1\u5ea6\u5b66\u4e60Yolov11\u9c7c\u7c7b\u8bc6\u522b\u7cfb\u7edf\uff08\u6e90\u7801+\u8bba\u6587\uff09"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>0 \u524d\u8a00<\/li>\n<li>1 \u9879\u76ee\u8fd0\u884c\u6548\u679c<\/li>\n<li>2 \u8bfe\u9898\u80cc\u666f<\/li>\n<li>\n<ul>\n<li>2.1 \u6d77\u6d0b\u751f\u7269\u591a\u6837\u6027\u7684\u91cd\u8981\u6027<\/li>\n<li>2.2 \u4f20\u7edf\u9c7c\u7c7b\u8bc6\u522b\u65b9\u6cd5\u7684\u5c40\u9650\u6027<\/li>\n<li>2.3 \u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u7684\u53d1\u5c55<\/li>\n<li>2.4 \u6df1\u5ea6\u5b66\u4e60\u5728\u6d77\u6d0b\u751f\u7269\u8bc6\u522b\u4e2d\u7684\u5e94\u7528\u73b0\u72b6<\/li>\n<li>2.5 YOLOv11\u7b97\u6cd5\u7684\u6280\u672f\u4f18\u52bf<\/li>\n<li>2.6 \u672c\u8bfe\u9898\u7684\u7814\u7a76\u4ef7\u503c\u4e0e\u610f\u4e49<\/li>\n<li>2.7 \u53d1\u5c55\u8d8b\u52bf\u4e0e\u5c55\u671b<\/li>\n<\/ul>\n<\/li>\n<li>3 \u8bbe\u8ba1\u6846\u67b6<\/li>\n<li>\n<ul>\n<li>3.1 \u7cfb\u7edf\u67b6\u6784\u6982\u8ff0<\/li>\n<li>\n<ul>\n<li>3.1.1 \u6574\u4f53\u67b6\u6784\u56fe<\/li>\n<li>3.1.2 \u6280\u672f\u6808\u7ec4\u6210<\/li>\n<\/ul>\n<\/li>\n<li>3.2 \u6838\u5fc3\u6a21\u5757\u8bbe\u8ba1<\/li>\n<li>\n<ul>\n<li>2.1 YOLOv11\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b<\/li>\n<li>\n<ul>\n<li>\u8bad\u7ec3\u6d41\u7a0b\u56fe<\/li>\n<li>\u5173\u952e\u4f2a\u4ee3\u7801<\/li>\n<\/ul>\n<\/li>\n<li>3.2.2 UI\u4ea4\u4e92\u7cfb\u7edf\u8bbe\u8ba1<\/li>\n<li>\n<ul>\n<li>\u754c\u9762\u5e03\u5c40\u67b6\u6784<\/li>\n<li>\u4ea4\u4e92\u903b\u8f91\u6d41\u7a0b\u56fe<\/li>\n<li>\u5173\u952e\u4f2a\u4ee3\u7801<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>3.3 \u5173\u952e\u6280\u672f\u5b9e\u73b0<\/li>\n<li>\n<ul>\n<li>3.3.1 \u591a\u7ebf\u7a0b\u5904\u7406\u67b6\u6784<\/li>\n<li>\n<ul>\n<li>\u7ebf\u7a0b\u5173\u7cfb\u56fe<\/li>\n<li>\u4f2a\u4ee3\u7801\u5b9e\u73b0<\/li>\n<\/ul>\n<\/li>\n<li>3.3.2 \u7ed3\u679c\u53ef\u89c6\u5316\u8bbe\u8ba1<\/li>\n<li>\n<ul>\n<li>\u6570\u636e\u663e\u793a\u903b\u8f91<\/li>\n<li>\u56fe\u8868\u66f4\u65b0\u4f2a\u4ee3\u7801<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>3.4 \u7cfb\u7edf\u7279\u8272\u8bbe\u8ba1<\/li>\n<li>\n<ul>\n<li>3.4.1 \u5b9e\u65f6\u6027\u80fd\u4f18\u5316\u65b9\u6848<\/li>\n<li>3.4.2 \u5f02\u5e38\u5904\u7406\u673a\u5236<\/li>\n<\/ul>\n<\/li>\n<li>3.5 \u90e8\u7f72\u65b9\u6848<\/li>\n<li>\n<ul>\n<li>3.5.1 \u7cfb\u7edf\u6253\u5305\u6d41\u7a0b<\/li>\n<li>3.5.2 \u8de8\u5e73\u53f0\u652f\u6301\u65b9\u6848<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>4 \u6700\u540e<\/li>\n<\/ul>\n<h2>0 \u524d\u8a00<\/h2>\n<p>&#x1f525;\u8fd9\u4e24\u5e74\u5f00\u59cb\u6bd5\u4e1a\u8bbe\u8ba1\u548c\u6bd5\u4e1a\u7b54\u8fa9\u7684\u8981\u6c42\u548c\u96be\u5ea6\u4e0d\u65ad\u63d0\u5347&#xff0c;\u4f20\u7edf\u7684\u6bd5\u8bbe\u9898\u76ee\u7f3a\u5c11\u521b\u65b0\u548c\u4eae\u70b9&#xff0c;\u5f80\u5f80\u8fbe\u4e0d\u5230\u6bd5\u4e1a\u7b54\u8fa9\u7684\u8981\u6c42&#xff0c;\u8fd9\u4e24\u5e74\u4e0d\u65ad\u6709\u5b66\u5f1f\u5b66\u59b9\u544a\u8bc9\u5b66\u957f\u81ea\u5df1\u505a\u7684\u9879\u76ee\u7cfb\u7edf\u8fbe\u4e0d\u5230\u8001\u5e08\u7684\u8981\u6c42\u3002\u5e76\u4e14\u5f88\u96be\u627e\u5230\u5b8c\u6574\u7684\u6bd5\u8bbe\u53c2\u8003\u5b66\u4e60\u8d44\u6599\u3002<\/p>\n<p>\u4e3a\u4e86\u5927\u5bb6\u80fd\u591f\u987a\u5229\u4ee5\u53ca\u6700\u5c11\u7684\u7cbe\u529b\u901a\u8fc7\u6bd5\u8bbe&#xff0c;\u5b66\u957f\u5206\u4eab\u4f18\u8d28\u6bd5\u4e1a\u8bbe\u8ba1\u9879\u76ee\u63d0\u4f9b\u5927\u5bb6\u53c2\u8003\u5b66\u4e60&#xff0c;\u4eca\u5929\u8981\u5206\u4eab\u7684\u662f<\/p>\n<p>&#x1f6a9; \u6bd5\u4e1a\u8bbe\u8ba1 \u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60Yolov11\u7684\u9c7c\u7c7b\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\/07\/20260728151745-6a68c8193258e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260728151745-6a68c819b4614.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260728151746-6a68c81a31e0b.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\/07\/20260728151746-6a68c81ab808e.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260728151747-6a68c81bb0e15.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260728151748-6a68c81ca1527.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260728151749-6a68c81dc4934.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>2 \u8bfe\u9898\u80cc\u666f<\/h2>\n<h3>2.1 \u6d77\u6d0b\u751f\u7269\u591a\u6837\u6027\u7684\u91cd\u8981\u6027<\/h3>\n<p>\u6d77\u6d0b\u8986\u76d6\u4e86\u5730\u7403\u8868\u976271%\u7684\u9762\u79ef&#xff0c;\u8574\u85cf\u7740\u5730\u7403\u4e0a\u6700\u4e30\u5bcc\u7684\u751f\u7269\u591a\u6837\u6027\u8d44\u6e90\u3002\u6839\u636e\u8054\u5408\u56fd\u73af\u5883\u89c4\u5212\u7f72(UNEP)\u53d1\u5e03\u7684\u300a\u5168\u7403\u751f\u7269\u591a\u6837\u6027\u5c55\u671b\u300b\u62a5\u544a&#xff0c;\u6d77\u6d0b\u751f\u6001\u7cfb\u7edf\u5305\u542b\u4e86\u5730\u7403\u4e0a\u7ea680%\u7684\u751f\u7269\u7269\u79cd&#xff0c;\u5176\u4e2d\u9c7c\u7c7b\u4f5c\u4e3a\u6d77\u6d0b\u751f\u6001\u7cfb\u7edf\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206&#xff0c;\u5728\u7ef4\u6301\u6d77\u6d0b\u751f\u6001\u5e73\u8861\u3001\u4fc3\u8fdb\u7269\u8d28\u5faa\u73af\u548c\u80fd\u91cf\u6d41\u52a8\u7b49\u65b9\u9762\u53d1\u6325\u7740\u4e0d\u53ef\u66ff\u4ee3\u7684\u4f5c\u7528\u3002<\/p>\n<p>\u5168\u7403\u5df2\u53d1\u73b0\u7684\u6d77\u6d0b\u9c7c\u7c7b\u8d85\u8fc73\u4e07\u79cd&#xff0c;\u5176\u4e2d\u4ec5\u73ca\u745a\u7901\u533a\u57df\u5c31\u6816\u606f\u7740\u7ea64000\u79cd\u9c7c\u7c7b\u3002\u8fd9\u4e9b\u6d77\u6d0b\u9c7c\u7c7b\u4e0d\u4ec5\u5177\u6709\u91cd\u8981\u7684\u751f\u6001\u4ef7\u503c&#xff0c;\u8fd8\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u5177\u6709\u91cd\u8981\u610f\u4e49&#xff1a;<\/p>\n<li>\n<p>\u7ecf\u6d4e\u4ef7\u503c&#xff1a;\u5168\u7403\u6e14\u4e1a\u5e74\u4ea7\u503c\u8d85\u8fc74000\u4ebf\u7f8e\u5143&#xff0c;\u4e3a\u8d85\u8fc75\u4ebf\u4eba\u63d0\u4f9b\u751f\u8ba1\u6765\u6e90\u3002FAO\u6570\u636e\u663e\u793a&#xff0c;\u6c34\u4ea7\u54c1\u4e3a\u5168\u7403\u4eba\u53e3\u63d0\u4f9b\u4e86\u7ea620%\u7684\u52a8\u7269\u86cb\u767d\u6444\u5165\u3002<\/p>\n<\/li>\n<li>\n<p>\u79d1\u7814\u4ef7\u503c&#xff1a;\u6d77\u6d0b\u9c7c\u7c7b\u662f\u7814\u7a76\u751f\u7269\u8fdb\u5316\u3001\u73af\u5883\u9002\u5e94\u7684\u91cd\u8981\u6750\u6599\u3002\u4f8b\u5982&#xff0c;\u6591\u9a6c\u9c7c(Danio rerio)\u5df2\u6210\u4e3a\u53d1\u80b2\u751f\u7269\u5b66\u7814\u7a76\u7684\u6a21\u5f0f\u751f\u7269\u3002<\/p>\n<\/li>\n<li>\n<p>\u751f\u6001\u6307\u793a\u4f5c\u7528&#xff1a;\u9c7c\u7c7b\u7fa4\u843d\u7ed3\u6784\u53d8\u5316\u80fd\u654f\u611f\u53cd\u6620\u6d77\u6d0b\u73af\u5883\u53d8\u5316&#xff0c;\u662f\u76d1\u6d4b\u6d77\u6d0b\u751f\u6001\u7cfb\u7edf\u5065\u5eb7\u7684\u91cd\u8981\u6307\u6807\u3002<\/p>\n<\/li>\n<h3>2.2 \u4f20\u7edf\u9c7c\u7c7b\u8bc6\u522b\u65b9\u6cd5\u7684\u5c40\u9650\u6027<\/h3>\n<p>\u4f20\u7edf\u7684\u6d77\u6d0b\u9c7c\u7c7b\u8bc6\u522b\u4e3b\u8981\u4f9d\u9760\u4ee5\u4e0b\u65b9\u6cd5&#xff1a;<\/p>\n<li>\n<p>\u4eba\u5de5\u89c2\u5bdf\u4e0e\u5206\u7c7b&#xff1a;<\/p>\n<ul>\n<li>\u9700\u8981\u4e13\u4e1a\u9c7c\u7c7b\u5b66\u5bb6\u901a\u8fc7\u5f62\u6001\u7279\u5f81\u8fdb\u884c\u9274\u522b<\/li>\n<li>\u4f9d\u8d56\u7ecf\u9a8c\u79ef\u7d2f&#xff0c;\u57f9\u517b\u4e00\u540d\u4e13\u4e1a\u5206\u7c7b\u5b66\u5bb6\u901a\u5e38\u9700\u89815-8\u5e74<\/li>\n<li>\u6c34\u4e0b\u89c2\u5bdf\u53d7\u80fd\u89c1\u5ea6\u3001\u6f5c\u6c34\u65f6\u95f4\u7b49\u56e0\u7d20\u9650\u5236<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6807\u672c\u91c7\u96c6\u4e0e\u5b9e\u9a8c\u5ba4\u5206\u6790&#xff1a;<\/p>\n<ul>\n<li>\u7834\u574f\u6027\u91c7\u6837\u53ef\u80fd\u5f71\u54cd\u79cd\u7fa4\u7ed3\u6784<\/li>\n<li>\u6807\u672c\u5904\u7406\u8fc7\u7a0b\u590d\u6742\u8017\u65f6<\/li>\n<li>\u65e0\u6cd5\u6ee1\u8db3\u5b9e\u65f6\u76d1\u6d4b\u9700\u6c42<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u4f20\u7edf\u56fe\u50cf\u5904\u7406\u65b9\u6cd5&#xff1a;<\/p>\n<ul>\n<li>\u57fa\u4e8e\u989c\u8272\u3001\u7eb9\u7406\u7b49\u6d45\u5c42\u7279\u5f81<\/li>\n<li>\u5bf9\u56fe\u50cf\u8d28\u91cf\u8981\u6c42\u9ad8<\/li>\n<li>\u8bc6\u522b\u51c6\u786e\u7387\u666e\u904d\u4f4e\u4e8e70%<\/li>\n<\/ul>\n<\/li>\n<p>\u8fd9\u4e9b\u4f20\u7edf\u65b9\u6cd5\u5b58\u5728\u4ee5\u4e0b\u7a81\u51fa\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u6548\u7387\u4f4e\u4e0b&#xff1a;\u4e00\u6b21\u5b8c\u6574\u7684\u73ca\u745a\u7901\u9c7c\u7c7b\u8c03\u67e5\u901a\u5e38\u9700\u89812-3\u5468\u65f6\u95f4<\/li>\n<li>\u4e3b\u89c2\u6027\u5f3a&#xff1a;\u4e0d\u540c\u4e13\u5bb6\u7684\u9274\u5b9a\u7ed3\u679c\u53ef\u80fd\u5b58\u5728\u5dee\u5f02<\/li>\n<li>\u6269\u5c55\u6027\u5dee&#xff1a;\u96be\u4ee5\u5e94\u5bf9\u5927\u89c4\u6a21\u3001\u957f\u671f\u76d1\u6d4b\u9700\u6c42<\/li>\n<li>\u5b9e\u65f6\u6027\u4e0d\u8db3&#xff1a;\u65e0\u6cd5\u6ee1\u8db3\u6e14\u4e1a\u8d44\u6e90\u52a8\u6001\u7ba1\u7406\u9700\u6c42<\/li>\n<\/ul>\n<h3>2.3 \u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u7684\u53d1\u5c55<\/h3>\n<p>\u968f\u7740\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u7684\u8fdb\u6b65&#xff0c;\u7279\u522b\u662f\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u7a81\u7834&#xff0c;\u4e3a\u76ee\u6807\u68c0\u6d4b\u548c\u8bc6\u522b\u63d0\u4f9b\u4e86\u65b0\u7684\u6280\u672f\u8def\u5f84\u3002\u8fd1\u5341\u5e74\u6765&#xff0c;\u8ba1\u7b97\u673a\u89c6\u89c9\u5728\u9c7c\u7c7b\u8bc6\u522b\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55&#xff1a;<\/p>\n<li>\n<p>\u7279\u5f81\u63d0\u53d6\u6280\u672f\u7684\u6f14\u8fdb&#xff1a;<\/p>\n<ul>\n<li>\u4ece\u624b\u5de5\u7279\u5f81(SIFT\u3001HOG)\u5230\u6df1\u5ea6\u5b66\u4e60\u81ea\u52a8\u7279\u5f81\u63d0\u53d6<\/li>\n<li>\u7279\u5f81\u8868\u8fbe\u80fd\u529b\u63d0\u5347\u6570\u4e2a\u6570\u91cf\u7ea7<\/li>\n<li>\u5bf9\u5149\u7167\u3001\u89d2\u5ea6\u7b49\u53d8\u5316\u7684\u9c81\u68d2\u6027\u663e\u8457\u589e\u5f3a<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u7684\u9769\u65b0&#xff1a;<\/p>\n<ul>\n<li>\u4ece\u4f20\u7edf\u6ed1\u52a8\u7a97\u53e3\u5230R-CNN\u7cfb\u5217\u7b97\u6cd5<\/li>\n<li>\u5355\u9636\u6bb5\u68c0\u6d4b\u5668(YOLO\u3001SSD)\u5927\u5e45\u63d0\u5347\u68c0\u6d4b\u901f\u5ea6<\/li>\n<li>\u68c0\u6d4b\u7cbe\u5ea6\u5e73\u5747\u63d0\u534730%\u4ee5\u4e0a<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u786c\u4ef6\u8ba1\u7b97\u80fd\u529b\u7684\u7a81\u7834&#xff1a;<\/p>\n<ul>\n<li>GPU\u52a0\u901f\u4f7f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u6210\u4e3a\u53ef\u80fd<\/li>\n<li>\u8fb9\u7f18\u8ba1\u7b97\u8bbe\u5907\u652f\u6301\u90e8\u7f72\u8f7b\u91cf\u5316\u6a21\u578b<\/li>\n<li>\u79fb\u52a8\u8bbe\u5907\u63a8\u7406\u901f\u5ea6\u53ef\u8fbe\u5b9e\u65f6(30FPS)<\/li>\n<\/ul>\n<\/li>\n<h3>2.4 \u6df1\u5ea6\u5b66\u4e60\u5728\u6d77\u6d0b\u751f\u7269\u8bc6\u522b\u4e2d\u7684\u5e94\u7528\u73b0\u72b6<\/h3>\n<p>\u8fd1\u5e74\u6765&#xff0c;\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5728\u6d77\u6d0b\u751f\u7269\u8bc6\u522b\u9886\u57df\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b&#xff1a;<\/p>\n<li>\n<p>\u73ca\u745a\u7901\u9c7c\u7c7b\u76d1\u6d4b&#xff1a;<\/p>\n<ul>\n<li>\u6fb3\u5927\u5229\u4e9a\u7814\u7a76\u56e2\u961f\u5229\u7528Faster R-CNN\u5b9e\u73b085%\u7684\u8bc6\u522b\u51c6\u786e\u7387<\/li>\n<li>\u590f\u5a01\u5937\u5927\u5b66\u5f00\u53d1\u7684CoralNet\u7cfb\u7edf\u5df2\u7d2f\u8ba1\u5206\u6790\u8d85\u8fc7100\u4e07\u5f20\u73ca\u745a\u7901\u56fe\u50cf<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6e14\u4e1a\u8d44\u6e90\u8bc4\u4f30&#xff1a;<\/p>\n<ul>\n<li>NOAA\u5e94\u7528\u6df1\u5ea6\u5b66\u4e60\u81ea\u52a8\u7edf\u8ba1\u6e14\u83b7\u7269\u79cd\u7c7b\u548c\u6570\u91cf<\/li>\n<li>\u6b27\u76dfFish4Knowledge\u9879\u76ee\u5efa\u7acb\u5305\u542b50\u79cd\u5546\u4e1a\u9c7c\u7c7b\u7684\u8bc6\u522b\u7cfb\u7edf<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6c34\u4e0b\u673a\u5668\u4eba\u89c6\u89c9&#xff1a;<\/p>\n<ul>\n<li>\u6df1\u6d77\u63a2\u6d4b\u5668\u914d\u5907\u89c6\u89c9\u7cfb\u7edf\u81ea\u52a8\u8bc6\u522b\u6df1\u6d77\u9c7c\u7c7b<\/li>\n<li>AUV(\u81ea\u4e3b\u6c34\u4e0b\u822a\u884c\u5668)\u5b9e\u73b0\u6d77\u5e95\u751f\u7269\u81ea\u52a8\u8c03\u67e5<\/li>\n<\/ul>\n<\/li>\n<p>\u7136\u800c&#xff0c;\u73b0\u6709\u7cfb\u7edf\u4ecd\u9762\u4e34\u4ee5\u4e0b\u6311\u6218&#xff1a;<\/p>\n<ul>\n<li>\u6570\u636e\u83b7\u53d6\u56f0\u96be&#xff1a;\u9ad8\u8d28\u91cf\u6807\u6ce8\u6570\u636e\u96c6\u7a00\u7f3a<\/li>\n<li>\u73af\u5883\u5e72\u6270\u4e25\u91cd&#xff1a;\u6c34\u4e0b\u5149\u7167\u3001\u6d51\u6d4a\u5ea6\u5f71\u54cd\u56fe\u50cf\u8d28\u91cf<\/li>\n<li>\u5b9e\u65f6\u6027\u8981\u6c42\u9ad8&#xff1a;\u9700\u8981\u5e73\u8861\u7cbe\u5ea6\u548c\u901f\u5ea6<\/li>\n<li>\u6a21\u578b\u6cdb\u5316\u80fd\u529b&#xff1a;\u9700\u9002\u5e94\u4e0d\u540c\u6d77\u57df\u3001\u4e0d\u540c\u5b63\u8282\u7684\u53d8\u5316<\/li>\n<\/ul>\n<h3>2.5 YOLOv11\u7b97\u6cd5\u7684\u6280\u672f\u4f18\u52bf<\/h3>\n<p>YOLO(You Only Look Once)\u7cfb\u5217\u7b97\u6cd5\u4f5c\u4e3a\u5f53\u524d\u6700\u5148\u8fdb\u7684\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u6846\u67b6&#xff0c;\u5176\u6700\u65b0\u7248\u672cYOLOv11\u5728\u4ee5\u4e0b\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf&#xff1a;<\/p>\n<li>\n<p>\u7f51\u7edc\u67b6\u6784\u521b\u65b0&#xff1a;<\/p>\n<ul>\n<li>\u5f15\u5165CSPNet\u7ed3\u6784\u589e\u5f3a\u7279\u5f81\u878d\u5408\u80fd\u529b<\/li>\n<li>\u91c7\u7528PANet\u5b9e\u73b0\u591a\u5c3a\u5ea6\u7279\u5f81\u805a\u5408<\/li>\n<li>\u4f7f\u7528SiLU\u6fc0\u6d3b\u51fd\u6570\u63d0\u5347\u975e\u7ebf\u6027\u8868\u8fbe\u80fd\u529b<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u8bad\u7ec3\u7b56\u7565\u4f18\u5316&#xff1a;<\/p>\n<ul>\n<li>Mosaic\u6570\u636e\u589e\u5f3a\u63d0\u5347\u5c0f\u6837\u672c\u5b66\u4e60\u80fd\u529b<\/li>\n<li>CIOU\u635f\u5931\u51fd\u6570\u4f18\u5316\u8fb9\u754c\u6846\u56de\u5f52<\/li>\n<li>\u81ea\u9002\u5e94\u951a\u6846\u8c03\u6574\u63d0\u9ad8\u5b9a\u4f4d\u7cbe\u5ea6<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6027\u80fd\u6307\u6807\u7a81\u51fa&#xff1a;<\/p>\n<ul>\n<li>\u5728COCO\u6570\u636e\u96c6\u4e0a\u8fbe\u523056.8% AP<\/li>\n<li>\u63a8\u7406\u901f\u5ea6\u8f83YOLOv5\u63d0\u534715%<\/li>\n<li>\u6a21\u578b\u4f53\u79ef\u51cf\u5c0f20%<\/li>\n<\/ul>\n<\/li>\n<p>\u8fd9\u4e9b\u7279\u6027\u4f7fYOLOv11\u7279\u522b\u9002\u5408\u6d77\u6d0b\u9c7c\u7c7b\u8bc6\u522b\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\u5b9e\u65f6\u5904\u7406\u6ee1\u8db3\u89c6\u9891\u6d41\u5206\u6790\u9700\u6c42<\/li>\n<li>\u9ad8\u7cbe\u5ea6\u786e\u4fdd\u7269\u79cd\u8bc6\u522b\u51c6\u786e\u6027<\/li>\n<li>\u8f7b\u91cf\u5316\u4fbf\u4e8e\u8fb9\u7f18\u8bbe\u5907\u90e8\u7f72<\/li>\n<\/ul>\n<h3>2.6 \u672c\u8bfe\u9898\u7684\u7814\u7a76\u4ef7\u503c\u4e0e\u610f\u4e49<\/h3>\n<p>\u5f00\u53d1\u57fa\u4e8eYOLOv11\u7684\u6d77\u6d0b\u9c7c\u7c7b\u8bc6\u522b\u7cfb\u7edf\u5177\u6709\u4ee5\u4e0b\u91cd\u8981\u4ef7\u503c&#xff1a;<\/p>\n<li>\n<p>\u79d1\u7814\u4ef7\u503c&#xff1a;<\/p>\n<ul>\n<li>\u4e3a\u6d77\u6d0b\u751f\u7269\u591a\u6837\u6027\u7814\u7a76\u63d0\u4f9b\u65b0\u5de5\u5177<\/li>\n<li>\u4fc3\u8fdb\u8ba1\u7b97\u673a\u89c6\u89c9\u5728\u6d77\u6d0b\u79d1\u5b66\u4e2d\u7684\u5e94\u7528<\/li>\n<li>\u63a8\u52a8\u8de8\u5b66\u79d1\u7814\u7a76\u65b9\u6cd5\u521b\u65b0<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5e94\u7528\u4ef7\u503c&#xff1a;<\/p>\n<ul>\n<li>\u63d0\u5347\u6d77\u6d0b\u751f\u6001\u76d1\u6d4b\u6548\u73875-10\u500d<\/li>\n<li>\u964d\u4f4e\u4e13\u4e1a\u95e8\u69db&#xff0c;\u4f7f\u975e\u4e13\u5bb6\u4e5f\u80fd\u53c2\u4e0e\u8c03\u67e5<\/li>\n<li>\u4e3a\u6e14\u4e1a\u8d44\u6e90\u7ba1\u7406\u63d0\u4f9b\u6570\u636e\u652f\u6301<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u793e\u4f1a\u6548\u76ca&#xff1a;<\/p>\n<ul>\n<li>\u52a9\u529b\u6d77\u6d0b\u751f\u6001\u73af\u5883\u4fdd\u62a4<\/li>\n<li>\u4fc3\u8fdb\u53ef\u6301\u7eed\u6e14\u4e1a\u53d1\u5c55<\/li>\n<li>\u63d0\u9ad8\u516c\u4f17\u6d77\u6d0b\u4fdd\u62a4\u610f\u8bc6<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6280\u672f\u521b\u65b0&#xff1a;<\/p>\n<ul>\n<li>\u63a2\u7d22YOLOv11\u5728\u7279\u6b8a\u573a\u666f\u4e0b\u7684\u4f18\u5316\u65b9\u6848<\/li>\n<li>\u5f00\u53d1\u9002\u7528\u4e8e\u6c34\u4e0b\u73af\u5883\u7684\u56fe\u50cf\u589e\u5f3a\u7b97\u6cd5<\/li>\n<li>\u5efa\u7acb\u6d77\u6d0b\u9c7c\u7c7b\u4e13\u7528\u6570\u636e\u96c6<\/li>\n<\/ul>\n<\/li>\n<p>\u6839\u636e\u521d\u6b65\u5b9e\u9a8c&#xff0c;\u672c\u7cfb\u7edf\u9884\u671f\u53ef\u5b9e\u73b0&#xff1a;<\/p>\n<ul>\n<li>\u5bf913\u79cd\u5e38\u89c1\u6d77\u6d0b\u9c7c\u7c7b\u7684\u8bc6\u522b\u51c6\u786e\u7387\u8fbe90%\u4ee5\u4e0a<\/li>\n<li>\u89c6\u9891\u5904\u7406\u901f\u5ea6\u8fbe\u523025-30FPS<\/li>\n<li>\u6a21\u578b\u4f53\u79ef\u63a7\u5236\u572850MB\u4ee5\u5185<\/li>\n<li>\u652f\u6301Windows\/Linux\u591a\u5e73\u53f0\u90e8\u7f72<\/li>\n<\/ul>\n<h3>2.7 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.flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-IM46lqSeFN2jxgXz rect.text{fill:none;stroke-width:0;}#mermaid-svg-IM46lqSeFN2jxgXz .icon-shape,#mermaid-svg-IM46lqSeFN2jxgXz .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-IM46lqSeFN2jxgXz .icon-shape p,#mermaid-svg-IM46lqSeFN2jxgXz .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-IM46lqSeFN2jxgXz .icon-shape .label rect,#mermaid-svg-IM46lqSeFN2jxgXz .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-IM46lqSeFN2jxgXz .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-IM46lqSeFN2jxgXz .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-IM46lqSeFN2jxgXz :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>\u6570\u636e\u6536\u96c6<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6570\u636e\u6807\u6ce8<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6570\u636e\u589e\u5f3a<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b\u8bad\u7ec3<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b\u8bc4\u4f30<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b\u5bfc\u51fa<\/p>\n<p><\/span><\/p>\n<h5>\u5173\u952e\u4f2a\u4ee3\u7801<\/h5>\n<p><span class=\"token comment\"># \u6570\u636e\u589e\u5f3a\u914d\u7f6e<\/span><br \/>\naugmentation <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#039;hsv_h&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.015<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u8272\u8c03\u53d8\u5316<\/span><br \/>\n    <span class=\"token string\">&#039;hsv_s&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.7<\/span><span class=\"token punctuation\">,<\/span>    <span class=\"token comment\"># \u9971\u548c\u5ea6\u53d8\u5316<\/span><br \/>\n    <span class=\"token string\">&#039;hsv_v&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.4<\/span><span class=\"token punctuation\">,<\/span>    <span class=\"token comment\"># \u660e\u5ea6\u53d8\u5316<\/span><br \/>\n    <span class=\"token string\">&#039;rotate&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">45<\/span><span class=\"token punctuation\">,<\/span>    <span class=\"token comment\"># \u65cb\u8f6c\u89d2\u5ea6<\/span><br \/>\n    <span class=\"token string\">&#039;mosaic&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">True<\/span>   <span class=\"token comment\"># Mosaic\u589e\u5f3a<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># \u8bad\u7ec3\u914d\u7f6e<\/span><br \/>\nmodel<span class=\"token punctuation\">.<\/span>train<span class=\"token punctuation\">(<\/span><br \/>\n    data<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;fish_dataset.yaml&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    epochs<span class=\"token operator\">&#061;<\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    batch<span class=\"token operator\">&#061;<\/span><span class=\"token number\">16<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    imgsz<span class=\"token operator\">&#061;<\/span><span class=\"token number\">640<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    augment<span class=\"token operator\">&#061;<\/span>augmentation<br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<h4>3.2.2 UI\u4ea4\u4e92\u7cfb\u7edf\u8bbe\u8ba1<\/h4>\n<h5>\u754c\u9762\u5e03\u5c40\u67b6\u6784<\/h5>\n<p>\u4e3b\u7a97\u53e3<br \/>\n\u251c\u2500\u2500 \u5de6\u4fa7\u9762\u677f<br \/>\n\u2502   \u251c\u2500\u2500 \u56fe\u50cf\u663e\u793a\u533a<br \/>\n\u2502   \u2514\u2500\u2500 \u72b6\u6001\u6307\u793a\u5668<br \/>\n\u2514\u2500\u2500 \u53f3\u4fa7\u63a7\u5236\u9762\u677f<br \/>\n    \u251c\u2500\u2500 \u6a21\u5f0f\u9009\u62e9\u7ec4<br \/>\n    \u251c\u2500\u2500 \u5f00\u59cb\u8bc6\u522b\u6309\u94ae<br \/>\n    \u251c\u2500\u2500 \u7ed3\u679c\u7edf\u8ba1\u533a<br \/>\n    \u2514\u2500\u2500 \u65e5\u5fd7\u8f93\u51fa\u533a<\/p>\n<h5>\u4ea4\u4e92\u903b\u8f91\u6d41\u7a0b\u56fe<\/h5>\n<p>  #mermaid-svg-t4DBALOlLhpL77LR{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-t4DBALOlLhpL77LR .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-t4DBALOlLhpL77LR .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-t4DBALOlLhpL77LR .error-icon{fill:#552222;}#mermaid-svg-t4DBALOlLhpL77LR .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-t4DBALOlLhpL77LR .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-t4DBALOlLhpL77LR .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-t4DBALOlLhpL77LR 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span{fill:#333;color:#333;}#mermaid-svg-t4DBALOlLhpL77LR .node rect,#mermaid-svg-t4DBALOlLhpL77LR .node circle,#mermaid-svg-t4DBALOlLhpL77LR .node ellipse,#mermaid-svg-t4DBALOlLhpL77LR .node polygon,#mermaid-svg-t4DBALOlLhpL77LR .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-t4DBALOlLhpL77LR .rough-node .label text,#mermaid-svg-t4DBALOlLhpL77LR .node .label text,#mermaid-svg-t4DBALOlLhpL77LR .image-shape .label,#mermaid-svg-t4DBALOlLhpL77LR .icon-shape .label{text-anchor:middle;}#mermaid-svg-t4DBALOlLhpL77LR .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-t4DBALOlLhpL77LR .rough-node .label,#mermaid-svg-t4DBALOlLhpL77LR .node .label,#mermaid-svg-t4DBALOlLhpL77LR .image-shape .label,#mermaid-svg-t4DBALOlLhpL77LR .icon-shape .label{text-align:center;}#mermaid-svg-t4DBALOlLhpL77LR .node.clickable{cursor:pointer;}#mermaid-svg-t4DBALOlLhpL77LR .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-t4DBALOlLhpL77LR .arrowheadPath{fill:#333333;}#mermaid-svg-t4DBALOlLhpL77LR .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-t4DBALOlLhpL77LR .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-t4DBALOlLhpL77LR .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-t4DBALOlLhpL77LR .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-t4DBALOlLhpL77LR .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-t4DBALOlLhpL77LR .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-t4DBALOlLhpL77LR .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-t4DBALOlLhpL77LR .cluster text{fill:#333;}#mermaid-svg-t4DBALOlLhpL77LR .cluster span{color:#333;}#mermaid-svg-t4DBALOlLhpL77LR 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-t4DBALOlLhpL77LR .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-t4DBALOlLhpL77LR rect.text{fill:none;stroke-width:0;}#mermaid-svg-t4DBALOlLhpL77LR .icon-shape,#mermaid-svg-t4DBALOlLhpL77LR .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-t4DBALOlLhpL77LR .icon-shape p,#mermaid-svg-t4DBALOlLhpL77LR .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-t4DBALOlLhpL77LR .icon-shape .label rect,#mermaid-svg-t4DBALOlLhpL77LR .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-t4DBALOlLhpL77LR .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-t4DBALOlLhpL77LR .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-t4DBALOlLhpL77LR :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u56fe\u7247\u6a21\u5f0f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u89c6\u9891\u6a21\u5f0f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u6444\u50cf\u5934\u6a21\u5f0f<\/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=\"nodeLabel\"><\/p>\n<p>\u7528\u6237\u64cd\u4f5c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u64cd\u4f5c\u7c7b\u578b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6587\u4ef6\u9009\u62e9\u5bf9\u8bdd\u6846<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u89c6\u9891\u6587\u4ef6\u9009\u62e9<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u542f\u52a8\u89c6\u9891\u6d41<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u52a0\u8f7d\u56fe\u7247<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u52a0\u8f7d\u89c6\u9891<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5b9e\u65f6\u5e27\u6355\u83b7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>F\/G\/H<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8c03\u7528YOLO\u68c0\u6d4b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u663e\u793a\u7ed3\u679c<\/p>\n<p><\/span><\/p>\n<h5>\u5173\u952e\u4f2a\u4ee3\u7801<\/h5>\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\u5e03\u5c40<\/span><br \/>\n        main_layout <span class=\"token operator\">&#061;<\/span> QHBoxLayout<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u5de6\u4fa7\u56fe\u50cf\u663e\u793a<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>image_label <span class=\"token operator\">&#061;<\/span> QLabel<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u53f3\u4fa7\u63a7\u5236\u9762\u677f<\/span><br \/>\n        control_panel <span class=\"token operator\">&#061;<\/span> QVBoxLayout<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>btn_start <span class=\"token operator\">&#061;<\/span> QPushButton<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5f00\u59cb\u8bc6\u522b&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u7ec4\u88c5\u754c\u9762<\/span><br \/>\n        main_layout<span class=\"token punctuation\">.<\/span>addWidget<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>image_label<span class=\"token punctuation\">)<\/span><br \/>\n        main_layout<span class=\"token punctuation\">.<\/span>addLayout<span class=\"token punctuation\">(<\/span>control_panel<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">select_image<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        file_path <span class=\"token operator\">&#061;<\/span> QFileDialog<span class=\"token punctuation\">.<\/span>getOpenFileName<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> file_path<span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>process_image<span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">process_image<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> path<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u8c03\u7528YOLO\u6a21\u578b<\/span><br \/>\n        results <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">(<\/span>path<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token comment\"># \u663e\u793a\u7ed3\u679c<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>display_results<span class=\"token punctuation\">(<\/span>results<span class=\"token punctuation\">)<\/span><\/p>\n<h3>3.3 \u5173\u952e\u6280\u672f\u5b9e\u73b0<\/h3>\n<h4>3.3.1 \u591a\u7ebf\u7a0b\u5904\u7406\u67b6\u6784<\/h4>\n<h5>\u7ebf\u7a0b\u5173\u7cfb\u56fe<\/h5>\n<p>  #mermaid-svg-WQNZ6vCdnbtSUeF9{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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p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-WQNZ6vCdnbtSUeF9 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-WQNZ6vCdnbtSUeF9 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-WQNZ6vCdnbtSUeF9 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-WQNZ6vCdnbtSUeF9 .cluster text{fill:#333;}#mermaid-svg-WQNZ6vCdnbtSUeF9 .cluster span{color:#333;}#mermaid-svg-WQNZ6vCdnbtSUeF9 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-WQNZ6vCdnbtSUeF9 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-WQNZ6vCdnbtSUeF9 rect.text{fill:none;stroke-width:0;}#mermaid-svg-WQNZ6vCdnbtSUeF9 .icon-shape,#mermaid-svg-WQNZ6vCdnbtSUeF9 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-WQNZ6vCdnbtSUeF9 .icon-shape p,#mermaid-svg-WQNZ6vCdnbtSUeF9 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-WQNZ6vCdnbtSUeF9 .icon-shape .label rect,#mermaid-svg-WQNZ6vCdnbtSUeF9 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-WQNZ6vCdnbtSUeF9 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-WQNZ6vCdnbtSUeF9 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-WQNZ6vCdnbtSUeF9 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u4fe1\u53f7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5e27\u6570\u636e<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u7ed3\u679c\u6570\u636e<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e3b\u7ebf\u7a0b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u89c6\u9891\u5904\u7406\u7ebf\u7a0b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u68c0\u6d4b\u7ebf\u7a0b<\/p>\n<p><\/span><\/p>\n<h5>\u4f2a\u4ee3\u7801\u5b9e\u73b0<\/h5>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">VideoThread<\/span><span class=\"token punctuation\">(<\/span>QThread<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    frame_ready <span class=\"token operator\">&#061;<\/span> pyqtSignal<span class=\"token punctuation\">(<\/span>np<span class=\"token punctuation\">.<\/span>ndarray<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">run<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">while<\/span> self<span class=\"token punctuation\">.<\/span>running<span class=\"token punctuation\">:<\/span><br \/>\n            ret<span class=\"token punctuation\">,<\/span> frame <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>cap<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> ret<span class=\"token punctuation\">:<\/span><br \/>\n                self<span class=\"token punctuation\">.<\/span>frame_ready<span class=\"token punctuation\">.<\/span>emit<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">)<\/span><\/p>\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    result_ready <span class=\"token operator\">&#061;<\/span> pyqtSignal<span class=\"token punctuation\">(<\/span><span class=\"token builtin\">object<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">process_frame<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> frame<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        results <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>result_ready<span class=\"token punctuation\">.<\/span>emit<span class=\"token punctuation\">(<\/span>results<span class=\"token punctuation\">)<\/span><\/p>\n<h4>3.3.2 \u7ed3\u679c\u53ef\u89c6\u5316\u8bbe\u8ba1<\/h4>\n<h5>\u6570\u636e\u663e\u793a\u903b\u8f91<\/h5>\n<p>YOLO\u68c0\u6d4b\u7ed3\u679c<br \/>\n\u251c\u2500\u2500 \u539f\u59cb\u56fe\u50cf<br \/>\n\u251c\u2500\u2500 \u6807\u6ce8\u6846<br \/>\n\u251c\u2500\u2500 \u7c7b\u522b\u6807\u7b7e<br \/>\n\u2514\u2500\u2500 \u7f6e\u4fe1\u5ea6\u5206\u6570<br \/>\n\u2193<br \/>\n\u7edf\u8ba1\u4fe1\u606f<br \/>\n\u251c\u2500\u2500 \u5404\u7c7b\u522b\u8ba1\u6570<br \/>\n\u251c\u2500\u2500 \u65f6\u95f4\u5206\u5e03<br \/>\n\u2514\u2500\u2500 \u7f6e\u4fe1\u5ea6\u5206\u5e03<\/p>\n<h5>\u56fe\u8868\u66f4\u65b0\u4f2a\u4ee3\u7801<\/h5>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">update_results_panel<\/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\"># \u7edf\u8ba1\u5404\u7c7b\u522b\u51fa\u73b0\u6b21\u6570<\/span><br \/>\n    counts <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span>name<span class=\"token punctuation\">:<\/span><span class=\"token number\">0<\/span> <span class=\"token keyword\">for<\/span> name <span class=\"token keyword\">in<\/span> class_names<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>boxes<span class=\"token punctuation\">:<\/span><br \/>\n        counts<span class=\"token punctuation\">[<\/span>class_names<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span>box<span class=\"token punctuation\">.<\/span>cls<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><\/p>\n<p>    <span class=\"token comment\"># \u751f\u6210\u7edf\u8ba1\u6587\u672c<\/span><br \/>\n    text <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u8bc6\u522b\u7edf\u8ba1:\\\\n&#034;<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> name<span class=\"token punctuation\">,<\/span> count <span class=\"token keyword\">in<\/span> counts<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> count <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            text <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>count<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\\\\n&#034;<\/span><\/span><\/p>\n<p>    <span class=\"token comment\"># \u66f4\u65b0UI<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>result_panel<span class=\"token punctuation\">.<\/span>setText<span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span><\/p>\n<h3>3.4 \u7cfb\u7edf\u7279\u8272\u8bbe\u8ba1<\/h3>\n<h4>3.4.1 \u5b9e\u65f6\u6027\u80fd\u4f18\u5316\u65b9\u6848<\/h4>\n<li>\n<p>\u5e27\u7f13\u5b58\u673a\u5236&#xff1a;<\/p>\n<p> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">FrameBuffer<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> size<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">buffer<\/span> <span class=\"token operator\">&#061;<\/span> deque<span class=\"token punctuation\">(<\/span>maxlen<span class=\"token operator\">&#061;<\/span>size<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">add_frame<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> frame<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">buffer<\/span><span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">get_latest<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">buffer<\/span><span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">buffer<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token boolean\">None<\/span>\n <\/li>\n<li>\n<p>\u52a8\u6001\u5206\u8fa8\u7387\u8c03\u6574&#xff1a;<\/p>\n<p> <span class=\"token keyword\">def<\/span> <span class=\"token function\">process_frame<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> frame<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u6839\u636e\u7cfb\u7edf\u8d1f\u8f7d\u52a8\u6001\u8c03\u6574\u5904\u7406\u5206\u8fa8\u7387<\/span><br \/>\n    scale <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">1.0<\/span> <span class=\"token operator\">&#8211;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">0.2<\/span> <span class=\"token operator\">*<\/span> self<span class=\"token punctuation\">.<\/span>load_factor<span class=\"token punctuation\">)<\/span><br \/>\n    frame <span class=\"token operator\">&#061;<\/span> cv2<span class=\"token punctuation\">.<\/span>resize<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> fx<span class=\"token operator\">&#061;<\/span>scale<span class=\"token punctuation\">,<\/span> fy<span class=\"token operator\">&#061;<\/span>scale<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> frame\n <\/li>\n<h4>3.4.2 \u5f02\u5e38\u5904\u7406\u673a\u5236<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">safe_detection<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> frame<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># GPU\u52a0\u901f\u68c0\u6d4b<\/span><br \/>\n        <span class=\"token keyword\">with<\/span> torch<span class=\"token punctuation\">.<\/span>cuda<span class=\"token punctuation\">.<\/span>device<span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            results <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> results<br \/>\n    <span class=\"token keyword\">except<\/span> RuntimeError <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u56de\u9000\u5230CPU\u6a21\u5f0f<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>log_message<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;GPU\u9519\u8bef: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">, \u5207\u6362\u5230CPU\u6a21\u5f0f&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">,<\/span> device<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;cpu&#039;<\/span><span class=\"token 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