{"id":111411,"date":"2026-10-01T03:17:27","date_gmt":"2026-09-30T19:17:27","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/111411.html"},"modified":"2026-10-01T03:17:27","modified_gmt":"2026-09-30T19:17:27","slug":"%e6%af%95%e4%b8%9a%e8%ae%be%e8%ae%a1%e9%a1%b9%e7%9b%ae-%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0yolov11%e7%97%a4%e7%96%ae%e6%a3%80%e6%b5%8b%e5%8c%bb%e7%96%97%e8%be%85%e5%8a%a9%e7%b3%bb%e7%bb%9f%ef%bc%88","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/111411.html","title":{"rendered":"\u6bd5\u4e1a\u8bbe\u8ba1\u9879\u76ee \u6df1\u5ea6\u5b66\u4e60yolov11\u75e4\u75ae\u68c0\u6d4b\u533b\u7597\u8f85\u52a9\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\u3001\u75e4\u75ae\u7684\u533b\u5b66\u80cc\u666f\u4e0e\u793e\u4f1a\u5f71\u54cd<\/li>\n<li>2.2\u3001\u4f20\u7edf\u75e4\u75ae\u8bca\u65ad\u65b9\u6cd5\u7684\u6280\u672f\u5c40\u9650<\/li>\n<li>\n<ul>\n<li>2.2.1 \u89c6\u89c9\u8bc4\u4f30\u6cd5<\/li>\n<li>2.2.2 \u6444\u5f71\u8bb0\u5f55\u6cd5<\/li>\n<li>2.2.3 \u76ae\u80a4\u955c\u68c0\u6d4b<\/li>\n<\/ul>\n<\/li>\n<li>2.3\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u5728\u76ae\u80a4\u75c5\u8bca\u65ad\u4e2d\u7684\u53d1\u5c55<\/li>\n<li>\n<ul>\n<li>3.1 \u65e9\u671f\u56fe\u50cf\u5904\u7406\u65b9\u6cd5(2000-2010)<\/li>\n<li>2.3.2 \u673a\u5668\u5b66\u4e60\u65f6\u4ee3(2011-2015)<\/li>\n<\/ul>\n<\/li>\n<li>2.4\u3001\u6df1\u5ea6\u5b66\u4e60\u5e26\u6765\u7684\u6280\u672f\u9769\u547d<\/li>\n<li>\n<ul>\n<li>2.4.1 \u6280\u672f\u4f18\u52bf<\/li>\n<li>2.4.2 \u5728\u75e4\u75ae\u8bca\u65ad\u4e2d\u7684\u8fdb\u5c55<\/li>\n<\/ul>\n<\/li>\n<li>2.5\u3001\u672c\u9879\u76ee\u7684\u521b\u65b0\u4ef7\u503c\u4e0e\u7814\u7a76\u610f\u4e49<\/li>\n<li>\n<ul>\n<li>2.5.1 \u6280\u672f\u521b\u65b0\u70b9<\/li>\n<li>2.5.2 \u4e34\u5e8a\u5e94\u7528\u4ef7\u503c<\/li>\n<li>5.3 \u793e\u4f1a\u7ecf\u6d4e\u6548\u76ca<\/li>\n<\/ul>\n<\/li>\n<li>2.6\u3001\u6280\u672f\u53d1\u5c55\u8d8b\u52bf\u4e0e\u6311\u6218<\/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\u9009\u578b<\/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 \u7cfb\u7edf\u4e3b\u5faa\u73af<\/li>\n<li>3.3.2 \u68c0\u6d4b\u5904\u7406\u6d41\u7a0b<\/li>\n<\/ul>\n<\/li>\n<li>3.4 \u5173\u952e\u7b97\u6cd5\u5b9e\u73b0<\/li>\n<li>\n<ul>\n<li>3.4.1 NMS\u7b97\u6cd5\u4f2a\u4ee3\u7801<\/li>\n<li>3.4.2 \u6a21\u578b\u9884\u6d4b\u6d41\u7a0b<\/li>\n<\/ul>\n<\/li>\n<li>3.5 \u4ea4\u4e92\u7cfb\u7edf\u8bbe\u8ba1<\/li>\n<li>\n<ul>\n<li>3.5.1 UI\u5e03\u5c40\u7ed3\u6784<\/li>\n<li>3.5.2 \u72b6\u6001\u7ba1\u7406\u903b\u8f91<\/li>\n<\/ul>\n<\/li>\n<li>3.6 \u6a21\u578b\u8bad\u7ec3\u65b9\u6848<\/li>\n<li>\n<ul>\n<li>3.6.1 \u6570\u636e\u96c6\u51c6\u5907<\/li>\n<li>3.6.2 \u8bad\u7ec3\u6d41\u7a0b<\/li>\n<li>3.6.3 \u6570\u636e\u589e\u5f3a\u7b56\u7565<\/li>\n<\/ul>\n<\/li>\n<li>3.7 \u7ed3\u679c\u53ef\u89c6\u5316\u65b9\u6848<\/li>\n<li>\n<ul>\n<li>3.7.1 \u663e\u793a\u903b\u8f91<\/li>\n<li>3.7.2 \u8bca\u65ad\u62a5\u544a\u751f\u6210<\/li>\n<\/ul>\n<\/li>\n<li>3.8 \u7cfb\u7edf\u6d41\u7a0b\u56fe<\/li>\n<li>\n<ul>\n<li>3.8.1 ASCII\u6d41\u7a0b\u56fe<\/li>\n<li>3.8.2 \u8be6\u7ec6\u6d41\u7a0b\u8bf4\u660e<\/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 \u6df1\u5ea6\u5b66\u4e60yolov11\u75e4\u75ae\u68c0\u6d4b\u533b\u7597\u8f85\u52a9\u7cfb\u7edf&#xff08;\u6e90\u7801&#043;\u8bba\u6587&#xff09;&#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\/10\/20260930191723-6abd6043906e3.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\/10\/20260930191724-6abd60443b1c0.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\/10\/20260930191725-6abd604559f59.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>2 \u8bfe\u9898\u80cc\u666f<\/h2>\n<h3>2.1\u3001\u75e4\u75ae\u7684\u533b\u5b66\u80cc\u666f\u4e0e\u793e\u4f1a\u5f71\u54cd<\/h3>\n<p>\u75e4\u75ae(Acne Vulgaris)\u662f\u4e00\u79cd\u5e38\u89c1\u7684\u6bdb\u56ca\u76ae\u8102\u817a\u6162\u6027\u708e\u75c7\u6027\u75be\u75c5&#xff0c;\u4e3b\u8981\u53d1\u751f\u5728\u9762\u90e8\u3001\u80f8\u80cc\u7b49\u76ae\u8102\u817a\u4e30\u5bcc\u7684\u90e8\u4f4d\u3002\u6839\u636e\u4e16\u754c\u536b\u751f\u7ec4\u7ec7(WHO)\u7684\u7edf\u8ba1\u6570\u636e&#xff0c;\u5168\u7403\u7ea6\u670985%\u768412-24\u5c81\u9752\u5c11\u5e74\u53d7\u5230\u4e0d\u540c\u7a0b\u5ea6\u75e4\u75ae\u7684\u56f0\u6270&#xff0c;\u5176\u4e2d15-20%\u7684\u60a3\u8005\u53d1\u5c55\u4e3a\u4e2d\u5ea6\u6216\u91cd\u5ea6\u75e4\u75ae\u3002\u5728\u4e2d\u56fd&#xff0c;\u6d41\u884c\u75c5\u5b66\u8c03\u67e5\u663e\u793a\u9752\u5c11\u5e74\u75e4\u75ae\u60a3\u75c5\u7387\u9ad8\u8fbe70-87%&#xff0c;\u5df2\u6210\u4e3a\u76ae\u80a4\u79d1\u6700\u5e38\u89c1\u7684\u5c31\u8bca\u539f\u56e0\u4e4b\u4e00\u3002<\/p>\n<p>\u75e4\u75ae\u7684\u4e34\u5e8a\u8868\u73b0\u591a\u6837&#xff0c;\u4ece\u8f7b\u5fae\u7684\u9ed1\u5934\u3001\u767d\u5934\u7c89\u523a\u5230\u4e25\u91cd\u7684\u708e\u75c7\u6027\u7ed3\u8282\u3001\u56ca\u80bf&#xff0c;\u4e0d\u4ec5\u5f71\u54cd\u60a3\u8005\u7684\u5916\u89c2\u5f62\u8c61&#xff0c;\u66f4\u53ef\u80fd\u5bfc\u81f4\u6c38\u4e45\u6027\u7622\u75d5\u5f62\u6210\u3002\u7814\u7a76\u8868\u660e&#xff0c;\u4e2d\u91cd\u5ea6\u75e4\u75ae\u60a3\u8005\u4e2d&#xff1a;<\/p>\n<ul>\n<li>\u7ea640%\u4f1a\u51fa\u73b0\u4e0d\u540c\u7a0b\u5ea6\u7684\u5fc3\u7406\u95ee\u9898<\/li>\n<li>30%\u60a3\u8005\u6709\u793e\u4ea4\u969c\u788d<\/li>\n<li>15%\u4f34\u6709\u7126\u8651\u6216\u6291\u90c1\u75c7\u72b6<\/li>\n<\/ul>\n<p>\u75e4\u75ae\u7684\u6cbb\u7597\u6548\u679c\u4e0e\u65e9\u671f\u8bca\u65ad\u548c\u51c6\u786e\u5206\u7ea7\u5bc6\u5207\u76f8\u5173\u3002\u7136\u800c&#xff0c;\u4f20\u7edf\u75e4\u75ae\u8bca\u65ad\u5b58\u5728\u4ee5\u4e0b\u7a81\u51fa\u95ee\u9898&#xff1a;<\/p>\n<li>\u4e3b\u89c2\u6027\u5f3a&#xff1a;\u4f9d\u8d56\u533b\u751f\u7ecf\u9a8c&#xff0c;\u4e0d\u540c\u533b\u5e08\u8bca\u65ad\u4e00\u81f4\u6027\u4ec560-70%<\/li>\n<li>\u6548\u7387\u4f4e\u4e0b&#xff1a;\u5b8c\u6574\u7684\u9762\u90e8\u75e4\u75ae\u8bc4\u4f30\u901a\u5e38\u9700\u898115-20\u5206\u949f<\/li>\n<li>\u91cf\u5316\u56f0\u96be&#xff1a;\u7f3a\u4e4f\u5ba2\u89c2\u7684\u75e4\u75ae\u8ba1\u6570\u548c\u4e25\u91cd\u7a0b\u5ea6\u8bc4\u4f30\u6807\u51c6<\/li>\n<h3>2.2\u3001\u4f20\u7edf\u75e4\u75ae\u8bca\u65ad\u65b9\u6cd5\u7684\u6280\u672f\u5c40\u9650<\/h3>\n<p>\u76ee\u524d\u4e34\u5e8a\u5e38\u7528\u7684\u75e4\u75ae\u8bc4\u4f30\u65b9\u6cd5\u4e3b\u8981\u5305\u62ec&#xff1a;<\/p>\n<h4>2.2.1 \u89c6\u89c9\u8bc4\u4f30\u6cd5<\/h4>\n<p>\u533b\u751f\u901a\u8fc7\u8089\u773c\u89c2\u5bdf\u8fdb\u884c\u5b9a\u6027\u5224\u65ad&#xff0c;\u5e38\u7528\u7684\u5206\u7ea7\u7cfb\u7edf\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>Pillsbury\u5206\u7ea7(1956)&#xff1a;4\u7ea7\u5206\u7c7b\u6cd5<\/li>\n<li>Leeds\u6280\u672f(1984)&#xff1a;0-10\u5206\u8bc4\u5206\u7cfb\u7edf<\/li>\n<li>\u5168\u7403\u75e4\u75ae\u5206\u7ea7\u7cfb\u7edf(GAGS)&#xff1a;\u7ed3\u5408\u90e8\u4f4d\u6743\u91cd\u548c\u75c5\u53d8\u7c7b\u578b<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u65b9\u6cd5\u867d\u7136\u7b80\u5355\u6613\u884c&#xff0c;\u4f46\u5b58\u5728\u660e\u663e\u7684\u89c2\u5bdf\u8005\u95f4\u53d8\u5f02(inter-observer variation)&#xff0c;\u7814\u7a76\u8868\u660e\u4e0d\u540c\u533b\u751f\u5bf9\u540c\u4e00\u60a3\u8005\u7684\u8bc4\u4f30\u7ed3\u679c\u5dee\u5f02\u53ef\u8fbe30%\u4ee5\u4e0a\u3002<\/p>\n<h4>2.2.2 \u6444\u5f71\u8bb0\u5f55\u6cd5<\/h4>\n<p>\u901a\u8fc7\u6807\u51c6\u5316\u7684\u9762\u90e8\u6444\u5f71\u8bb0\u5f55\u75e4\u75ae\u53d8\u5316&#xff0c;\u4f46\u5b58\u5728&#xff1a;<\/p>\n<ul>\n<li>\u5149\u7ebf\u6761\u4ef6\u5f71\u54cd\u5927<\/li>\n<li>\u4e8c\u7ef4\u56fe\u50cf\u65e0\u6cd5\u53cd\u6620\u75c5\u53d8\u7acb\u4f53\u7279\u5f81<\/li>\n<li>\u540e\u671f\u5206\u6790\u4ecd\u4f9d\u8d56\u4eba\u5de5<\/li>\n<\/ul>\n<h4>2.2.3 \u76ae\u80a4\u955c\u68c0\u6d4b<\/h4>\n<p>\u53ef\u89c2\u5bdf\u6bdb\u5b54\u548c\u5fae\u7c89\u523a&#xff0c;\u4f46\u5bf9\u708e\u75c7\u6027\u75e4\u75ae\u8bc4\u4f30\u4ef7\u503c\u6709\u9650&#xff0c;\u4e14\u8bbe\u5907\u6210\u672c\u9ad8&#xff0c;\u96be\u4ee5\u666e\u53ca\u3002<\/p>\n<h3>2.3\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u5728\u76ae\u80a4\u75c5\u8bca\u65ad\u4e2d\u7684\u53d1\u5c55<\/h3>\n<p>21\u4e16\u7eaa\u4ee5\u6765&#xff0c;\u968f\u7740\u6570\u5b57\u56fe\u50cf\u5904\u7406\u548c\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u53d1\u5c55&#xff0c;\u8ba1\u7b97\u673a\u8f85\u52a9\u8bca\u65ad(CAD)\u7cfb\u7edf\u5728\u533b\u5b66\u5f71\u50cf\u9886\u57df\u53d6\u5f97\u663e\u8457\u8fdb\u5c55\u3002\u5728\u76ae\u80a4\u75c5\u5b66\u65b9\u9762&#xff1a;<\/p>\n<h4>3.1 \u65e9\u671f\u56fe\u50cf\u5904\u7406\u65b9\u6cd5(2000-2010)<\/h4>\n<ul>\n<li>\u57fa\u4e8e\u989c\u8272\u7279\u5f81\u7684\u75e4\u75ae\u533a\u57df\u5206\u5272<\/li>\n<li>\u5f62\u6001\u5b66\u5904\u7406\u8bc6\u522b\u7c89\u523a\u8f6e\u5ed3<\/li>\n<li>\u7eb9\u7406\u5206\u6790\u533a\u5206\u708e\u75c7\u6027\u75c5\u53d8<\/li>\n<\/ul>\n<p>\u4ee3\u8868\u6027\u7814\u7a76&#xff1a;<\/p>\n<ul>\n<li>2005\u5e74&#xff0c;Tan\u7b49\u9996\u6b21\u5b9e\u73b0\u75e4\u75ae\u7684\u81ea\u52a8\u8ba1\u6570\u7cfb\u7edf(\u51c6\u786e\u738772%)<\/li>\n<li>2008\u5e74&#xff0c;Chantharaphaichi\u7b49\u5f00\u53d1\u57fa\u4e8eHSV\u8272\u5f69\u7a7a\u95f4\u7684\u75e4\u75ae\u68c0\u6d4b\u7b97\u6cd5<\/li>\n<\/ul>\n<h4>2.3.2 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0.82)<\/li>\n<li>2021\u5e74&#xff0c;Transformer\u6a21\u578b\u5728\u8de8\u4e2d\u5fc3\u9a8c\u8bc1\u4e2d\u8868\u73b0\u4f18\u5f02<\/li>\n<\/ul>\n<p>\u7136\u800c&#xff0c;\u73b0\u6709\u7cfb\u7edf\u4ecd\u5b58\u5728\u4ee5\u4e0b\u4e0d\u8db3&#xff1a;<\/p>\n<li>\u5b9e\u65f6\u6027\u5dee&#xff1a;\u5904\u7406\u5355\u5f20\u56fe\u50cf\u97002-3\u79d2<\/li>\n<li>\u5c0f\u6837\u672c\u4f9d\u8d56&#xff1a;\u9700\u8981\u5927\u91cf\u6807\u6ce8\u6570\u636e<\/li>\n<li>\u4e34\u5e8a\u6574\u5408\u5ea6\u4f4e&#xff1a;\u7f3a\u4e4f\u53cb\u597d\u7684\u533b\u60a3\u4ea4\u4e92\u754c\u9762<\/li>\n<h3>2.5\u3001\u672c\u9879\u76ee\u7684\u521b\u65b0\u4ef7\u503c\u4e0e\u7814\u7a76\u610f\u4e49<\/h3>\n<p>\u57fa\u4e8eYOLOv11\u7684\u75e4\u75ae\u68c0\u6d4b\u7cfb\u7edf\u5728\u4ee5\u4e0b\u65b9\u9762\u5177\u6709\u663e\u8457\u521b\u65b0&#xff1a;<\/p>\n<h4>2.5.1 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class=\"nodeLabel\"><\/p>\n<p>PyQt5<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>OpenCV<\/p>\n<p><\/span><\/p>\n<h4>3.2.2 \u6280\u672f\u9009\u578b<\/h4>\n<table>\n<tr>\u6280\u672f\u7ec4\u4ef6\u7528\u9014\u7248\u672c<\/tr>\n<tbody>\n<tr>\n<td>YOLOv11<\/td>\n<td>\u76ee\u6807\u68c0\u6d4b\u6838\u5fc3\u6a21\u578b<\/td>\n<td>v8.1.0<\/td>\n<\/tr>\n<tr>\n<td>PyQt5<\/td>\n<td>\u56fe\u5f62\u7528\u6237\u754c\u9762<\/td>\n<td>5.15.9<\/td>\n<\/tr>\n<tr>\n<td>OpenCV<\/td>\n<td>\u56fe\u50cf\u5904\u7406\u4e0e\u663e\u793a<\/td>\n<td>4.7.0<\/td>\n<\/tr>\n<tr>\n<td>PyTorch<\/td>\n<td>\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6<\/td>\n<td>2.0.1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>3.3 \u6838\u5fc3\u6a21\u5757\u8bbe\u8ba1<\/h3>\n<h4>3.3.1 \u7cfb\u7edf\u4e3b\u5faa\u73af<\/h4>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AcneDetectionApp<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span 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\u539f\u59cb\u68c0\u6d4b\u7ed3\u679c<\/p>\n<p>   NMS\u5904\u7406<\/p>\n<p>   \u8fc7\u6ee4\u540e\u7ed3\u679c<\/p>\n<p>   \u53ef\u89c6\u5316\u663e\u793a<\/p>\n<h3>3.4 \u5173\u952e\u7b97\u6cd5\u5b9e\u73b0<\/h3>\n<h4>3.4.1 NMS\u7b97\u6cd5\u4f2a\u4ee3\u7801<\/h4>\n<p>function apply_nms(boxes, scores, iou_threshold):<br \/>\n    # \u6309\u7f6e\u4fe1\u5ea6\u6392\u5e8f<br \/>\n    indices &#061; argsort(scores)[::-1]<\/p>\n<p>    keep &#061; []<br \/>\n    while indices not empty:<br \/>\n        # \u53d6\u6700\u9ad8\u5206\u6846<br \/>\n        best_idx &#061; indices[0]<br \/>\n        keep.append(best_idx)<\/p>\n<p>        # \u8ba1\u7b97IOU<br \/>\n        ious &#061; calculate_iou(boxes[best_idx], boxes[indices[1:]])<\/p>\n<p>        # \u8fc7\u6ee4\u91cd\u53e0\u6846<br \/>\n        indices &#061; indices[1:][ious &lt; iou_threshold]<\/p>\n<p>    return keep<\/p>\n<h4>3.4.2 \u6a21\u578b\u9884\u6d4b\u6d41\u7a0b<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">predict_image<\/span><span class=\"token punctuation\">(<\/span>image<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u9884\u5904\u7406<\/span><br \/>\n    img_tensor <span class=\"token operator\">&#061;<\/span> preprocess<span class=\"token punctuation\">(<\/span>image<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6a21\u578b\u63a8\u7406<\/span><br \/>\n    <span class=\"token keyword\">with<\/span> torch<span class=\"token punctuation\">.<\/span>no_grad<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        outputs <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">(<\/span>img_tensor<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u540e\u5904\u7406<\/span><br \/>\n    boxes <span class=\"token operator\">&#061;<\/span> outputs<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">:<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    scores <span class=\"token operator\">&#061;<\/span> outputs<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    classes <span class=\"token operator\">&#061;<\/span> outputs<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> boxes<span class=\"token punctuation\">,<\/span> scores<span class=\"token punctuation\">,<\/span> classes<\/p>\n<h3>3.5 \u4ea4\u4e92\u7cfb\u7edf\u8bbe\u8ba1<\/h3>\n<h4>3.5.1 UI\u5e03\u5c40\u7ed3\u6784<\/h4>\n<p>MainWindow<br \/>\n\u251c\u2500\u2500 MenuBar<br \/>\n\u251c\u2500\u2500 ControlPanel<br \/>\n\u2502   \u251c\u2500\u2500 ImageBtn<br \/>\n\u2502   \u251c\u2500\u2500 VideoBtn<br \/>\n\u2502   \u2514\u2500\u2500 CameraBtn<br \/>\n\u251c\u2500\u2500 DisplayArea<br \/>\n\u2502   \u251c\u2500\u2500 ImageLabel<br \/>\n\u2502   \u251c\u2500\u2500 DiagnosisText<br \/>\n\u2502   \u2514\u2500\u2500 LogViewer<br \/>\n\u2514\u2500\u2500 StatusBar<\/p>\n<h4>3.5.2 \u72b6\u6001\u7ba1\u7406\u903b\u8f91<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">set_mode<\/span><span class=\"token punctuation\">(<\/span>mode<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u505c\u6b62\u5f53\u524d\u68c0\u6d4b<\/span><br \/>\n    stop_detection<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u66f4\u65b0UI\u72b6\u6001<\/span><br \/>\n    update_buttons<span class=\"token punctuation\">(<\/span>mode<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u91cd\u7f6e\u663e\u793a\u533a\u57df<\/span><br \/>\n    clear_display<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8bbe\u7f6e\u65b0\u6a21\u5f0f<\/span><br \/>\n    current_mode <span class=\"token operator\">&#061;<\/span> mode<\/p>\n<h3>3.6 \u6a21\u578b\u8bad\u7ec3\u65b9\u6848<\/h3>\n<h4>3.6.1 \u6570\u636e\u96c6\u51c6\u5907<\/h4>\n<li>\u6570\u636e\u6536\u96c6&#xff1a;1000&#043;\u4e34\u5e8a\u75e4\u75ae\u56fe\u50cf<\/li>\n<li>\u6807\u6ce8\u89c4\u8303&#xff1a;\n<ul>\n<li>\u4f7f\u7528LabelImg\u5de5\u5177<\/li>\n<li>\u6807\u6ce8\u8fb9\u754c\u6846\u548c\u75e4\u75ae\u7c7b\u578b<\/li>\n<li>\u4fdd\u5b58\u4e3aYOLO\u683c\u5f0f<\/li>\n<\/ul>\n<\/li>\n<h4>3.6.2 \u8bad\u7ec3\u6d41\u7a0b<\/h4>\n<p><span class=\"token comment\"># \u8bad\u7ec3\u547d\u4ee4\u793a\u4f8b<\/span><br \/>\nyolo train <span class=\"token assign-left variable\">data<\/span><span class=\"token operator\">&#061;<\/span>acne.yaml <span class=\"token assign-left variable\">model<\/span><span class=\"token operator\">&#061;<\/span>yolov11s.pt <span class=\"token assign-left variable\">epochs<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">100<\/span> <span class=\"token assign-left variable\">imgsz<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">640<\/span><\/p>\n<h4>3.6.3 \u6570\u636e\u589e\u5f3a\u7b56\u7565<\/h4>\n<p><span class=\"token comment\"># data.yaml<\/span><br \/>\n<span class=\"token key atrule\">augmentation<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">hsv_h<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.015<\/span>  <span class=\"token comment\"># \u8272\u8c03\u589e\u5f3a<\/span><br \/>\n  <span class=\"token key atrule\">hsv_s<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.7<\/span>    <span class=\"token comment\"># \u9971\u548c\u5ea6\u589e\u5f3a<\/span><br \/>\n  <span class=\"token key atrule\">hsv_v<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.4<\/span>    <span class=\"token comment\"># \u660e\u5ea6\u589e\u5f3a<\/span><br \/>\n  <span class=\"token key atrule\">flipud<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.5<\/span>   <span class=\"token comment\"># \u5782\u76f4\u7ffb\u8f6c\u6982\u7387<\/span><br \/>\n  <span class=\"token key atrule\">fliplr<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.5<\/span>   <span class=\"token comment\"># \u6c34\u5e73\u7ffb\u8f6c\u6982\u7387<\/span><\/p>\n<h3>3.7 \u7ed3\u679c\u53ef\u89c6\u5316\u65b9\u6848<\/h3>\n<h4>3.7.1 \u663e\u793a\u903b\u8f91<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">display_image<\/span><span class=\"token punctuation\">(<\/span>image<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u8f6c\u6362\u989c\u8272\u7a7a\u95f4<\/span><br \/>\n    rgb_img <span class=\"token operator\">&#061;<\/span> cv2<span class=\"token punctuation\">.<\/span>cvtColor<span class=\"token punctuation\">(<\/span>image<span class=\"token punctuation\">,<\/span> cv2<span class=\"token punctuation\">.<\/span>COLOR_BGR2RGB<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u521b\u5efaQImage<\/span><br \/>\n    h<span class=\"token punctuation\">,<\/span> w<span class=\"token punctuation\">,<\/span> ch <span class=\"token operator\">&#061;<\/span> rgb_img<span class=\"token punctuation\">.<\/span>shape<br \/>\n    q_img <span class=\"token operator\">&#061;<\/span> QImage<span class=\"token punctuation\">(<\/span>rgb_img<span class=\"token punctuation\">.<\/span>data<span class=\"token punctuation\">,<\/span> w<span class=\"token punctuation\">,<\/span> h<span class=\"token punctuation\">,<\/span> ch<span class=\"token operator\">*<\/span>w<span class=\"token punctuation\">,<\/span> QImage<span class=\"token punctuation\">.<\/span>Format_RGB888<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u7f29\u653e\u5e76\u663e\u793a<\/span><br \/>\n    pixmap <span class=\"token operator\">&#061;<\/span> QPixmap<span class=\"token punctuation\">.<\/span>fromImage<span class=\"token punctuation\">(<\/span>q_img<span class=\"token punctuation\">)<\/span><br \/>\n    label<span class=\"token punctuation\">.<\/span>setPixmap<span class=\"token punctuation\">(<\/span>pixmap<span class=\"token punctuation\">.<\/span>scaled<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>3.7.2 \u8bca\u65ad\u62a5\u544a\u751f\u6210<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_report<\/span><span class=\"token punctuation\">(<\/span>boxes<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    report <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> box <span class=\"token keyword\">in<\/span> boxes<span class=\"token punctuation\">:<\/span><br \/>\n        pos <span class=\"token operator\">&#061;<\/span> calculate_center<span class=\"token punctuation\">(<\/span>box<span class=\"token punctuation\">)<\/span><br \/>\n        report<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u75e4\u75ae\u4f4d\u7f6e: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>pos<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6dfb\u52a0\u6cbb\u7597\u5efa\u8bae<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>report<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        report<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5efa\u8bae\u6cbb\u7597\u65b9\u6848: &#8230;&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\\\\n&#034;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span>report<span class=\"token punctuation\">)<\/span><\/p>\n<h3>3.8 \u7cfb\u7edf\u6d41\u7a0b\u56fe<\/h3>\n<h4>3.8.1 ASCII\u6d41\u7a0b\u56fe<\/h4>\n<p>&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;<br \/>\n|        \u5f00\u59cb         |<br \/>\n&#043;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;-&#043;<br \/>\n           |<br \/>\n           v<br \/>\n&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;<br \/>\n|     \u9009\u62e9\u8f93\u5165\u6e90      |<br \/>\n&#043;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;-&#043;<br \/>\n           |<br \/>\n&#043;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;-&#043;<br \/>\n| \u56fe\u7247    \u89c6\u9891    \u6444\u50cf\u5934|<br \/>\n| |        |        |<br \/>\n| v        v        v<br \/>\n| \u9884\u5904\u7406   \u5e27\u63d0\u53d6   \u5b9e\u65f6\u91c7\u96c6<br \/>\n| |        |        |<br \/>\n&#043;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;-&#043;<br \/>\n           |<br \/>\n           v<br \/>\n&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;<br \/>\n|      YOLO\u63a8\u7406       |<br \/>\n&#043;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;-&#043;<br \/>\n           |<br \/>\n           v<br \/>\n&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;<br \/>\n|      NMS\u5904\u7406        |<br \/>\n&#043;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;-&#043;<br \/>\n           |<br \/>\n           v<br \/>\n&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;<br \/>\n|     \u7ed3\u679c\u53ef\u89c6\u5316       |<br \/>\n&#043;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;-&#043;<br \/>\n           |<br \/>\n           v<br \/>\n&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;<br \/>\n|     \u751f\u6210\u62a5\u544a        |<br \/>\n&#043;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;-&#043;<br \/>\n           |<br \/>\n           v<br \/>\n&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;<br \/>\n|        \u7ed3\u675f         |<br \/>\n&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;<\/p>\n<h4>3.8.2 \u8be6\u7ec6\u6d41\u7a0b\u8bf4\u660e<\/h4>\n<li>\n<p>\u5f00\u59cb\u9636\u6bb5<\/p>\n<ul>\n<li>\u7cfb\u7edf\u521d\u59cb\u5316&#xff0c;\u52a0\u8f7dYOLOv11\u6a21\u578b<\/li>\n<li>\u51c6\u5907\u7528\u6237\u754c\u9762\u7ec4\u4ef6<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u8f93\u5165\u9009\u62e9<\/p>\n<ul>\n<li>\u7528\u6237\u901a\u8fc7UI\u9009\u62e9\u8f93\u5165\u6a21\u5f0f&#xff1a;\n<ul>\n<li>\u56fe\u7247\u6a21\u5f0f&#xff1a;\u9009\u62e9\u5355\u5f20\u56fe\u7247\u6587\u4ef6<\/li>\n<li>\u89c6\u9891\u6a21\u5f0f&#xff1a;\u9009\u62e9\u89c6\u9891\u6587\u4ef6<\/li>\n<li>\u6444\u50cf\u5934\u6a21\u5f0f&#xff1a;\u542f\u7528\u9ed8\u8ba4\u6444\u50cf\u5934<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6570\u636e\u5904\u7406<\/p>\n<ul>\n<li>\u56fe\u7247\u6a21\u5f0f&#xff1a;\n<ul>\n<li>\u8bfb\u53d6\u56fe\u7247\u6587\u4ef6<\/li>\n<li>\u8f6c\u6362\u4e3aRGB\u683c\u5f0f<\/li>\n<li>\u8c03\u6574\u5c3a\u5bf8\u9002\u5e94\u6a21\u578b\u8f93\u5165<\/li>\n<\/ul>\n<\/li>\n<li>\u89c6\u9891\u6a21\u5f0f&#xff1a;\n<ul>\n<li>\u6253\u5f00\u89c6\u9891\u6587\u4ef6<\/li>\n<li>\u630930fps\u63d0\u53d6\u89c6\u9891\u5e27<\/li>\n<\/ul>\n<\/li>\n<li>\u6444\u50cf\u5934\u6a21\u5f0f&#xff1a;\n<ul>\n<li>\u521d\u59cb\u5316\u6444\u50cf\u5934<\/li>\n<li>\u5b9e\u65f6\u6355\u83b7\u89c6\u9891\u6d41<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6a21\u578b\u63a8\u7406<\/p>\n<ul>\n<li>\u5c06\u5904\u7406\u540e\u7684\u56fe\u50cf\u8f93\u5165YOLOv11\u6a21\u578b<\/li>\n<li>\u83b7\u53d6\u539f\u59cb\u68c0\u6d4b\u7ed3\u679c&#xff08;\u8fb9\u754c\u6846\u3001\u7f6e\u4fe1\u5ea6\u3001\u7c7b\u522b&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u540e\u5904\u7406<\/p>\n<ul>\n<li>\u5e94\u7528NMS\u7b97\u6cd5\u8fc7\u6ee4\u91cd\u53e0\u68c0\u6d4b\u6846<\/li>\n<li>\u8bbe\u7f6eIOU\u9608\u503c(\u9ed8\u8ba40.5)<\/li>\n<li>\u8bbe\u7f6e\u7f6e\u4fe1\u5ea6\u9608\u503c(\u9ed8\u8ba40.5)<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7ed3\u679c\u5c55\u793a<\/p>\n<ul>\n<li>\u5728UI\u4e2d\u663e\u793a\u5904\u7406\u540e\u7684\u56fe\u50cf\n<ul>\n<li>\u7528\u77e9\u5f62\u6846\u6807\u8bb0\u75e4\u75ae\u4f4d\u7f6e<\/li>\n<li>\u663e\u793a\u7f6e\u4fe1\u5ea6\u5206\u6570<\/li>\n<\/ul>\n<\/li>\n<li>\u751f\u6210\u8bca\u65ad\u62a5\u544a&#xff1a;\n<ul>\n<li>\u7edf\u8ba1\u75e4\u75ae\u6570\u91cf<\/li>\n<li>\u8ba1\u7b97\u4e2d\u5fc3\u4f4d\u7f6e\u5750\u6807<\/li>\n<li>\u63d0\u4f9b\u6cbb\u7597\u5efa\u8bae<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7ed3\u675f\u6d41\u7a0b<\/p>\n<ul>\n<li>\u91ca\u653e\u8d44\u6e90<\/li>\n<li>\u5173\u95ed\u6587\u4ef6\/\u6444\u50cf\u5934<\/li>\n<li>\u91cd\u7f6eUI\u72b6\u6001<\/li>\n<\/ul>\n<\/li>\n<h2>4 \u6700\u540e<\/h2>\n<p>\u9879\u76ee\u5305\u542b\u5185\u5bb9<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20260930191725-6abd604587c3a.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u8bba\u6587\u6458\u8981<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20260930191725-6abd604597194.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>&#x1f9ff;\u9879\u76ee\u5206\u4eab&#xff1a;\u89c1\u4e3b\u9875\u4efb\u610f\u7f6e\u9876\u6587\u7ae0<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u76ee\u5f550 \u524d\u8a001 \u9879\u76ee\u8fd0\u884c\u6548\u679c2 \u8bfe\u9898\u80cc\u666f2.1\u3001\u75e4\u75ae\u7684\u533b\u5b66\u80cc\u666f\u4e0e\u793e\u4f1a\u5f71\u54cd2.2\u3001\u4f20\u7edf\u75e4\u75ae\u8bca\u65ad\u65b9\u6cd5\u7684\u6280\u672f\u5c40\u96502.2.1 \u89c6\u89c9\u8bc4\u4f30\u6cd52.2.2 \u6444\u5f71\u8bb0\u5f55\u6cd52.2.3 \u76ae\u80a4\u955c\u68c0\u6d4b2.3\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u5728\u76ae\u80a4\u75c5\u8bca\u65ad\u4e2d\u7684\u53d1\u5c553.1 \u65e9\u671f\u56fe\u50cf\u5904\u7406\u65b9\u6cd5(2000-2010)2.3.2 \u673a\u5668\u5b66\u4e60\u65f6\u4ee3(2011-2015)2.4\u3001\u6df1\u5ea6\u5b66\u4e60\u5e26\u6765\u7684\u6280\u672f\u9769\u547d2.4.1 \u6280\u672f\u4f18\u52bf2.4.2 \u5728\u75e4\u75ae\u8bca\u65ad\u4e2d\u7684\u8fdb\u5c552.5\u3001\u672c\u9879\u76ee\u7684\u521b\u65b0\u4ef7\u503c\u4e0e\u7814\u7a76\u610f\u4e492.5.1 \u6280\u672f\u521b\u65b0\u70b92.5.2 \u4e34\u5e8a\u5e94\u7528\u4ef7\u503c5.3 \u793e\u4f1a\u7ecf<\/p>\n","protected":false},"author":2,"featured_media":111406,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,1908,1520],"topic":[],"class_list":["post-111411","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-python","tag-1908","tag-1520"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u6bd5\u4e1a\u8bbe\u8ba1\u9879\u76ee \u6df1\u5ea6\u5b66\u4e60yolov11\u75e4\u75ae\u68c0\u6d4b\u533b\u7597\u8f85\u52a9\u7cfb\u7edf\uff08\u6e90\u7801+\u8bba\u6587\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/111411.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u6bd5\u4e1a\u8bbe\u8ba1\u9879\u76ee \u6df1\u5ea6\u5b66\u4e60yolov11\u75e4\u75ae\u68c0\u6d4b\u533b\u7597\u8f85\u52a9\u7cfb\u7edf\uff08\u6e90\u7801+\u8bba\u6587\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u76ee\u5f550 \u524d\u8a001 \u9879\u76ee\u8fd0\u884c\u6548\u679c2 \u8bfe\u9898\u80cc\u666f2.1\u3001\u75e4\u75ae\u7684\u533b\u5b66\u80cc\u666f\u4e0e\u793e\u4f1a\u5f71\u54cd2.2\u3001\u4f20\u7edf\u75e4\u75ae\u8bca\u65ad\u65b9\u6cd5\u7684\u6280\u672f\u5c40\u96502.2.1 \u89c6\u89c9\u8bc4\u4f30\u6cd52.2.2 \u6444\u5f71\u8bb0\u5f55\u6cd52.2.3 \u76ae\u80a4\u955c\u68c0\u6d4b2.3\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u5728\u76ae\u80a4\u75c5\u8bca\u65ad\u4e2d\u7684\u53d1\u5c553.1 \u65e9\u671f\u56fe\u50cf\u5904\u7406\u65b9\u6cd5(2000-2010)2.3.2 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