{"id":65046,"date":"2026-01-24T13:24:56","date_gmt":"2026-01-24T05:24:56","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/65046.html"},"modified":"2026-01-24T13:24:56","modified_gmt":"2026-01-24T05:24:56","slug":"%e5%a4%a7%e6%95%b0%e6%8d%ae%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e8%ae%a1%e7%ae%97%e6%9c%ba%e6%af%95%e8%ae%be%e9%a1%b9%e7%9b%ae%e8%ae%a1%e7%ae%97%e6%9c%ba%e6%af%95%e8%ae%be%e7%ad%94%e8%be%a9pyqt","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/65046.html","title":{"rendered":"\u5927\u6570\u636e\u6df1\u5ea6\u5b66\u4e60|\u8ba1\u7b97\u673a\u6bd5\u8bbe\u9879\u76ee|\u8ba1\u7b97\u673a\u6bd5\u8bbe\u7b54\u8fa9|PyQt\u57fa\u4e8eYOLO\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf"},"content":{"rendered":"

\"\"<\/p>\n

\u6807\u9898：PyQt\u57fa\u4e8eYOLO\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf<\/h2>\n

<\/h2>\n

\u6587\u6863\u4ecb\u7ecd：<\/h2>\n

\u00a01 \u7eea\u8bba<\/p>\n

1.1<\/span>\u7814\u7a76\u80cc\u666f\u4e0e\u610f\u4e49<\/span><\/p>\n

\u968f\u7740\u533b\u5b66\u5f71\u50cf\u5b66\u548c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55，\u8840\u7ec6\u80de\u68c0\u6d4b\u548c\u8ba1\u6570\u4f5c\u4e3a\u75be\u75c5\u8bca\u65ad\u548c\u5065\u5eb7\u7ba1\u7406\u7684\u91cd\u8981\u8f85\u52a9\u624b\u6bb5，\u5df2\u7ecf\u5728\u4e34\u5e8a\u533b\u5b66\u4e2d\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u3002\u4f20\u7edf\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u65b9\u6cd5\u901a\u5e38\u4f9d\u8d56\u4e8e\u663e\u5fae\u955c\u4e0b\u7684\u4eba\u5de5\u89c2\u5bdf\u548c\u8ba1\u6570，\u867d\u7136\u8fd9\u79cd\u65b9\u6cd5\u5728\u8fc7\u53bb\u51e0\u5341\u5e74\u91cc\u4e3a\u533b\u5b66\u7814\u7a76\u505a\u51fa\u4e86\u8d21\u732e，\u4f46\u4e5f\u5b58\u5728\u7740\u5f88\u591a\u4e0d\u8db3\u4e4b\u5904\u3002\u9996\u5148，\u4eba\u5de5\u68c0\u6d4b\u6548\u7387\u8f83\u4f4e，\u9700\u8981\u5927\u91cf\u7684\u65f6\u95f4\u548c\u4eba\u529b\u6210\u672c\u3002\u5176\u6b21，\u7531\u4e8e\u4eba\u4e3a\u56e0\u7d20\u7684\u5f71\u54cd，\u4eba\u5de5\u8ba1\u6570\u5bb9\u6613\u51fa\u73b0\u8bef\u5dee，\u5c24\u5176\u662f\u5728\u5927\u89c4\u6a21\u6837\u672c\u5206\u6790\u65f6，\u8fd9\u79cd\u8bef\u5dee\u53ef\u80fd\u5bfc\u81f4\u4e34\u5e8a\u8bca\u65ad\u7684\u4e0d\u51c6\u786e\u6027，\u751a\u81f3\u5f71\u54cd\u60a3\u8005\u7684\u6cbb\u7597\u6548\u679c\u3002\u56e0\u6b64，\u4f20\u7edf\u8840\u7ec6\u80de\u68c0\u6d4b\u65b9\u6cd5\u9762\u4e34\u7740\u6548\u7387\u548c\u51c6\u786e\u6027\u53cc\u91cd\u6311\u6218，\u4e9f\u9700\u4e00\u79cd\u81ea\u52a8\u5316\u3001\u9ad8\u6548\u3001\u7cbe\u786e\u7684\u68c0\u6d4b\u65b9\u5f0f\u6765\u66ff\u4ee3\u4f20\u7edf\u624b\u6bb5\u3002<\/span><\/p>\n

\u8fd1\u5e74\u6765，\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u5728\u533b\u5b66\u5f71\u50cf\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528，\u5c24\u5176\u662f<\/span>YOLO<\/span>\u7b97\u6cd5，\u5728\u76ee\u6807\u68c0\u6d4b\u548c\u56fe\u50cf\u8bc6\u522b\u4e2d\u7684\u7a81\u51fa\u8868\u73b0\u4e3a\u8840\u7ec6\u80de\u7684\u81ea\u52a8\u5316\u68c0\u6d4b\u63d0\u4f9b\u4e86\u53ef\u80fd\u3002<\/span>YOLO<\/span>\u7b97\u6cd5\u901a\u8fc7\u5728\u5355\u6b21\u524d\u5411\u4f20\u64ad\u4e2d\u540c\u65f6\u9884\u6d4b\u76ee\u6807\u7684\u7c7b\u522b\u548c\u4f4d\u7f6e\u4fe1\u606f，\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u5b9e\u65f6\u56fe\u50cf\u5904\u7406\u3002\u8fd9\u4f7f\u5f97<\/span>YOLO<\/span>\u5728\u533b\u5b66\u5f71\u50cf\u4e2d\u7684\u5e94\u7528，\u5c24\u5176\u662f\u8840\u7ec6\u80de\u68c0\u6d4b\u65b9\u9762，\u5177\u5907\u4e86\u663e\u8457\u4f18\u52bf\u3002\u4e0e\u4f20\u7edf\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u65b9\u6cd5\u76f8\u6bd4，\u57fa\u4e8e<\/span>YOLO<\/span>\u7684\u81ea\u52a8\u5316\u68c0\u6d4b\u7cfb\u7edf\u80fd\u591f\u5927\u5927\u63d0\u9ad8\u68c0\u6d4b\u6548\u7387，\u51cf\u5c11\u4eba\u4e3a\u8bef\u5dee，\u5feb\u901f\u4e14\u51c6\u786e\u5730\u8bc6\u522b\u548c\u8ba1\u6570\u8840\u6db2\u6837\u672c\u4e2d\u7684\u8840\u5c0f\u677f\u3001\u7ea2\u7ec6\u80de\u3001\u767d\u7ec6\u80de\u7b49\u6210\u5206\u3002<\/span><\/p>\n

\u8be5\u7cfb\u7edf\u7684\u7814\u53d1\u4e0d\u4ec5\u4e3a\u4e34\u5e8a\u533b\u5b66\u63d0\u4f9b\u4e86\u4e00\u79cd\u65b0\u7684\u68c0\u6d4b\u5de5\u5177，\u4e5f\u63a8\u52a8\u4e86\u533b\u5b66\u5f71\u50cf\u667a\u80fd\u5316\u7684\u53d1\u5c55，\u80fd\u591f\u5728\u63d0\u5347\u8840\u6db2\u5b66\u7814\u7a76\u6c34\u5e73\u3001\u4f18\u5316\u6cbb\u7597\u65b9\u6848\u7684\u5236\u5b9a\u7b49\u65b9\u9762\u53d1\u6325\u79ef\u6781\u4f5c\u7528\u3002<\/span><\/p>\n

\n

1.2<\/span>\u56fd\u5185\u5916\u7814\u7a76\u73b0\u72b6<\/span><\/p>\n

\u8fd1\u5e74\u6765，\u8840\u7ec6\u80de\u68c0\u6d4b\u6280\u672f\u6b63\u9010\u6b65\u4ece\u4f20\u7edf\u4eba\u5de5\u65b9\u6cd5\u5411\u81ea\u52a8\u5316\u3001\u667a\u80fd\u5316\u65b9\u5411\u8fc8\u8fdb，\u5176\u4e2d\u57fa\u4e8e<\/span>YOLO<\/span>\u6a21\u578b\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf\u7684\u7814\u7a76\u548c\u5e94\u7528\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u4f17\u591a\u7814\u7a76\u81f4\u529b\u4e8e\u4f18\u5316<\/span>YOLO<\/span>\u6a21\u578b\u67b6\u6784\u3001\u63d0\u5347\u68c0\u6d4b\u7cbe\u5ea6\u4e0e\u901f\u5ea6，\u4ee5\u9002\u5e94\u8840\u7ec6\u80de\u56fe\u50cf\u7684\u590d\u6742\u6027\u548c\u7279\u6b8a\u6027\u3002<\/span><\/p>\n

\u5728\u6a21\u578b\u6027\u80fd\u5bf9\u6bd4\u65b9\u9762，\u4e0d\u540c\u7248\u672c\u7684<\/span>YOLO<\/span>\u6a21\u578b\u5728\u8840\u7ec6\u80de\u68c0\u6d4b\u4efb\u52a1\u4e0a\u5c55\u73b0\u51fa\u5404\u81ea\u7684\u4f18\u52bf\u3002<\/span>YOLOv11<\/span>\u4f5c\u4e3a\u6700\u65b0\u7248\u672c，\u5728<\/span>mAP<\/span>\u548c<\/span>F1-Score<\/span>\u7b49\u5173\u952e\u6307\u6807\u4e0a\u8868\u73b0\u5353\u8d8a，\u5206\u522b\u8fbe\u5230<\/span>0.834<\/span>\u548c<\/span>0.78<\/span>，\u663e\u793a\u51fa\u5176\u5728\u68c0\u6d4b\u51c6\u786e\u6027\u548c\u7a33\u5b9a\u6027\u65b9\u9762\u7684\u9886\u5148\u5730\u4f4d\u3002<\/span>YOLOv5<\/span>\u540c\u6837\u8868\u73b0\u51fa\u8272，\u5176<\/span>mAP<\/span>\u4e3a<\/span>0.820<\/span>，<\/span>F1-Score<\/span>\u4e3a<\/span>0.78<\/span>，\u8bc1\u660e\u4e86\u5373\u4f7f\u8f83\u65e9\u7684\u7248\u672c\u5728\u7279\u5b9a\u573a\u666f\u4e0b\u4f9d\u7136\u5177\u6709\u8f83\u9ad8\u7684\u5e94\u7528\u4ef7\u503c\u3002<\/span>YOLOv6<\/span>\u548c<\/span>YOLOv7-tiny<\/span>\u867d\u7136\u5728\u6027\u80fd\u4e0a\u7a0d\u900a\u4e00\u7b79，\u4f46\u5728\u8d44\u6e90\u53d7\u9650\u7684\u73af\u5883\u4e0b\u4ecd\u80fd\u63d0\u4f9b\u53ef\u9760\u7684\u670d\u52a1\u3002<\/span><\/p>\n

\u6570\u636e\u589e\u5f3a\u6280\u672f\u5728\u8840\u7ec6\u80de\u68c0\u6d4b\u9886\u57df\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\u3002\u7814\u7a76\u8005\u4eec\u901a\u8fc7\u5f15\u5165\u751f\u6210\u5bf9\u6297\u7f51\u7edc（<\/span>GAN<\/span>）\u548c\u591a\u6a21\u6001\u5b66\u4e60\u7b49\u5148\u8fdb\u6280\u672f，\u6709\u6548\u89e3\u51b3\u4e86\u533b\u5b66\u56fe\u50cf\u6570\u636e\u4e0d\u8db3\u7684\u95ee\u9898，\u540c\u65f6\u589e\u5f3a\u4e86\u6a21\u578b\u5bf9\u8840\u7ec6\u80de\u4e0d\u540c\u5f62\u6001\u7684\u9002\u5e94\u80fd\u529b，\u663e\u8457\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u548c\u68c0\u6d4b\u7cbe\u5ea6\u3002<\/span><\/p>\n

\u5b9e\u9645\u5e94\u7528\u573a\u666f\u7684\u62d3\u5c55\u4e5f\u662f\u5f53\u524d\u7814\u7a76\u7684\u70ed\u70b9\u4e4b\u4e00\u3002\u57fa\u4e8e<\/span>YOLO<\/span>\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u7cfb\u7edf\u5df2\u5e7f\u6cdb\u5e94\u7528\u4e8e\u533b\u5b66\u8bca\u65ad\u3001\u75be\u75c5\u76d1\u6d4b\u548c\u6cbb\u7597\u6548\u679c\u8bc4\u4f30\u7b49\u591a\u4e2a\u9886\u57df\u3002\u8fd9\u4e9b\u7cfb\u7edf\u901a\u8fc7\u4f18\u5316\u7528\u6237\u754c\u9762\u548c\u4ea4\u4e92\u8bbe\u8ba1，\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u68c0\u6d4b\u7684\u81ea\u52a8\u5316\u7a0b\u5ea6，\u8fd8\u4e3a\u533b\u7597\u4e13\u4e1a\u4eba\u5458\u63d0\u4f9b\u4e86\u66f4\u52a0\u76f4\u89c2\u548c\u9ad8\u6548\u7684\u64cd\u4f5c\u4f53\u9a8c\u3002<\/span><\/p>\n

\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u5c06\u805a\u7126\u4e8e\u8fdb\u4e00\u6b65\u4f18\u5316\u6a21\u578b\u6027\u80fd，\u63a2\u7d22\u591a\u6a21\u6001\u6570\u636e\u878d\u5408\u6280\u672f，\u4ee5\u53ca\u63d0\u5347\u6a21\u578b\u5728\u4e0d\u540c\u4eba\u7fa4\u548c\u73af\u5883\u6761\u4ef6\u4e0b\u7684\u6cdb\u5316\u80fd\u529b\u3002\u8fd9\u4e9b\u6539\u8fdb\u5c06\u63a8\u52a8\u8840\u7ec6\u80de\u68c0\u6d4b\u6280\u672f\u5728\u66f4\u591a\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\u7684\u5e94\u7528，\u4e3a\u533b\u7597\u5065\u5eb7\u9886\u57df\u5e26\u6765\u66f4\u5927\u7684\u4ef7\u503c\u3002<\/span><\/p>\n

\n

1.3<\/span>\u7cfb\u7edf\u7684\u7279\u70b9<\/span><\/p>\n

\u9ad8\u6548\u6027：\u7cfb\u7edf\u91c7\u7528<\/span>YOLO11<\/span>\u7b49\u5148\u8fdb\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8fdb\u884c\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570，\u5177\u6709\u9ad8\u6548\u7684\u8ba1\u7b97\u6027\u80fd\u548c\u5b9e\u65f6\u6027\u3002\u901a\u8fc7\u4f18\u5316\u6a21\u578b\u7ed3\u6784\u548c\u8bad\u7ec3\u7b56\u7565，\u7cfb\u7edf\u80fd\u591f\u5728\u4fdd\u6301\u4f4e\u5ef6\u8fdf\u7684\u540c\u65f6\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u3002<\/span><\/p>\n

\u51c6\u786e\u6027：\u7cfb\u7edf\u5229\u7528\u5927\u91cf\u7684\u8840\u7ec6\u80de\u6570\u636e\u96c6\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3，\u5e76\u901a\u8fc7\u6570\u636e\u589e\u5f3a\u3001\u6807\u6ce8\u7b49\u9884\u5904\u7406\u624b\u6bb5\u63d0\u9ad8\u6570\u636e\u7684\u591a\u6837\u6027\u548c\u8d28\u91cf\u3002\u540c\u65f6，\u7cfb\u7edf\u8fd8\u91c7\u7528\u4e86\u4f18\u5316\u7684\u7279\u5f81\u63d0\u53d6\u548c\u5206\u7c7b\u7b97\u6cd5，\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u8840\u7ec6\u80de\u8bc6\u522b\u7684\u51c6\u786e\u6027\u3002<\/span><\/p>\n

\u53ef\u6269\u5c55\u6027：\u7cfb\u7edf\u652f\u6301\u591a\u79cd\u8840\u7ec6\u80de\u7684\u8bc6\u522b\u548c\u6269\u5c55\u3002\u901a\u8fc7\u589e\u52a0\u65b0\u7684\u8840\u7ec6\u80de\u6570\u636e\u96c6\u548c\u8bad\u7ec3\u6a21\u578b，\u7cfb\u7edf\u53ef\u4ee5\u8f7b\u677e\u5730\u6269\u5c55\u8bc6\u522b\u8303\u56f4，\u6ee1\u8db3\u66f4\u591a\u5b9e\u9645\u5e94\u7528\u7684\u9700\u6c42\u3002<\/span><\/p>\n

\u7528\u6237\u53cb\u597d\u6027：\u7cfb\u7edf\u63d0\u4f9b\u4e86\u53cb\u597d\u7684\u7528\u6237\u754c\u9762\u548c\u4ea4\u4e92\u65b9\u5f0f\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u7b80\u5355\u7684\u64cd\u4f5c\u5373\u53ef\u5b9e\u73b0\u8840\u7ec6\u80de\u7684\u6355\u6349\u548c\u8bc6\u522b，\u5e76\u76f4\u89c2\u5730\u770b\u5230\u8bc6\u522b\u7ed3\u679c\u3002\u540c\u65f6，\u7cfb\u7edf\u8fd8\u652f\u6301\u591a\u79cd\u8f93\u51fa\u65b9\u5f0f（\u5982\u56fe\u5f62\u5316\u3001\u6587\u5b57\u7b49），\u65b9\u4fbf\u7528\u6237\u67e5\u770b\u548c\u7ba1\u7406\u8bc6\u522b\u7ed3\u679c\u3002<\/span><\/p>\n

\u8de8\u5e73\u53f0\u6027：\u7cfb\u7edf\u57fa\u4e8e<\/span>Python<\/span>\u5f00\u53d1，\u5177\u6709\u8de8\u5e73\u53f0\u7684\u7279\u6027\u3002\u8fd9\u610f\u5473\u7740\u7cfb\u7edf\u53ef\u4ee5\u5728\u591a\u79cd\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u8fd0\u884c，\u5305\u62ec<\/span>Windows<\/span>\u3001<\/span>Linux<\/span>\u548c<\/span>MacOS<\/span>\u7b49\u3002\u8fd9\u4e3a\u7cfb\u7edf\u7684\u90e8\u7f72\u548c\u5e94\u7528\u63d0\u4f9b\u4e86\u6781\u5927\u7684\u4fbf\u5229\u3002<\/span><\/p>\n

\n

1.4<\/span>\u7814\u7a76\u5185\u5bb9<\/span><\/p>\n

\u6570\u636e\u91c7\u96c6\u4e0e\u9884\u5904\u7406：\u4e3a\u4e86\u8bad\u7ec3<\/span>YOLO11<\/span>\u6a21\u578b\u8fdb\u884c\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570，\u9700\u8981\u6536\u96c6\u5927\u91cf\u7684\u8840\u7ec6\u80de\u6570\u636e\u96c6\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u5e94\u5305\u542b\u4e0d\u540c\u79cd\u7c7b\u3001\u4e0d\u540c\u89d2\u5ea6\u548c\u4e0d\u540c\u5149\u7167\u6761\u4ef6\u4e0b\u7684\u8840\u7ec6\u80de\u56fe\u50cf\u6216\u89c6\u9891\u3002\u540c\u65f6，\u8fd8\u9700\u8981\u5bf9\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406，\u5305\u62ec\u56fe\u50cf\u589e\u5f3a\u3001\u6807\u6ce8\u7b49，\u4ee5\u63d0\u9ad8\u6570\u636e\u7684\u591a\u6837\u6027\u548c\u8d28\u91cf\u3002<\/span><\/p>\n

\u6a21\u578b\u9009\u62e9\u4e0e\u8bad\u7ec3：\u5728\u9009\u62e9<\/span>YOLO11<\/span>\u4f5c\u4e3a\u8840\u7ec6\u80de\u8bc6\u522b\u7684\u6838\u5fc3\u6a21\u578b\u540e，\u9700\u8981\u5bf9\u5176\u8fdb\u884c\u8bad\u7ec3\u3002\u8bad\u7ec3\u8fc7\u7a0b\u4e2d，\u9700\u8981\u8bbe\u7f6e\u5408\u9002\u7684\u8d85\u53c2\u6570（\u5982\u5b66\u4e60\u7387\u3001\u6279\u5927\u5c0f\u7b49），\u5e76\u91c7\u7528\u4f18\u5316\u7684\u8bad\u7ec3\u7b56\u7565（\u5982\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u3001\u6743\u91cd\u8870\u51cf\u7b49）\u6765\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\u3002\u540c\u65f6，\u8fd8\u9700\u8981\u5bf9\u8bad\u7ec3\u8fc7\u7a0b\u8fdb\u884c\u76d1\u63a7\u548c\u8c03\u6574，\u4ee5\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u51c6\u786e\u5730\u8bc6\u522b\u8840\u7ec6\u80de\u3002<\/span><\/p>\n

\u7279\u5f81\u63d0\u53d6\u4e0e\u5206\u7c7b：\u5728\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\u540e，\u9700\u8981\u5229\u7528<\/span>YOLO11<\/span>\u6a21\u578b\u5bf9\u8f93\u5165\u7684\u8840\u7ec6\u80de\u56fe\u50cf\u6216\u89c6\u9891\u8fdb\u884c\u7279\u5f81\u63d0\u53d6\u548c\u5206\u7c7b\u3002\u7279\u5f81\u63d0\u53d6\u8fc7\u7a0b\u4e2d，\u9700\u8981\u63d0\u53d6\u51fa\u8840\u7ec6\u80de\u7684\u8f6e\u5ed3\u3001\u7eb9\u7406\u7b49\u5173\u952e\u4fe1\u606f；\u5206\u7c7b\u8fc7\u7a0b\u4e2d，\u5219\u9700\u8981\u5229\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5（\u5982<\/span>SVM<\/span>\u3001<\/span>KNN<\/span>\u7b49）\u5bf9\u63d0\u53d6\u7684\u7279\u5f81\u8fdb\u884c\u5206\u7c7b\u8bc6\u522b\u3002\u901a\u8fc7\u4e0d\u65ad\u4f18\u5316\u7279\u5f81\u63d0\u53d6\u548c\u5206\u7c7b\u7b97\u6cd5，\u53ef\u4ee5\u63d0\u9ad8\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7684\u51c6\u786e\u6027\u548c\u9c81\u68d2\u6027\u3002<\/span><\/p>\n

\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0：\u5728\u5b8c\u6210\u6a21\u578b\u8bad\u7ec3\u548c\u7279\u5f81\u63d0\u53d6\u540e，\u9700\u8981\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e00\u4e2a\u5b8c\u6574\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf\u3002\u7cfb\u7edf\u5e94\u5305\u62ec\u5b9e\u65f6\u89c6\u9891\u6355\u83b7\u3001\u8840\u7ec6\u80de\u68c0\u6d4b\u548c\u8bc6\u522b\u4ee5\u53ca\u7ed3\u679c\u5c55\u793a\u7b49\u529f\u80fd\u6a21\u5757\u3002\u540c\u65f6，\u8fd8\u9700\u8981\u8003\u8651\u7cfb\u7edf\u7684\u6027\u80fd\u4f18\u5316\u548c\u7528\u6237\u4f53\u9a8c\u8bbe\u8ba1\u7b49\u65b9\u9762\u7684\u95ee\u9898\u3002\u4f8b\u5982，\u53ef\u4ee5\u901a\u8fc7\u4f18\u5316\u7b97\u6cd5\u548c\u786c\u4ef6\u52a0\u901f\u7b49\u624b\u6bb5\u63d0\u9ad8\u7cfb\u7edf\u7684\u5b9e\u65f6\u6027\u548c\u51c6\u786e\u6027；\u901a\u8fc7\u8bbe\u8ba1\u53cb\u597d\u7684\u7528\u6237\u754c\u9762\u548c\u4ea4\u4e92\u65b9\u5f0f\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u7b49\u3002<\/span><\/p>\n

\u7cfb\u7edf\u6d4b\u8bd5\u4e0e\u8bc4\u4f30：\u5728\u7cfb\u7edf\u5b9e\u73b0\u5b8c\u6210\u540e，\u9700\u8981\u5bf9\u5176\u8fdb\u884c\u6d4b\u8bd5\u548c\u8bc4\u4f30\u3002\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d，\u9700\u8981\u6a21\u62df\u5404\u79cd\u5b9e\u9645\u5e94\u7528\u573a\u666f\u548c\u6761\u4ef6\u6765\u9a8c\u8bc1\u7cfb\u7edf\u7684\u6027\u80fd\u548c\u51c6\u786e\u6027；\u8bc4\u4f30\u8fc7\u7a0b\u4e2d，\u5219\u9700\u8981\u5229\u7528\u6d4b\u8bd5\u6570\u636e\u96c6\u548c\u8bc4\u4ef7\u6307\u6807\u5bf9\u7cfb\u7edf\u7684\u6027\u80fd\u8fdb\u884c\u91cf\u5316\u5206\u6790\u548c\u6bd4\u8f83\u3002\u901a\u8fc7\u6d4b\u8bd5\u548c\u8bc4\u4f30\u53ef\u4ee5\u53ca\u65f6\u53d1\u73b0\u7cfb\u7edf\u4e2d\u7684\u95ee\u9898\u548c\u4e0d\u8db3，\u5e76\u8fdb\u884c\u76f8\u5e94\u7684\u6539\u8fdb\u548c\u4f18\u5316\u3002<\/span><\/p>\n

\n

1.5<\/span>\u8bba\u6587\u7ed3\u6784<\/span><\/p>\n

\n

\u56fe1-1\u8bba\u6587\u7ed3\u6784\u56fe<\/p>\n

\u672c\u6587\u7684\u7ed3\u6784\u5982\u4e0a\u56fe\u6240\u793a，\u76f8\u5173\u6280\u672f\u4ecb\u7ecd\u4e3b\u8981\u4ecb\u7ecd\u4e86\u7cfb\u7edf\u7684\u5f00\u53d1\u5de5\u5177\u548c\u524d\u540e\u53f0\u6846\u67b6，\u722c\u866b\u6280\u672f\u3001\u5206\u5e03\u5f0f\u67b6\u6784\u7406\u8bba\u7b49，\u7cfb\u7edf\u8bbe\u8ba1\u5305\u62ec\u6d41\u7a0b\u8bbe\u8ba1\u4e0e\u6570\u636e\u5e93\u8bbe\u8ba1\u7b49\u3002<\/span><\/p>\n

\n

\n

\u00a0 <\/p>\n

\n

2 \u76f8\u5173\u6280\u672f\u4ecb\u7ecd<\/p>\n

2.1 python<\/span>\u4ecb\u7ecd<\/span><\/p>\n

Python<\/span>\u662f\u4e00\u79cd\u9ad8\u7ea7\u7f16\u7a0b\u8bed\u8a00，\u4ee5\u5176\u7b80\u6d01\u7684\u8bed\u6cd5\u3001\u5f3a\u5927\u7684\u529f\u80fd\u548c\u4e30\u5bcc\u7684\u6807\u51c6\u5e93\u800c\u8457\u79f0\u3002\u5b83\u7531\u8377\u5170\u56fd\u5bb6\u6570\u5b66\u4e0e\u8ba1\u7b97\u673a\u79d1\u5b66\u7814\u7a76\u4e2d\u5fc3\u7684\u5409\u591a<\/span>\u00b7<\/span>\u8303\u7f57\u82cf\u59c6\u4e8e<\/span>1990<\/span>\u5e74\u4ee3\u521d\u8bbe\u8ba1，\u65e8\u5728\u6210\u4e3a<\/span>ABC<\/span>\u8bed\u8a00\u7684\u66ff\u4ee3\u54c1\u3002<\/span>Python<\/span>\u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u9ad8\u7ea7\u6570\u636e\u7ed3\u6784，\u652f\u6301\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b，\u5e76\u5177\u5907\u52a8\u6001\u7c7b\u578b\u548c\u89e3\u91ca\u578b\u8bed\u8a00\u7684\u7279\u6027，\u4f7f\u5176\u6210\u4e3a\u591a\u6570\u5e73\u53f0\u4e0a\u5199\u811a\u672c\u548c\u5feb\u901f\u5f00\u53d1\u5e94\u7528\u7684\u7406\u60f3\u9009\u62e9\u3002<\/span><\/p>\n

Python<\/span>\u8bed\u6cd5\u7b80\u6d01，\u91c7\u7528\u7f29\u8fdb\u8868\u793a\u4ee3\u7801\u5757，\u907f\u514d\u4e86\u590d\u6742\u7684\u62ec\u53f7\u548c\u5173\u952e\u5b57，\u4f7f\u5f97\u4ee3\u7801\u66f4\u52a0\u6e05\u6670\u6613\u8bfb\u3002<\/span>Python<\/span>\u62e5\u6709\u4e30\u5bcc\u7684\u6807\u51c6\u5e93\u548c\u7b2c\u4e09\u65b9\u5e93，\u51e0\u4e4e\u8986\u76d6\u4e86\u6240\u6709\u5e38\u89c1\u7684\u7f16\u7a0b\u4efb\u52a1，\u5982\u7f51\u7edc\u7f16\u7a0b\u3001\u6587\u672c\u5904\u7406\u3001\u6570\u636e\u5e93\u64cd\u4f5c\u3001\u56fe\u5f62\u754c\u9762\u5f00\u53d1\u7b49\u3002<\/span>Python<\/span>\u53ef\u4ee5\u5728\u591a\u79cd\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u8fd0\u884c，\u5305\u62ec<\/span>Windows<\/span>\u3001<\/span>Linux<\/span>\u3001<\/span>MacOS<\/span>\u7b49，\u5177\u6709\u826f\u597d\u7684\u8de8\u5e73\u53f0\u517c\u5bb9\u6027\u3002<\/span>Python<\/span>\u5b8c\u5168\u652f\u6301\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b，\u63d0\u4f9b\u4e86\u7c7b\u3001\u7ee7\u627f\u3001\u591a\u6001\u7b49\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u7684\u57fa\u672c\u6982\u5ff5\u3002<\/span>Python<\/span>\u91c7\u7528\u52a8\u6001\u7c7b\u578b\u7cfb\u7edf，\u53ef\u4ee5\u5728\u8fd0\u884c\u65f6\u786e\u5b9a\u53d8\u91cf\u7684\u7c7b\u578b，\u63d0\u9ad8\u4e86\u4ee3\u7801\u7684\u7075\u6d3b\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002<\/span><\/p>\n

\u5728\u57fa\u4e8e<\/span>YOLO<\/span>\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0\u4e2d，<\/span>Python<\/span>\u8bed\u8a00\u7684\u4f18\u52bf\u5f97\u5230\u4e86\u5145\u5206\u4f53\u73b0\u3002\u7cfb\u7edf\u5229\u7528<\/span>Python<\/span>\u7684\u7b80\u6d01\u8bed\u6cd5\u548c\u5f3a\u5927\u529f\u80fd，\u5b9e\u73b0\u4e86\u5b9e\u65f6\u89c6\u9891\u6355\u83b7\u3001\u8840\u7ec6\u80de\u68c0\u6d4b\u548c\u8bc6\u522b\u7b49\u529f\u80fd\u3002\u540c\u65f6，<\/span>Python<\/span>\u7684\u8de8\u5e73\u53f0\u6027\u4f7f\u5f97\u7cfb\u7edf\u53ef\u4ee5\u5728\u591a\u79cd\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u8fd0\u884c，\u63d0\u9ad8\u4e86\u7cfb\u7edf\u7684\u9002\u7528\u6027\u548c\u7075\u6d3b\u6027\u3002<\/span><\/p>\n

\n

2.2 <\/span>PyQt5\u4ecb\u7ecd<\/span><\/p>\n

PyQt5<\/span>\u662f\u4e00\u4e2a\u7528\u4e8e\u521b\u5efa\u56fe\u5f62\u7528\u6237\u754c\u9762（<\/span>GUI<\/span>）\u7684<\/span>Python<\/span>\u5e93，\u5b83\u57fa\u4e8e\u8de8\u5e73\u53f0\u7684<\/span>Qt<\/span>\u5e93，\u652f\u6301<\/span>Windows<\/span>\u3001<\/span>MacOS<\/span>\u548c<\/span>Linux<\/span>\u7b49\u64cd\u4f5c\u7cfb\u7edf\u3002<\/span>PyQt5<\/span>\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u63a7\u4ef6\u96c6\u548c\u76f4\u89c2\u7684<\/span>API<\/span>，\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u4f7f\u7528<\/span>Python<\/span>\u8f7b\u677e\u521b\u5efa\u8de8\u5e73\u53f0\u7684\u684c\u9762\u5e94\u7528\u7a0b\u5e8f\u3002<\/span><\/p>\n

PyQt5<\/span>\u7684\u4e3b\u8981\u7279\u70b9\u5305\u62ec：<\/span>PyQt5<\/span>\u53ef\u4ee5\u5728\u591a\u4e2a\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u8fd0\u884c，\u65e0\u9700\u5bf9\u4ee3\u7801\u8fdb\u884c\u5927\u91cf\u4fee\u6539\u5373\u53ef\u5b9e\u73b0\u8de8\u5e73\u53f0\u90e8\u7f72\u3002<\/span>PyQt5<\/span>\u63d0\u4f9b\u4e86\u4e00\u6574\u5957\u79cd\u7c7b\u9f50\u5168\u7684\u7a97\u53e3\u63a7\u4ef6，\u5982\u6309\u94ae\u3001\u6807\u7b7e\u3001\u6587\u672c\u6846\u3001\u590d\u9009\u6846\u7b49，\u6ee1\u8db3\u4e86\u5f00\u53d1\u8005\u521b\u5efa\u5404\u79cd<\/span>GUI<\/span>\u5e94\u7528\u7684\u9700\u6c42\u3002<\/span>PyQt5<\/span>\u91c7\u7528\u4e86\u4fe1\u53f7\u548c\u69fd\u7684\u901a\u4fe1\u673a\u5236，\u7b80\u5316\u4e86\u4e8b\u4ef6\u5904\u7406\u548c\u7ec4\u4ef6\u95f4\u7684\u4ea4\u4e92，\u63d0\u9ad8\u4e86\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u3002<\/span>PyQt5<\/span>\u7531\u591a\u4e2a\u6a21\u5757\u7ec4\u6210，\u5982<\/span>QtCore<\/span>\u3001<\/span>QtGui<\/span>\u3001<\/span>QtWidgets<\/span>\u7b49，\u6bcf\u4e2a\u6a21\u5757\u8d1f\u8d23\u4e0d\u540c\u7684\u529f\u80fd，\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u9700\u8981\u9009\u62e9\u76f8\u5e94\u7684\u6a21\u5757\u8fdb\u884c\u5f00\u53d1\u3002<\/span>Python<\/span>\u8bed\u8a00\u7684\u7b80\u6d01\u6027\u548c<\/span>PyQt5<\/span>\u7684\u76f4\u89c2<\/span>API<\/span>\u4f7f\u5f97\u5165\u95e8\u76f8\u5bf9\u5bb9\u6613，\u5f00\u53d1\u8005\u53ef\u4ee5\u5feb\u901f\u4e0a\u624b\u5e76\u521b\u5efa\u51fa\u529f\u80fd\u5f3a\u5927\u7684<\/span>GUI<\/span>\u5e94\u7528\u3002<\/span><\/p>\n

\u5728\u57fa\u4e8e<\/span>YOLO<\/span>\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0\u4e2d，<\/span>PyQt5<\/span>\u88ab\u7528\u4e8e\u521b\u5efa\u56fe\u5f62\u7528\u6237\u754c\u9762\u3002\u7cfb\u7edf\u901a\u8fc7<\/span>PyQt5<\/span>\u63d0\u4f9b\u7684\u63a7\u4ef6\u96c6\u548c\u4fe1\u53f7\u69fd\u673a\u5236，\u5b9e\u73b0\u4e86\u5b9e\u65f6\u89c6\u9891\u663e\u793a\u3001\u8840\u7ec6\u80de\u8bc6\u522b\u7ed3\u679c\u5c55\u793a\u7b49\u529f\u80fd\u3002\u540c\u65f6，<\/span>PyQt5<\/span>\u7684\u8de8\u5e73\u53f0\u6027\u4f7f\u5f97\u7cfb\u7edf\u53ef\u4ee5\u5728\u591a\u79cd\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u8fd0\u884c，\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u66f4\u52a0\u4fbf\u6377\u548c\u4e00\u81f4\u7684\u64cd\u4f5c\u4f53\u9a8c\u3002<\/span><\/p>\n

2.3 <\/span>YOLO11\u7b97\u6cd5<\/p>\n

YOLO<\/span>（<\/span>You Only Look Once<\/span>）\u7cfb\u5217\u7b97\u6cd5\u662f\u76ee\u6807\u68c0\u6d4b\u9886\u57df\u7684\u4e00\u79cd\u5148\u8fdb\u65b9\u6cd5，\u5b83\u4ee5\u9ad8\u6548\u3001\u51c6\u786e\u548c\u5b9e\u65f6\u6027\u8457\u79f0\u3002<\/span>YOLO11<\/span>\u4f5c\u4e3a<\/span>YOLO<\/span>\u7cfb\u5217\u7684\u6700\u65b0\u4e00\u4ee3\u6a21\u578b，\u901a\u8fc7\u5f15\u5165\u4e00\u81f4\u7684\u53cc\u91cd\u5206\u914d\u7b56\u7565\u548c\u65e0<\/span>NMS<\/span>\u8bad\u7ec3\u7b49\u6280\u672f，\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u6a21\u578b\u7684\u6027\u80fd\u548c\u6548\u7387\u3002<\/span><\/p>\n

YOLO11<\/span>\u5728\u4fdd\u6301\u9ad8\u51c6\u786e\u7387\u7684\u540c\u65f6，\u5b9e\u73b0\u4e86\u6781\u4f4e\u7684\u5ef6\u8fdf\u548c\u8ba1\u7b97\u91cf，\u4f7f\u5f97\u6a21\u578b\u53ef\u4ee5\u5728\u5b9e\u65f6\u5e94\u7528\u4e2d\u9ad8\u6548\u8fd0\u884c\u3002\u901a\u8fc7\u4f18\u5316\u6a21\u578b\u7ed3\u6784\u548c\u8bad\u7ec3\u7b56\u7565，<\/span>YOLO11<\/span>\u5728\u76f8\u540c\u6027\u80fd\u4e0b\u5b9e\u73b0\u4e86\u66f4\u4f4e\u7684\u5ef6\u8fdf，\u63d0\u9ad8\u4e86\u5b9e\u65f6\u5e94\u7528\u7684\u54cd\u5e94\u901f\u5ea6\u3002<\/span>YOLO11<\/span>\u91c7\u7528\u4e86\u65e0<\/span>NMS<\/span>\u8bad\u7ec3\u7b56\u7565，\u907f\u514d\u4e86\u4f20\u7edf\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u4e2d\u7e41\u7410\u7684\u975e\u6781\u5927\u503c\u6291\u5236（<\/span>NMS<\/span>）\u6b65\u9aa4，\u7b80\u5316\u4e86\u6a21\u578b\u7684\u540e\u5904\u7406\u8fc7\u7a0b\u3002<\/span>YOLO11<\/span>\u5f15\u5165\u4e86\u4e00\u81f4\u7684\u53cc\u91cd\u5206\u914d\u7b56\u7565，\u4f7f\u5f97\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u80fd\u591f\u540c\u65f6\u4eab\u53d7\u4e00\u5bf9\u591a\u548c\u4e00\u5bf9\u4e00\u5206\u914d\u7684\u4f18\u52bf，\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u548c\u9c81\u68d2\u6027\u3002<\/span><\/p>\n

\u5728\u57fa\u4e8e<\/span>YOLO<\/span>\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0\u4e2d，<\/span>YOLO11<\/span>\u7b97\u6cd5\u88ab\u7528\u4e8e\u5b9e\u73b0\u8840\u7ec6\u80de\u7684\u5b9e\u65f6\u68c0\u6d4b\u548c\u8bc6\u522b\u3002\u7cfb\u7edf\u901a\u8fc7\u8bad\u7ec3<\/span>YOLO11<\/span>\u6a21\u578b，\u5b9e\u73b0\u4e86\u5bf9\u590d\u6742\u8840\u7ec6\u80de\u7684\u51c6\u786e\u8bc6\u522b\u3002\u540c\u65f6，<\/span>YOLO11<\/span>\u7684\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u6027\u80fd\u4f7f\u5f97\u7cfb\u7edf\u80fd\u591f\u5728\u5b9e\u65f6\u5e94\u7528\u4e2d\u4fdd\u6301\u9ad8\u6548\u7684\u8fd0\u884c\u901f\u5ea6\u548c\u51c6\u786e\u7684\u8bc6\u522b\u7ed3\u679c\u3002<\/span><\/p>\n

\n

2.4 <\/span>GUI<\/p>\n

\u56fe\u5f62\u7528\u6237\u754c\u9762（<\/span>GUI<\/span>）\u662f\u57fa\u4e8e<\/span>YOLO<\/span>\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002<\/span>GUI<\/span>\u8bbe\u8ba1\u7684\u597d\u574f\u76f4\u63a5\u5f71\u54cd\u5230\u7528\u6237\u4f53\u9a8c\u548c\u7cfb\u7edf\u64cd\u4f5c\u7684\u4fbf\u6377\u6027\u3002\u5728\u57fa\u4e8e<\/span>YOLO<\/span>\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0\u4e2d，<\/span>GUI<\/span>\u8bbe\u8ba1\u4e3b\u8981\u8003\u8651\u4e86\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762：\u754c\u9762\u5e03\u5c40\u5408\u7406，\u529f\u80fd\u533a\u57df\u6e05\u6670\u660e\u4e86，\u65b9\u4fbf\u7528\u6237\u5feb\u901f\u627e\u5230\u6240\u9700\u7684\u529f\u80fd\u3002<\/span><\/p>\n

\u6839\u636e\u7cfb\u7edf\u529f\u80fd\u548c\u7528\u6237\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u63a7\u4ef6，\u5982\u6309\u94ae\u3001\u6807\u7b7e\u3001\u6587\u672c\u6846\u7b49，\u4f7f\u5f97\u7528\u6237\u53ef\u4ee5\u65b9\u4fbf\u5730\u4e0e\u7cfb\u7edf\u8fdb\u884c\u4ea4\u4e92：<\/span>GUI<\/span>\u8bbe\u8ba1\u9700\u8981\u8003\u8651\u5230\u5b9e\u65f6\u6027\u8981\u6c42，\u786e\u4fdd\u7cfb\u7edf\u80fd\u591f\u5728\u5b9e\u65f6\u5e94\u7528\u4e2d\u4fdd\u6301\u9ad8\u6548\u8fd0\u884c\u548c\u51c6\u786e\u8bc6\u522b\u3002：<\/span>GUI<\/span>\u8bbe\u8ba1\u9700\u8981\u6ce8\u91cd\u7528\u6237\u53cb\u597d\u6027，\u63d0\u4f9b\u7b80\u6d01\u660e\u4e86\u7684\u64cd\u4f5c\u63d0\u793a\u548c\u53cd\u9988\u673a\u5236，\u964d\u4f4e\u7528\u6237\u7684\u5b66\u4e60\u6210\u672c\u548c\u63d0\u9ad8\u7cfb\u7edf\u7684\u6613\u7528\u6027\u3002<\/span><\/p>\n

\u5728\u5177\u4f53\u5b9e\u73b0\u4e0a，\u7cfb\u7edf\u91c7\u7528\u4e86<\/span>PyQt5<\/span>\u5e93\u8fdb\u884c<\/span>GUI<\/span>\u5f00\u53d1\u3002\u901a\u8fc7<\/span>PyQt5<\/span>\u63d0\u4f9b\u7684\u63a7\u4ef6\u96c6\u548c\u4fe1\u53f7\u69fd\u673a\u5236，\u7cfb\u7edf\u5b9e\u73b0\u4e86\u5b9e\u65f6\u89c6\u9891\u663e\u793a\u3001\u8840\u7ec6\u80de\u8bc6\u522b\u7ed3\u679c\u5c55\u793a\u7b49\u529f\u80fd\u3002\u540c\u65f6，\u7cfb\u7edf\u8fd8\u901a\u8fc7\u4f18\u5316\u7b97\u6cd5\u548c\u786c\u4ef6\u52a0\u901f\u7b49\u624b\u6bb5\u63d0\u9ad8\u4e86\u5b9e\u65f6\u6027\u548c\u51c6\u786e\u6027\u3002\u5728\u754c\u9762\u5e03\u5c40\u4e0a，\u7cfb\u7edf\u91c7\u7528\u4e86\u7b80\u6d01\u660e\u4e86\u7684\u98ce\u683c，\u5c06\u529f\u80fd\u533a\u57df\u5212\u5206\u4e3a\u5b9e\u65f6\u89c6<\/span>\u9891\u663e\u793a\u533a\u3001<\/span><\/span>\u8840\u7ec6\u80de<\/span><\/span>\u8bc6\u522b\u7ed3\u679c\u5c55\u793a\u533a\u548c\u64cd\u4f5c\u63a7\u5236\u533a\u7b49\u90e8\u5206，\u65b9\u4fbf\u7528\u6237\u8fdb\u884c\u64cd\u4f5c\u548c\u7ba1\u7406\u3002<\/span><\/span><\/p>\n<\/p>\n

3 \u9700\u6c42\u5206\u6790<\/p>\n

\u672c\u7ae0\u4e3b\u8981\u9996\u5148\u5bf9\u7cfb\u7edf\u5f00\u53d1\u7684\u53ef\u884c\u6027\u8fdb\u884c\u5206\u6790，\u7136\u540e\u518d\u5bf9\u6574\u4f53\u7684\u7cfb\u7edf\u5f00\u53d1\u6d41\u7a0b\u548c\u7528\u6237\u6ce8\u518c\u767b\u5f55\u6d41\u7a0b\u4ee5\u53ca\u529f\u80fd\u6d41\u7a0b\u8fdb\u884c\u5206\u6790\u3002<\/span><\/p>\n

3.1<\/span>\u53ef\u884c\u6027\u5206\u6790<\/span><\/p>\n

\u5728\u7740\u624b\u5f00\u53d1\u57fa\u4e8e<\/span>YOLO<\/span>\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0\u4e4b\u524d，\u8fdb\u884c\u53ef\u884c\u6027\u5206\u6790\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002\u53ef\u884c\u6027\u5206\u6790\u65e8\u5728\u8bc4\u4f30\u9879\u76ee\u7684\u53ef\u884c\u6027，\u5305\u62ec\u6280\u672f\u53ef\u884c\u6027\u3001\u7ecf\u6d4e\u53ef\u884c\u6027\u548c\u64cd\u4f5c\u53ef\u884c\u6027\u3002<\/span><\/p>\n

（<\/span>1<\/span>）\u6280\u672f\u53ef\u884c\u6027：<\/span><\/p>\n

\u6280\u672f\u53ef\u884c\u6027\u4e3b\u8981\u8003\u5bdf\u9879\u76ee\u5728\u6280\u672f\u4e0a\u662f\u5426\u53ef\u4ee5\u5b9e\u73b0\u3002\u5bf9\u4e8e\u57fa\u4e8e<\/span>YOLO<\/span>\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0，\u6280\u672f\u53ef\u884c\u6027\u5206\u6790\u9700\u8981\u8003\u8651\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762：<\/span><\/p>\n

YOLO11<\/span>\u7b97\u6cd5\u4f5c\u4e3a\u5f53\u524d\u5148\u8fdb\u7684\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5，\u5176\u5b9e\u73b0\u9700\u8981\u4e00\u5b9a\u7684\u6280\u672f\u50a8\u5907\u3002\u7136\u800c，\u7531\u4e8e<\/span>YOLO11<\/span>\u7b97\u6cd5\u7684\u5f00\u6e90\u6027\u548c\u4e30\u5bcc\u7684\u6587\u6863\u8d44\u6e90，\u4f7f\u5f97\u5176\u5728\u6280\u672f\u4e0a\u662f\u53ef\u884c\u7684\u3002\u540c\u65f6，<\/span>Python<\/span>\u4f5c\u4e3a\u4e00\u79cd\u9ad8\u7ea7\u7f16\u7a0b\u8bed\u8a00，\u5177\u6709\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u548c\u7b97\u6cd5\u5b9e\u73b0\u80fd\u529b，\u4e3a<\/span>YOLO11<\/span>\u7b97\u6cd5\u7684\u5b9e\u73b0\u63d0\u4f9b\u4e86\u6709\u529b\u7684\u652f\u6301\u3002\u7cfb\u7edf\u7684\u5b9e\u65f6\u6027\u8981\u6c42\u8f83\u9ad8\u7684\u8ba1\u7b97\u80fd\u529b\u548c\u56fe\u50cf\u5904\u7406\u901f\u5ea6\u3002\u73b0\u4ee3\u8ba1\u7b97\u673a\u786c\u4ef6\u7684\u5feb\u901f\u53d1\u5c55，\u7279\u522b\u662f<\/span>GPU<\/span>\u7684\u666e\u53ca，\u4e3a\u7cfb\u7edf\u63d0\u4f9b\u4e86\u8db3\u591f\u7684\u8ba1\u7b97\u8d44\u6e90\u3002\u56e0\u6b64，\u5728\u786c\u4ef6\u65b9\u9762，\u7cfb\u7edf\u7684\u5b9e\u73b0\u4e5f\u662f\u53ef\u884c\u7684\u3002<\/span>Python<\/span>\u4f5c\u4e3a\u4e00\u79cd\u5e7f\u6cdb\u4f7f\u7528\u7684\u7f16\u7a0b\u8bed\u8a00，\u62e5\u6709\u4e30\u5bcc\u7684\u5e93\u548c\u5de5\u5177，\u5982<\/span>OpenCV<\/span>\u3001<\/span>PyQt5<\/span>\u7b49，\u8fd9\u4e9b\u5e93\u548c\u5de5\u5177\u4e3a\u7cfb\u7edf\u7684\u5f00\u53d1\u63d0\u4f9b\u4e86\u6781\u5927\u7684\u4fbf\u5229\u3002\u6b64\u5916，<\/span>Python<\/span>\u7684\u8de8\u5e73\u53f0\u6027\u4e5f\u4f7f\u5f97\u7cfb\u7edf\u53ef\u4ee5\u5728\u591a\u79cd\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u8fd0\u884c，\u63d0\u9ad8\u4e86\u7cfb\u7edf\u7684\u9002\u7528\u6027\u3002<\/span><\/p>\n

（<\/span>2<\/span>）\u7ecf\u6d4e\u53ef\u884c\u6027：<\/span><\/p>\n

\u7ecf\u6d4e\u53ef\u884c\u6027\u4e3b\u8981\u8003\u5bdf\u9879\u76ee\u7684\u6210\u672c\u6548\u76ca\u3002\u5bf9\u4e8e\u57fa\u4e8e<\/span>YOLO<\/span>\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0，\u7ecf\u6d4e\u53ef\u884c\u6027\u5206\u6790\u9700\u8981\u8003\u8651\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762：\u7cfb\u7edf\u7684\u5f00\u53d1\u6210\u672c\u5305\u62ec\u4eba\u529b\u6210\u672c\u3001\u786c\u4ef6\u6210\u672c\u548c\u8f6f\u4ef6\u6210\u672c\u3002\u7531\u4e8e<\/span>Python<\/span>\u7684\u5f00\u6e90\u6027\u548c\u4e30\u5bcc\u7684\u6587\u6863\u8d44\u6e90，\u53ef\u4ee5\u5927\u5927\u964d\u4f4e\u8f6f\u4ef6\u6210\u672c\u3002\u540c\u65f6，\u73b0\u4ee3\u8ba1\u7b97\u673a\u786c\u4ef6\u7684\u4ef7\u683c\u4e5f\u76f8\u5bf9\u8f83\u4f4e，\u4f7f\u5f97\u786c\u4ef6\u6210\u672c\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u5185\u3002\u56e0\u6b64，\u4ece\u5f00\u53d1\u6210\u672c\u6765\u770b，\u7cfb\u7edf\u7684\u5b9e\u73b0\u662f\u7ecf\u6d4e\u53ef\u884c\u7684\u3002\u7cfb\u7edf\u7684\u8fd0\u8425\u7ef4\u62a4\u6210\u672c\u5305\u62ec\u4eba\u5458\u57f9\u8bad\u3001\u7cfb\u7edf\u66f4\u65b0\u548c\u6545\u969c\u5904\u7406\u7b49\u65b9\u9762\u3002\u7531\u4e8e<\/span>Python<\/span>\u7684\u6613\u5b66\u6027\u548c\u4e30\u5bcc\u7684\u6587\u6863\u8d44\u6e90，\u53ef\u4ee5\u5927\u5927\u964d\u4f4e\u4eba\u5458\u57f9\u8bad\u6210\u672c\u3002\u6b64\u5916，\u7cfb\u7edf\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\u548c\u53ef\u6269\u5c55\u6027\u4e5f\u4f7f\u5f97\u7cfb\u7edf\u66f4\u65b0\u548c\u6545\u969c\u5904\u7406\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u548c\u9ad8\u6548\u3002\u56e0\u6b64，\u4ece\u8fd0\u8425\u7ef4\u62a4\u6210\u672c\u6765\u770b，\u7cfb\u7edf\u7684\u5b9e\u73b0\u4e5f\u662f\u7ecf\u6d4e\u53ef\u884c\u7684\u3002<\/span><\/p>\n

（<\/span>3<\/span>）\u64cd\u4f5c\u53ef\u884c\u6027：<\/span><\/p>\n

\u64cd\u4f5c\u53ef\u884c\u6027\u4e3b\u8981\u8003\u5bdf\u9879\u76ee\u662f\u5426\u6613\u4e8e\u64cd\u4f5c\u548c\u4f7f\u7528\u3002\u5bf9\u4e8e\u57fa\u4e8e<\/span>YOLO<\/span>\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0，\u64cd\u4f5c\u53ef\u884c\u6027\u5206\u6790\u9700\u8981\u8003\u8651\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762：<\/span><\/p>\n

\u7cfb\u7edf\u7684\u754c\u9762\u8bbe\u8ba1\u9700\u8981\u7b80\u6d01\u660e\u4e86，\u6613\u4e8e\u7528\u6237\u7406\u89e3\u548c\u64cd\u4f5c\u3002\u901a\u8fc7\u5408\u7406\u7684\u5e03\u5c40\u548c\u63a7\u4ef6\u9009\u62e9，\u53ef\u4ee5\u4f7f\u5f97\u7cfb\u7edf\u66f4\u52a0\u6613\u4e8e\u4f7f\u7528\u3002\u7cfb\u7edf\u7684\u5b9e\u65f6\u6027\u8981\u6c42\u7cfb\u7edf\u80fd\u591f\u5728\u8840\u7ec6\u80de\u51fa\u73b0\u540e\u8fc5\u901f\u7ed9\u51fa\u8bc6\u522b\u7ed3\u679c\u3002\u901a\u8fc7\u4f18\u5316\u7b97\u6cd5\u548c\u786c\u4ef6\u52a0\u901f\u7b49\u624b\u6bb5，\u53ef\u4ee5\u4f7f\u5f97\u7cfb\u7edf\u6ee1\u8db3\u5b9e\u65f6\u6027\u8981\u6c42\u3002\u7cfb\u7edf\u7684\u53ef\u6269\u5c55\u6027\u8981\u6c42\u7cfb\u7edf\u80fd\u591f\u65b9\u4fbf\u5730\u6dfb\u52a0\u65b0\u7684\u8840\u7ec6\u80de\u667a\u80fd\u8bc6\u522b\u548c\u5c55\u793a\u529f\u80fd\u3002\u901a\u8fc7\u6a21\u5757\u5316\u8bbe\u8ba1\u548c\u7075\u6d3b\u7684<\/span>API<\/span>\u63a5\u53e3，\u53ef\u4ee5\u4f7f\u5f97\u7cfb\u7edf\u66f4\u52a0\u6613\u4e8e\u6269\u5c55\u548c\u5347\u7ea7\u3002<\/span><\/p>\n

\u57fa\u4e8e<\/span>YOLO<\/span>\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0\u5728\u6280\u672f\u3001\u7ecf\u6d4e\u548c\u64cd\u4f5c\u65b9\u9762\u90fd\u662f\u53ef\u884c\u7684\u3002\u56e0\u6b64，\u6211\u4eec\u53ef\u4ee5\u7740\u624b\u8fdb\u884c\u7cfb\u7edf\u7684\u8bbe\u8ba1\u548c\u5f00\u53d1\u3002<\/span><\/p>\n

3.2 <\/span>\u975e\u529f\u80fd\u6027\u9700\u6c42\u5206\u6790<\/span><\/p>\n

\u975e\u529f\u80fd\u6027\u9700\u6c42\u662f\u7cfb\u7edf\u9664\u529f\u80fd\u9700\u6c42\u4ee5\u5916\u7684\u5176\u4ed6\u9700\u6c42，\u5b83\u4eec\u5bf9\u4e8e\u7cfb\u7edf\u7684\u6210\u529f\u5b9e\u73b0\u548c\u7528\u6237\u4f53\u9a8c\u81f3\u5173\u91cd\u8981\u3002\u5bf9\u4e8e\u57fa\u4e8e<\/span>YOLO<\/span>\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0，\u975e\u529f\u80fd\u6027\u9700\u6c42\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762：<\/span><\/p>\n

\u6027\u80fd\u9700\u6c42：\u7cfb\u7edf\u9700\u8981\u5728\u8840\u7ec6\u80de\u51fa\u73b0\u540e\u8fc5\u901f\u7ed9\u51fa\u8bc6\u522b\u7ed3\u679c，\u54cd\u5e94\u65f6\u95f4\u5e94\u63a7\u5236\u5728\u6beb\u79d2\u7ea7\u522b\u3002\u7cfb\u7edf\u9700\u8981\u80fd\u591f\u5904\u7406\u591a\u4e2a\u7528\u6237\u540c\u65f6\u64cd\u4f5c\u7684\u60c5\u51b5，\u786e\u4fdd\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u548c\u9ad8\u6548\u6027\u3002\u7cfb\u7edf\u9700\u8981\u5145\u5206\u5229\u7528\u786c\u4ef6\u8d44\u6e90，\u907f\u514d\u8d44\u6e90\u6d6a\u8d39\u548c\u6027\u80fd\u74f6\u9888\u3002<\/span><\/p>\n

\u53ef\u7528\u6027\u9700\u6c42：\u7cfb\u7edf\u7684\u754c\u9762\u8bbe\u8ba1\u9700\u8981\u7b80\u6d01\u660e\u4e86，\u6613\u4e8e\u7528\u6237\u7406\u89e3\u548c\u64cd\u4f5c\u3002\u540c\u65f6，\u7cfb\u7edf\u9700\u8981\u63d0\u4f9b\u8be6\u7ec6\u7684\u64cd\u4f5c\u6307\u5357\u548c\u5e2e\u52a9\u6587\u6863，\u964d\u4f4e\u7528\u6237\u7684\u5b66\u4e60\u6210\u672c\u3002\u7cfb\u7edf\u9700\u8981\u5177\u6709\u9ad8\u53ef\u9760\u6027，\u80fd\u591f\u5728\u5404\u79cd\u60c5\u51b5\u4e0b\u7a33\u5b9a\u8fd0\u884c，\u907f\u514d\u5d29\u6e83\u6216\u6570\u636e\u4e22\u5931\u7b49\u95ee\u9898\u3002\u7cfb\u7edf\u9700\u8981\u5177\u6709\u826f\u597d\u7684\u53ef\u7ef4\u62a4\u6027，\u65b9\u4fbf\u5f00\u53d1\u4eba\u5458\u8fdb\u884c\u7cfb\u7edf\u66f4\u65b0\u548c\u6545\u969c\u5904\u7406\u3002<\/span><\/p>\n

\u5b89\u5168\u6027\u9700\u6c42：\u7cfb\u7edf\u9700\u8981\u4fdd\u62a4\u7528\u6237\u7684\u9690\u79c1\u548c\u6570\u636e\u5b89\u5168，\u907f\u514d\u6570\u636e\u6cc4\u9732\u6216\u6ee5\u7528\u7b49\u95ee\u9898\u3002\u7cfb\u7edf\u9700\u8981\u5bf9\u7528\u6237\u8fdb\u884c\u8eab\u4efd\u9a8c\u8bc1\u548c\u8bbf\u95ee\u63a7\u5236，\u786e\u4fdd\u53ea\u6709\u5408\u6cd5\u7528\u6237\u624d\u80fd\u8bbf\u95ee\u7cfb\u7edf\u529f\u80fd\u3002<\/span><\/p>\n

\u517c\u5bb9\u6027\u9700\u6c42：\u7cfb\u7edf\u9700\u8981\u80fd\u591f\u5728\u591a\u79cd\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u8fd0\u884c，\u5305\u62ec<\/span>Windows<\/span>\u3001<\/span>MacOS<\/span>\u548c<\/span>Linux<\/span>\u7b49\u3002\u7cfb\u7edf\u9700\u8981\u80fd\u591f\u5728\u4e0d\u540c\u7c7b\u578b\u7684\u8bbe\u5907\u4e0a\u8fd0\u884c，\u5982\u7b14\u8bb0\u672c\u7535\u8111\u3001\u5e73\u677f\u7535\u8111\u548c\u667a\u80fd\u624b\u673a\u7b49\u3002<\/span><\/p>\n

3.3<\/span>\u4e3b\u8981\u6d41\u7a0b\u5206\u6790<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u8840\u7ec6\u80de\u667a\u80fd\u8bc6\u522b\u7b97\u6cd5\u7814\u7a76\u7684\u6838\u5fc3\u5728\u4e8e\u901a\u8fc7\u6444\u50cf\u5934\u5b9e\u65f6\u6355\u83b7\u57ce\u5e02\u9053\u8def\u7684\u56fe\u50cf\u4fe1\u606f，\u5e76\u5229\u7528\u5148\u8fdb\u7684\u56fe\u50cf\u5904\u7406\u6280\u672f\u548c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u7cbe\u51c6\u8bc6\u522b\u3002\u4ece\u7cfb\u7edf\u6d41\u7a0b\u7684\u89d2\u5ea6\u6765\u770b，\u8fd9\u4e00\u8fc7\u7a0b\u53ef\u4ee5\u7ec6\u81f4\u5212\u5206\u4e3a\u51e0\u4e2a\u5173\u952e\u6b65\u9aa4\u3002<\/span><\/p>\n

\u7cfb\u7edf\u9996\u5148\u542f\u52a8\u6444\u50cf\u5934\u5e76\u5b9e\u65f6\u6355\u83b7\u9053\u8def\u56fe\u50cf\u5e27\u3002\u8fd9\u4e9b\u56fe\u50cf\u5e27\u4f1a\u7ecf\u8fc7\u9884\u5904\u7406\u9636\u6bb5，\u5305\u62ec\u7070\u5ea6\u5316\u3001\u6ee4\u6ce2\u964d\u566a\u7b49\u6b65\u9aa4，\u4ee5\u6d88\u9664\u4e0d\u5fc5\u8981\u7684\u5e72\u6270\u4fe1\u606f，\u63d0\u9ad8\u540e\u7eed\u8840\u7ec6\u80de\u8bc6\u522b\u7684\u51c6\u786e\u6027\u3002\u9884\u5904\u7406\u540e\u7684\u56fe\u50cf\u5e27\u5c06\u88ab\u9001\u5165\u8840\u7ec6\u80de\u68c0\u6d4b\u6a21\u5757，\u5229\u7528<\/span>OpenCV<\/span>\u7b49\u56fe\u50cf\u5904\u7406\u5e93\u7684\u529f\u80fd，\u901a\u8fc7\u8fb9\u7f18\u68c0\u6d4b\u3001\u9608\u503c\u5206\u5272\u7b49\u6280\u672f\u624b\u6bb5，\u4ece\u56fe\u50cf\u4e2d\u51c6\u786e\u63d0\u53d6\u51fa\u8840\u7ec6\u80de\u533a\u57df\u3002<\/span><\/p>\n

\u5728\u63d0\u53d6\u51fa\u8840\u7ec6\u80de\u533a\u57df\u540e，\u7cfb\u7edf\u4f1a\u8fdb\u4e00\u6b65\u5bf9\u8840\u7ec6\u80de\u8fdb\u884c\u7279\u5f81\u63d0\u53d6\u3002\u8fd9\u4e9b\u7279\u5f81\u53ef\u80fd\u5305\u62ec\u8840\u7ec6\u80de\u533a\u57df\u7684\u8f6e\u5ed3\u3001\u9762\u79ef\u3001\u5468\u957f\u4ee5\u53ca\u5f62\u72b6\u7b49，\u5b83\u4eec\u80fd\u591f\u5168\u9762\u53cd\u6620\u8840\u7ec6\u80de\u7684\u51e0\u4f55\u548c\u5f62\u6001\u4fe1\u606f\u3002\u7cfb\u7edf\u4f1a\u5c06\u63d0\u53d6\u7684\u7279\u5f81\u8f93\u5165\u5230\u9884\u5148\u8bad\u7ec3\u597d\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4e2d，\u8fdb\u884c\u8840\u7ec6\u80de\u5206\u7c7b\u8bc6\u522b\u3002\u8fd9\u4e00\u6b65\u9aa4\u5229\u7528\u4e86<\/span>YOLO11<\/span>\u7b49\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5，\u80fd\u591f\u5b9e\u73b0\u5bf9\u591a\u79cd\u8840\u7ec6\u80de\u7c7b\u578b\u7684\u5feb\u901f\u3001\u51c6\u786e\u8bc6\u522b\u3002<\/span><\/p>\n

\u8bc6\u522b\u7ed3\u679c\u4f1a\u4ee5\u56fe\u5f62\u5316\u6216\u6587\u5b57\u5f62\u5f0f\u5c55\u793a\u7ed9\u7528\u6237，\u4ece\u800c\u5b8c\u6210\u6574\u4e2a\u8840\u7ec6\u80de\u8bc6\u522b\u6d41\u7a0b\u3002\u8fd9\u79cd\u57fa\u4e8e\u56fe\u50cf\u5904\u7406\u548c\u673a\u5668\u5b66\u4e60\u7684\u8840\u7ec6\u80de\u667a\u80fd\u8bc6\u522b\u7b97\u6cd5，\u4e0d\u4ec5\u80fd\u591f\u9ad8\u6548\u5730\u68c0\u6d4b\u548c\u8bc6\u522b\u8840\u7ec6\u80de，\u8fd8\u80fd\u4e3a\u9053\u8def\u7ef4\u62a4\u548c\u7ba1\u7406\u63d0\u4f9b\u79d1\u5b66\u4f9d\u636e，\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u524d\u666f\u3002<\/span><\/p>\n

\n

\n

3.4<\/span>\u672c\u7ae0\u5c0f\u7ed3<\/span><\/p>\n

\u672c\u7ae0\u9996\u5148\u5bf9\u7cfb\u7edf\u5f00\u53d1\u7684\u53ef\u884c\u6027\u8fdb\u884c\u4e86\u5206\u6790，\u7136\u540e\u5bf9\u7cfb\u7edf\u7684\u975e\u529f\u80fd\u6027\u9700\u6c42\u8fdb\u884c\u4e86\u5206\u6790，\u5e76\u5bf9\u7cfb\u7edf\u5f00\u53d1\u7684\u6574\u4f53\u6d41\u7a0b\u4ee5\u53ca\u4e3b\u8981\u6d41\u7a0b\u64cd\u4f5c\u8fdb\u884c\u4e86\u4ecb\u7ecd\u3002<\/span><\/p>\n

\n<\/p>\n

\n

<\/h2>\n

4 <\/span><\/span>\u7cfb\u7edf\u8bbe\u8ba1<\/span><\/span><\/h2>\n

\u7cfb\u7edf\u8bbe\u8ba1\u662f\u7cfb\u7edf\u5f00\u53d1\u4e4b\u524d\u9700\u8981\u505a\u7684\u603b\u4f53\u8bbe\u8ba1，\u8fd9\u91cc\u4e3b\u8981\u4ece\u7cfb\u7edf\u7684\u67b6\u6784\u8bbe\u8ba1，\u540e\u53f0\u7684\u5305\u62ec\u67b6\u6784\u8bbe\u8ba1\u4ee5\u53ca\u524d\u53f0\u9875\u9762\u7ed3\u6784\u8bbe\u8ba1，\u6a21\u5757\u8bbe\u8ba1\u7b49\u8fdb\u884c\u9610\u8ff0.<\/p>\n

4.1 <\/span>\u6570\u636e\u96c6\u8bbe\u8ba1<\/span><\/p>\n

\u5728\u6784\u5efa\u57fa\u4e8eYOLO\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u4e0e\u8ba1\u6570\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0\u65f6，\u6570\u636e\u96c6\u7684\u8bbe\u8ba1\u662f\u81f3\u5173\u91cd\u8981\u7684\u4e00\u73af\u3002\u4e3a\u4e86\u786e\u4fdd\u7cfb\u7edf\u7684\u51c6\u786e\u6027\u548c\u9c81\u68d2\u6027，\u6211\u4eec\u7cbe\u5fc3\u8bbe\u8ba1\u4e86\u6570\u636e\u96c6，\u5e76\u8fdb\u884c\u4e86\u8be6\u7ec6\u7684\u6807\u6ce8\u5de5\u4f5c\u3002<\/p>\n

4.1.1<\/span>\u6570\u636e\u6536\u96c6<\/span><\/p>\n

\u6211\u4eec\u5e7f\u6cdb\u6536\u96c6\u4e86\u8840\u7ec6\u80de\u7684\u56fe\u7247\u3002\u8fd9\u4e9b\u56fe\u7247\u6db5\u76d6\u4e86\u4e0d\u540c\u7684\u89d2\u5ea6\u3001\u5149\u7167\u6761\u4ef6\u548c\u80cc\u666f\u73af\u5883，\u4ee5\u786e\u4fdd\u6570\u636e\u96c6\u5177\u6709\u4e30\u5bcc\u7684\u591a\u6837\u6027\u548c\u4ee3\u8868\u6027\u3002\u901a\u8fc7\u6536\u96c6\u8fd9\u4e9b\u591a\u6837\u5316\u7684\u56fe\u7247，\u6211\u4eec\u80fd\u591f\u6a21\u62df\u51fa\u5b9e\u9645\u5e94\u7528\u4e2d\u53ef\u80fd\u9047\u5230\u7684\u5404\u79cd\u60c5\u51b5，\u4ece\u800c\u63d0\u9ad8\u7cfb\u7edf\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n

4.1.2<\/span>\u56fe\u50cf\u6807\u6ce8<\/span><\/p>\n

\u4e3a\u4e86\u8bad\u7ec3YOLO（You Only Look Once）\u7b49\u76ee\u6807\u68c0\u6d4b\u6a21\u578b，\u6211\u4eec\u9700\u8981\u5bf9\u6536\u96c6\u7684\u56fe\u7247\u8fdb\u884c\u8be6\u7ec6\u7684\u6807\u6ce8\u3002\u6211\u4eec\u91c7\u7528\u4e86\u4e13\u4e1a\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177，\u5982LabelImg，\u6765\u8fdb\u884c\u8fd9\u4e00\u5de5\u4f5c\u3002LabelImg\u662f\u4e00\u6b3e\u5f00\u6e90\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177，\u5b83\u63d0\u4f9b\u4e86\u76f4\u89c2\u6613\u7528\u7684\u754c\u9762，\u4f7f\u5f97\u6807\u6ce8\u8fc7\u7a0b\u53d8\u5f97\u9ad8\u6548\u4e14\u51c6\u786e\u3002<\/p>\n

\u5728\u6570\u636e\u6807\u6ce8\u8fc7\u7a0b\u4e2d，\u6211\u4eec\u4e3a\u6bcf\u5f20\u56fe\u7247\u4e2d\u7684\u8840\u7ec6\u80de\u533a\u57df\u7ed8\u5236\u4e86\u8fb9\u754c\u6846，\u5e76\u6307\u5b9a\u4e86\u76f8\u5e94\u7684\u6807\u6ce8\u3002\u8fd9\u4e9b\u6807\u6ce8\u4fe1\u606f\u4f1a\u88ab\u4fdd\u5b58\u4e3a\u7b26\u5408<\/span>YOLO<\/span>\u683c\u5f0f\u7684\u6807\u6ce8\u6587\u4ef6，\u5982<\/span>.txt<\/span>\u6216<\/span>.xml<\/span>\u6587\u4ef6\u3002\u6807\u6ce8\u6587\u4ef6\u4e2d\u5305\u542b\u4e86\u8840\u7ec6\u80de\u8fb9\u754c\u6846\u7684\u5750\u6807\u4fe1\u606f，\u8fd9\u4e9b\u4fe1\u606f\u662f\u540e\u7eed\u6a21\u578b\u8bad\u7ec3\u6240\u5fc5\u9700\u7684\u3002<\/span><\/p>\n

\u5bf9\u4e8e\u6bcf\u5f20\u56fe\u7247，\u6211\u4eec\u4f1a\u5728<\/span>LabelImg<\/span>\u5de5\u5177\u4e2d\u624b\u52a8\u7ed8\u5236\u4e00\u4e2a\u6216\u591a\u4e2a\u8fb9\u754c\u6846\u6765\u5305\u56f4\u8840\u7ec6\u80de\u533a\u57df\u5e76\u4fdd\u5b58\u6807\u6ce8\u4fe1\u606f\u3002<\/span>YOLO<\/span>\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f1a\u5229\u7528\u8fd9\u4e9b\u6807\u6ce8\u4fe1\u606f\u6765\u5b66\u4e60\u8840\u7ec6\u80de\u7684\u7279\u5f81\u3002<\/span><\/p>\n

\u901a\u8fc7\u7ec6\u81f4\u7684\u6807\u6ce8\u5de5\u4f5c，\u6211\u4eec\u786e\u4fdd\u4e86\u6570\u636e\u96c6\u7684\u51c6\u786e\u6027\u548c\u5b8c\u6574\u6027，\u4e3a\u540e\u7eed\u7684\u6a21\u578b\u8bad\u7ec3\u63d0\u4f9b\u4e86\u6709\u529b\u7684\u652f\u6301\u3002\u540c\u65f6，\u8fd9\u4e5f\u4e3a\u7cfb\u7edf\u7684\u5b9e\u9645\u5e94\u7528\u6253\u4e0b\u4e86\u575a\u5b9e\u7684\u57fa\u7840，\u4f7f\u5f97\u7cfb\u7edf\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u51fa\u4e0d\u540c\u89d2\u5ea6\u3001\u5149\u7167\u548c\u80cc\u666f\u4e0b\u7684\u8840\u7ec6\u80de\u3002\u8fd9\u79cd\u4e25\u8c28\u7684\u6570\u636e\u6807\u6ce8\u6d41\u7a0b\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b，\u8fd8\u4e3a\u667a\u80fd\u8840\u7ec6\u80de\u8bc6\u522b\u7cfb\u7edf\u7684\u9ad8\u6548\u8fd0\u884c\u63d0\u4f9b\u4e86\u4fdd\u969c\u3002<\/span>\u6570\u636e\u96c6\u5982\u56fe4-1\u6240\u793a\u3002<\/p>\n

\n

\"\"<\/p>\n

\u56fe4-1 \u6570\u636e\u96c6<\/p>\n

4.2 <\/span>\u6a21\u578b\u8bad\u7ec3\u8bbe\u8ba1<\/span><\/p>\n

4.2.1 <\/span>\u9009\u62e9<\/span> YOLO11 <\/span>\u7b97\u6cd5<\/span><\/p>\n

YOLO11 <\/span>\u4f5c\u4e3a<\/span> YOLO <\/span>\u7cfb\u5217\u7b97\u6cd5\u7684\u6700\u65b0\u7248\u672c，\u5c55\u73b0\u51fa\u8bf8\u591a\u4f18\u52bf\u3002\u5176\u6838\u5fc3\u5728\u4e8e\u901a\u8fc7\u521b\u65b0\u7684\u7f51\u7edc\u67b6\u6784\u4ee5\u53ca\u4f18\u5316\u7684\u7279\u5f81\u63d0\u53d6\u4e0e\u76ee\u6807\u68c0\u6d4b\u673a\u5236，\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7684\u68c0\u6d4b\u7cbe\u5ea6\u3002\u4f8b\u5982，\u5b83\u53ef\u80fd\u5728\u7279\u5f81\u91d1\u5b57\u5854\u7f51\u7edc（<\/span>FPN<\/span>）\u7b49\u7ed3\u6784\u4e0a\u8fdb\u884c\u4e86\u6539\u8fdb，\u80fd\u591f\u66f4\u597d\u5730\u878d\u5408\u4e0d\u540c\u5c3a\u5ea6\u7684\u7279\u5f81\u4fe1\u606f，\u4ece\u800c\u7cbe\u51c6\u5730\u6355\u6349\u8840\u7ec6\u80de\u5728\u56fe\u50cf\u4e2d\u7684\u7ec6\u8282\u7279\u5f81\u3002\u540c\u65f6，\u5728\u7b97\u6cd5\u7684\u8ba1\u7b97\u4f18\u5316\u65b9\u9762\u4e0b\u4e86\u529f\u592b，\u51cf\u5c11\u4e86\u4e0d\u5fc5\u8981\u7684\u8ba1\u7b97\u5f00\u9500，\u4f7f\u5f97\u63a8\u7406\u901f\u5ea6\u66f4\u5feb，\u80fd\u6ee1\u8db3\u5b9e\u65f6\u8840\u7ec6\u80de\u8bc6\u522b\u7684\u9700\u6c42，\u6bd4\u5982\u5728\u5904\u7406\u89c6\u9891\u6d41\u4e2d\u7684\u8840\u7ec6\u80de\u65f6，\u53ef\u4ee5\u5feb\u901f\u7ed9\u51fa\u68c0\u6d4b\u7ed3\u679c\u3002<\/span><\/p>\n

4.2.2 <\/span>\u914d\u7f6e\u8bad\u7ec3\u53c2\u6570<\/span><\/p>\n

\u5b66\u4e60\u7387：\u5b66\u4e60\u7387\u8bbe\u5b9a\u4e3a<\/span> 0.001<\/span>，\u5b66\u4e60\u7387\u5728\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8d77\u7740\u5173\u952e\u4f5c\u7528，\u5b83\u51b3\u5b9a\u4e86\u6bcf\u6b21\u8fed\u4ee3\u65f6\u6a21\u578b\u53c2\u6570\u66f4\u65b0\u7684\u6b65\u957f\u3002\u5982\u679c\u5b66\u4e60\u7387\u8fc7\u5927，\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6a21\u578b\u65e0\u6cd5\u6536\u655b\u751a\u81f3\u53d1\u6563，\u4f7f\u5f97\u8bad\u7ec3\u8fc7\u7a0b\u4e0d\u7a33\u5b9a；\u800c\u5b66\u4e60\u7387\u8fc7\u5c0f，\u5219\u4f1a\u4f7f\u6a21\u578b\u6536\u655b\u901f\u5ea6\u8fc7\u6162，\u8bad\u7ec3\u65f6\u95f4\u5927\u5e45\u589e\u52a0\u3002\u91c7\u7528<\/span> 0.001 <\/span>\u7684\u5b66\u4e60\u7387\u7ecf\u8fc7\u591a\u6b21\u5b9e\u9a8c\u9a8c\u8bc1，\u5728\u8be5\u8840\u7ec6\u80de\u8bc6\u522b\u4efb\u52a1\u7684\u6a21\u578b\u8bad\u7ec3\u4e2d\u80fd\u591f\u4f7f\u53c2\u6570\u4ee5\u8f83\u4e3a\u5408\u9002\u7684\u901f\u5ea6\u5411\u6700\u4f18\u503c\u9760\u8fd1\u3002<\/span><\/p>\n

\u6279\u6b21\u5927\u5c0f：\u5c06\u6279\u6b21\u5927\u5c0f\u8bbe\u7f6e\u4e3a<\/span> 64<\/span>\u3002\u6279\u6b21\u5927\u5c0f\u51b3\u5b9a\u4e86\u6bcf\u6b21\u9001\u5165\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u7684\u6570\u636e\u6837\u672c\u6570\u91cf\u3002\u8f83\u5927\u7684\u6279\u6b21\u5927\u5c0f\u53ef\u4ee5\u5229\u7528\u66f4\u591a\u7684\u6570\u636e\u5e76\u884c\u8ba1\u7b97\u4f18\u52bf，\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387，\u4f46\u540c\u65f6\u4e5f\u5bf9\u786c\u4ef6\u8d44\u6e90（\u5982<\/span> GPU <\/span>\u5185\u5b58）\u6709\u66f4\u9ad8\u8981\u6c42\u3002\u9009\u62e9<\/span> 64 <\/span>\u8fd9\u4e2a\u9002\u4e2d\u7684\u6279\u6b21\u5927\u5c0f，\u65e2\u80fd\u4fdd\u8bc1\u6a21\u578b\u5728\u6bcf\u6b21\u8fed\u4ee3\u4e2d\u63a5\u89e6\u5230\u8db3\u591f\u591a\u7684\u4e0d\u540c\u8840\u7ec6\u80de\u6837\u672c\u4ee5\u5b66\u4e60\u5176\u5171\u6027\u548c\u5dee\u5f02，\u53c8\u4e0d\u4f1a\u56e0\u6570\u636e\u91cf\u8fc7\u5927\u800c\u8d85\u51fa\u786c\u4ef6\u5904\u7406\u80fd\u529b\u3002<\/span><\/p>\n

\u8bad\u7ec3\u8f6e\u6570：\u786e\u5b9a\u8bad\u7ec3\u8f6e\u6570\u4e3a<\/span> 50<\/span>\u8f6e\u3002\u8bad\u7ec3\u8f6e\u6570\u8868\u793a\u6574\u4e2a\u8bad\u7ec3\u6570\u636e\u96c6\u88ab\u5b8c\u6574\u904d\u5386\u7684\u6b21\u6570，\u8db3\u591f\u7684\u8bad\u7ec3\u8f6e\u6570\u80fd\u8ba9\u6a21\u578b\u5145\u5206\u5b66\u4e60\u5230\u6570\u636e\u4e2d\u7684\u7279\u5f81\u6a21\u5f0f\u3002\u8fc7\u5c11\u7684\u8f6e\u6570\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u6b20\u62df\u5408，\u65e0\u6cd5\u51c6\u786e\u8bc6\u522b\u5404\u79cd\u8840\u7ec6\u80de；\u800c\u8fc7\u591a\u8f6e\u6570\u5219\u53ef\u80fd\u5f15\u53d1\u8fc7\u62df\u5408，\u4f7f\u6a21\u578b\u5728\u8bad\u7ec3\u96c6\u4e0a\u8868\u73b0\u5f88\u597d，\u4f46\u5728\u5b9e\u9645\u6d4b\u8bd5\u7684\u65b0\u6570\u636e\u4e0a\u6027\u80fd\u4e0b\u964d\u3002\u7ecf\u8fc7\u5b9e\u9a8c\u4e0e\u9a8c\u8bc1，<\/span>50<\/span>\u8f6e\u8bad\u7ec3\u80fd\u8ba9\u57fa\u4e8e<\/span> YOLO11 <\/span>\u7684\u8840\u7ec6\u80de\u8bc6\u522b\u6a21\u578b\u8fbe\u5230\u8f83\u597d\u7684\u6cdb\u5316\u80fd\u529b\u4e0e\u68c0\u6d4b\u7cbe\u5ea6\u7684\u5e73\u8861\u3002<\/span><\/p>\n

4.2.3 <\/span>\u4f7f\u7528<\/span> GPU <\/span>\u52a0\u901f\u8bad\u7ec3\u8fc7\u7a0b<\/span><\/p>\n

\u5728\u6a21\u578b\u8bad\u7ec3\u65f6，\u5229\u7528<\/span> GPU<\/span>（\u56fe\u5f62\u5904\u7406\u5668）\u5f3a\u5927\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u6765\u52a0\u901f\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/span>GPU <\/span>\u62e5\u6709\u5927\u91cf\u7684\u8ba1\u7b97\u6838\u5fc3，\u76f8\u8f83\u4e8e<\/span> CPU<\/span>（\u4e2d\u592e\u5904\u7406\u5668），\u5b83\u66f4\u64c5\u957f\u5904\u7406\u5927\u89c4\u6a21\u7684\u77e9\u9635\u8fd0\u7b97，\u800c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u4e2d\u7684\u524d\u5411\u4f20\u64ad\u3001\u53cd\u5411\u4f20\u64ad\u7b49\u8ba1\u7b97\u8fc7\u7a0b\u90fd\u6d89\u53ca\u5230\u5927\u91cf\u7684\u77e9\u9635\u8fd0\u7b97\u3002\u4f8b\u5982，\u5728\u8ba1\u7b97\u5377\u79ef\u5c42\u7684\u5377\u79ef\u64cd\u4f5c\u3001\u5168\u8fde\u63a5\u5c42\u7684\u6743\u91cd\u66f4\u65b0\u7b49\u73af\u8282，<\/span>GPU <\/span>\u53ef\u4ee5\u540c\u65f6\u5bf9\u591a\u4e2a\u6570\u636e\u5143\u7d20\u8fdb\u884c\u5e76\u884c\u8ba1\u7b97，\u5927\u5927\u7f29\u77ed\u4e86\u6bcf\u4e00\u8f6e\u8bad\u7ec3\u6240\u9700\u7684\u65f6\u95f4，\u4ece\u800c\u63d0\u9ad8\u6574\u4f53\u8bad\u7ec3\u6548\u7387，\u4f7f\u539f\u672c\u53ef\u80fd\u9700\u8981\u957f\u65f6\u95f4\u624d\u80fd\u5b8c\u6210\u7684<\/span> 100 <\/span>\u8f6e\u8bad\u7ec3\u53ef\u4ee5\u5728\u76f8\u5bf9\u8f83\u77ed\u7684\u65f6\u95f4\u5185\u7ed3\u675f\u3002<\/span><\/p>\n

4.2.4 <\/span>\u4fdd\u5b58\u6700\u4f73\u6a21\u578b\u6743\u91cd\u6587\u4ef6<\/span><\/p>\n

\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d，\u6a21\u578b\u7684\u6027\u80fd（\u5982\u68c0\u6d4b\u7cbe\u5ea6\u3001\u635f\u5931\u503c\u7b49\u6307\u6807）\u4f1a\u968f\u7740\u8bad\u7ec3\u8f6e\u6570\u7684\u589e\u52a0\u800c\u4e0d\u65ad\u53d8\u5316\u3002\u901a\u8fc7\u5728\u6bcf\u4e00\u8f6e\u8bad\u7ec3\u7ed3\u675f\u540e，\u5bf9\u6a21\u578b\u5728\u9a8c\u8bc1\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u8fdb\u884c\u8bc4\u4f30，\u8bb0\u5f55\u8868\u73b0\u6700\u4f73\u7684\u6a21\u578b\u72b6\u6001\u5bf9\u5e94\u7684\u6743\u91cd\u6587\u4ef6\u3002\u5e38\u7528\u7684\u8bc4\u4f30\u6307\u6807\u53ef\u4ee5\u662f\u5e73\u5747\u7cbe\u5ea6\u5747\u503c（<\/span>mAP<\/span>）\u7b49\u3002<\/span><\/p>\n

\u4ece\u7b97\u6cd5\u89d2\u5ea6\u6765\u770b，\u8bbe\u6a21\u578b\u5728\u7b2c\u00a0\u00a0\u8f6e\u8bad\u7ec3\u540e\u7684\u9a8c\u8bc1\u96c6\u4e0a\u7684\u6027\u80fd\u8bc4\u4f30\u6307\u6807\u503c\u4e3a\u00a0<\/span><\/span>Mi<\/span><\/span>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8bb0\u5f55\u6bcf\u4e00\u8f6e\u7684\u00a0\u00a0<\/span><\/span>Mi<\/span><\/span>，\u5e76\u6bd4\u8f83\u5404\u8f6e\u7684\u00a0<\/span><\/span>Mi<\/span><\/span>\u503c\u5927\u5c0f：<\/span><\/span><\/p>\n

\"\"<\/p>\n

\u5c06\u8be5\u8f6e\u5bf9\u5e94\u7684\u6a21\u578b\u6743\u91cd\u6587\u4ef6\u4fdd\u5b58\u4e0b\u6765，\u540e\u7eed\u5728\u8fdb\u884c\u8840\u7ec6\u80de\u8bc6\u522b\u63a8\u7406\u65f6，\u5c31\u52a0\u8f7d\u8fd9\u4e2a\u6700\u4f73\u6743\u91cd\u6587\u4ef6，\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u4ee5\u6700\u4f18\u7684\u6027\u80fd\u5bf9\u8f93\u5165\u7684\u56fe\u50cf\u6216\u89c6\u9891\u6d41\u4e2d\u7684\u8840\u7ec6\u80de\u8fdb\u884c\u51c6\u786e\u8bc6\u522b\u3002<\/span><\/span><\/span><\/p>\n

\n

\u901a\u8fc7\u4e0a\u8ff0\u5b8c\u6574\u7684\u6a21\u578b\u8bad\u7ec3\u8bbe\u8ba1\u6d41\u7a0b，\u57fa\u4e8e YOLO11 \u7b97\u6cd5\u7684\u667a\u80fd\u8840\u7ec6\u80de\u8bc6\u522b\u7cfb\u7edf\u7684\u6a21\u578b\u53ef\u4ee5\u5f97\u5230\u6709\u6548\u8bad\u7ec3，\u4e3a\u540e\u7eed\u7684\u5b9e\u9645\u5e94\u7528\u5960\u5b9a\u826f\u597d\u57fa\u7840\u3002<\/span><\/span><\/span><\/p>\n

4.3<\/span>\u7528\u6237\u754c\u9762\u8bbe\u8ba1<\/span><\/p>\n

4.3.1 <\/span>\u4f7f\u7528<\/span> PyQt5 <\/span>\u5f00\u53d1\u8de8\u5e73\u53f0\u56fe\u5f62\u7528\u6237\u754c\u9762<\/span><\/p>\n

PyQt5 <\/span><\/span>\u662f\u4e00\u5957\u529f\u80fd\u5f3a\u5927\u4e14\u5e7f\u6cdb\u5e94\u7528\u4e8e Python \u7f16\u7a0b\u8bed\u8a00\u7684 GUI（\u56fe\u5f62\u7528\u6237\u754c\u9762）\u6846\u67b6，\u5b83\u5177\u6709\u826f\u597d\u7684\u8de8\u5e73\u53f0\u7279\u6027，\u8fd9\u610f\u5473\u7740\u5f00\u53d1\u51fa\u7684\u667a\u80fd\u8840\u7ec6\u80de\u8bc6\u522b\u7cfb\u7edf\u7684\u7528\u6237\u754c\u9762\u53ef\u4ee5\u5728\u591a\u79cd\u4e3b\u6d41\u64cd\u4f5c\u7cfb\u7edf（\u5982 Windows\u3001Linux\u3001macOS \u7b49）\u4e0a\u7a33\u5b9a\u8fd0\u884c，\u65e0\u9700\u9488\u5bf9\u4e0d\u540c\u5e73\u53f0\u8fdb\u884c\u5927\u91cf\u7684\u91cd\u5199\u5de5\u4f5c，\u6781\u5927\u5730\u8282\u7701\u4e86\u5f00\u53d1\u6210\u672c\u4e0e\u65f6\u95f4\u3002<\/span><\/span><\/span><\/p>\n

\u5728\u754c\u9762\u7684\u6574\u4f53\u98ce\u683c\u6253\u9020\u4e0a，\u79c9\u6301\u7b80\u6d01\u3001\u76f4\u89c2\u7684\u8bbe\u8ba1\u7406\u5ff5\u3002\u7b80\u6d01\u4f53\u73b0\u5728\u907f\u514d\u8fc7\u591a\u590d\u6742\u3001\u5197\u4f59\u7684\u5143\u7d20\u5806\u79ef，\u4f7f\u5f97\u7528\u6237\u4e00\u8fdb\u5165\u754c\u9762\u5c31\u80fd\u5feb\u901f\u805a\u7126\u4e8e\u6838\u5fc3\u529f\u80fd\u533a\u57df，\u4e0d\u4f1a\u4ea7\u751f\u89c6\u89c9\u4e0a\u7684\u6df7\u4e71\u4e0e\u64cd\u4f5c\u4e0a\u7684\u56f0\u60d1\u3002\u76f4\u89c2\u5219\u8981\u6c42\u5404\u4e2a\u529f\u80fd\u6309\u94ae\u3001\u663e\u793a\u533a\u57df\u7b49\u5e03\u5c40\u5408\u7406\u4e14\u8868\u610f\u6e05\u6670，\u7528\u6237\u65e0\u9700\u590d\u6742\u7684\u5b66\u4e60\u8fc7\u7a0b\u5c31\u80fd\u660e\u767d\u5982\u4f55\u64cd\u4f5c\u4ee5\u53ca\u4ece\u4f55\u5904\u83b7\u53d6\u76f8\u5e94\u4fe1\u606f，\u4f8b\u5982\u89c6\u9891\u9009\u62e9\u533a\u57df\u3001\u64ad\u653e\u63a7\u5236\u6309\u94ae\u4ee5\u53ca\u9884\u6d4b\u7ed3\u679c\u5c55\u793a\u533a\u7b49\u90fd\u6709\u660e\u786e\u4e14\u7b26\u5408\u5e38\u89c4\u8ba4\u77e5\u7684\u5e03\u5c40\u4e0e\u6807\u8bc6\u3002<\/span><\/span><\/span><\/p>\n

4.3.2 <\/span>\u754c\u9762\u529f\u80fd\u8bbe\u8ba1<\/span><\/p>\n

\u89c6\u9891\u9009\u62e9：\u4e3a\u7528\u6237\u63d0\u4f9b\u4fbf\u6377\u7684\u89c6\u9891\u6587\u4ef6\u9009\u62e9\u5165\u53e3，\u901a\u5e38\u53ef\u4ee5\u901a\u8fc7\u70b9\u51fb\u5bf9\u5e94\u7684\u6309\u94ae（\u5982 \u201c\u9009\u62e9\u89c6\u9891\u201d \u6309\u94ae）\u5f39\u51fa\u6587\u4ef6\u9009\u62e9\u5bf9\u8bdd\u6846，\u8ba9\u7528\u6237\u80fd\u591f\u4ece\u672c\u5730\u78c1\u76d8\u7684\u6307\u5b9a\u6587\u4ef6\u5939\u4e2d\u8f7b\u677e\u5b9a\u4f4d\u5230\u60f3\u8981\u8fdb\u884c\u8840\u7ec6\u80de\u8bc6\u522b\u5206\u6790\u7684\u89c6\u9891\u6587\u4ef6\u3002\u8fd9\u4e2a\u529f\u80fd\u65b9\u4fbf\u7528\u6237\u81ea\u4e3b\u51b3\u5b9a\u5206\u6790\u7684\u7d20\u6750\u6765\u6e90，\u63d0\u9ad8\u7cfb\u7edf\u7684\u7075\u6d3b\u6027\u4e0e\u5b9e\u7528\u6027\u3002\u64ad\u653e\u529f\u80fd：\u901a\u8fc7\u4e13\u95e8\u8bbe\u8ba1\u7684 \u201c\u64ad\u653e\u201d \u6309\u94ae，\u7528\u6237\u70b9\u51fb\u540e\u80fd\u591f\u542f\u52a8\u89c6\u9891\u7684\u64ad\u653e，\u6309\u7167\u6b63\u5e38\u7684\u5e27\u7387\u987a\u5e8f\u5c55\u793a\u89c6\u9891\u5185\u5bb9，\u4fbf\u4e8e\u5b9e\u65f6\u89c2\u5bdf\u89c6\u9891\u4e2d\u7684\u8840\u7ec6\u80de\u60c5\u51b5\u3002\u6682\u505c\u529f\u80fd：\u5728\u89c6\u9891\u64ad\u653e\u8fc7\u7a0b\u4e2d，\u201c\u6682\u505c\u201d \u6309\u94ae\u5141\u8bb8\u7528\u6237\u968f\u65f6\u6682\u505c\u89c6\u9891\u753b\u9762，\u6bd4\u5982\u5f53\u770b\u5230\u611f\u5174\u8da3\u7684\u8840\u7ec6\u80de\u753b\u9762\u6216\u8005\u9700\u8981\u4ed4\u7ec6\u67e5\u770b\u67d0\u4e00\u5e27\u65f6，\u53ef\u53ca\u65f6\u6682\u505c\u4ee5\u4fbf\u66f4\u597d\u5730\u89c2\u5bdf\u7ec6\u8282\u3002\u505c\u6b62\u529f\u80fd：\u201c\u505c\u6b62\u201d \u6309\u94ae\u5219\u7528\u4e8e\u5f7b\u5e95\u7ed3\u675f\u89c6\u9891\u64ad\u653e，\u4f7f\u89c6\u9891\u56de\u5230\u521d\u59cb\u672a\u64ad\u653e\u7684\u72b6\u6001，\u65b9\u4fbf\u7528\u6237\u91cd\u65b0\u9009\u62e9\u64ad\u653e\u6216\u8005\u66f4\u6362\u89c6\u9891\u8fdb\u884c\u5206\u6790\u3002\u9884\u6d4b\u7ed3\u679c\u663e\u793a：\u8fd9\u662f\u754c\u9762\u7684\u6838\u5fc3\u8f93\u51fa\u90e8\u5206，\u7cfb\u7edf\u5bf9\u89c6\u9891\u4e2d\u7684\u8840\u7ec6\u80de\u8fdb\u884c\u8bc6\u522b\u5e76\u5206\u6790\u9884\u6d4b\u540e，\u5c06\u76f8\u5e94\u7684\u7ed3\u679c\u4ee5\u6e05\u6670\u3001\u6613\u61c2\u7684\u65b9\u5f0f\u5c55\u793a\u5728\u6b64\u533a\u57df\u3002\u4f8b\u5982，\u53ef\u4ee5\u7ed3\u5408\u4e00\u4e9b\u53ef\u89c6\u5316\u7684\u56fe\u6807\u6216\u8005\u6807\u6ce8\u6846\u7b49\u5728\u5bf9\u5e94\u7684\u89c6\u9891\u5e27\u753b\u9762\u4e0a\u7a81\u51fa\u663e\u793a\u51fa\u8840\u7ec6\u80de\u6240\u5728\u4f4d\u7f6e\u53ca\u8bc6\u522b\u60c5\u51b5，\u65b9\u4fbf\u7528\u6237\u76f4\u89c2\u5730\u4e86\u89e3\u7cfb\u7edf\u7684\u8bc6\u522b\u6210\u679c\u3002<\/span><\/span><\/span><\/p>\n

\"\"<\/p>\n

4.3.3 <\/span>\u91c7\u7528<\/span> QThread <\/span>\u5b9e\u73b0\u89c6\u9891\u5904\u7406\u7684\u5f02\u6b65\u64cd\u4f5c<\/span><\/p>\n

\u89c6\u9891\u5904\u7406（\u5c24\u5176\u662f\u5728\u5b9e\u65f6\u8fdb\u884c\u8840\u7ec6\u80de\u8bc6\u522b\u5206\u6790\u65f6）\u5f80\u5f80\u6d89\u53ca\u5230\u8f83\u4e3a\u590d\u6742\u4e14\u8017\u65f6\u7684\u8ba1\u7b97\u4efb\u52a1，\u4f8b\u5982\u5bf9\u89c6\u9891\u6bcf\u4e00\u5e27\u8fdb\u884c\u7279\u5f81\u63d0\u53d6\u3001\u901a\u8fc7 YOLO11 \u6a21\u578b\u8fdb\u884c\u9884\u6d4b\u7b49\u64cd\u4f5c\u3002\u5982\u679c\u8fd9\u4e9b\u64cd\u4f5c\u90fd\u5728\u4e3b\u7ebf\u7a0b\u4e2d\u540c\u6b65\u6267\u884c，\u4f1a\u5bfc\u81f4\u754c\u9762\u51fa\u73b0\u5361\u987f\u73b0\u8c61，\u4e25\u91cd\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u3002<\/span><\/span><\/span><\/p>\n

\u800c\u5229\u7528 QThread（PyQt5 \u4e2d\u7684\u7ebf\u7a0b\u7c7b）\u5b9e\u73b0\u89c6\u9891\u5904\u7406\u7684\u5f02\u6b65\u64cd\u4f5c\u53ef\u4ee5\u5f88\u597d\u5730\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\u5176\u539f\u7406\u662f\u5c06\u89c6\u9891\u5904\u7406\u76f8\u5173\u7684\u590d\u6742\u4efb\u52a1\u653e\u7f6e\u5230\u5355\u72ec\u7684\u7ebf\u7a0b（\u5de5\u4f5c\u7ebf\u7a0b）\u4e2d\u53bb\u6267\u884c，\u4e3b\u7ebf\u7a0b\u5219\u4e3b\u8981\u8d1f\u8d23\u7ef4\u62a4\u754c\u9762\u7684\u54cd\u5e94\u4e0e\u66f4\u65b0，\u6bd4\u5982\u54cd\u5e94\u7528\u6237\u7684\u5404\u79cd\u4ea4\u4e92\u64cd\u4f5c（\u70b9\u51fb\u6309\u94ae\u7b49）\u4ee5\u53ca\u53ca\u65f6\u66f4\u65b0\u754c\u9762\u663e\u793a\u5143\u7d20（\u5982\u89c6\u9891\u5e27\u753b\u9762\u3001\u9884\u6d4b\u7ed3\u679c\u663e\u793a\u7b49）\u3002\u4e24\u4e2a\u7ebf\u7a0b\u5e76\u884c\u5de5\u4f5c\u4e14\u4e92\u4e0d\u5e72\u6270，\u8fd9\u6837\u5728\u89c6\u9891\u5904\u7406\u7684\u540c\u65f6，\u754c\u9762\u4f9d\u7136\u80fd\u591f\u6d41\u7545\u5730\u54cd\u5e94\u7528\u6237\u64cd\u4f5c，\u786e\u4fdd\u6574\u4e2a\u7cfb\u7edf\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u7ed9\u7528\u6237\u4e00\u79cd\u987a\u6ed1\u3001\u65e0\u5361\u987f\u7684\u611f\u89c9\u3002<\/span><\/span><\/span><\/p>\n

4.3.4 <\/span>\u4f7f\u7528<\/span> QLabel <\/span>\u4e0e<\/span> QPushButton <\/span>\u5b9e\u73b0\u76f8\u5173\u529f\u80fd<\/span><\/p>\n

QLabel<\/span><\/span>：\u5b83\u5728\u754c\u9762\u4e2d\u8d77\u7740\u91cd\u8981\u7684\u5c55\u793a\u4f5c\u7528\u3002\u4e00\u65b9\u9762，\u7528\u4e8e\u663e\u793a\u89c6\u9891\u5e27，\u5373\u5c06\u4ece\u89c6\u9891\u6587\u4ef6\u4e2d\u8bfb\u53d6\u5e76\u89e3\u7801\u540e\u7684\u6bcf\u4e00\u5e27\u56fe\u50cf\u5b9e\u65f6\u5c55\u793a\u5728\u5bf9\u5e94\u7684\u754c\u9762\u533a\u57df，\u8ba9\u7528\u6237\u53ef\u4ee5\u50cf\u89c2\u770b\u666e\u901a\u89c6\u9891\u4e00\u6837\u770b\u5230\u753b\u9762\u5185\u5bb9；\u53e6\u4e00\u65b9\u9762，\u4e5f\u7528\u4e8e\u663e\u793a\u9884\u6d4b\u7ed3\u679c，\u5982\u5c06\u7cfb\u7edf\u8bc6\u522b\u51fa\u7684\u8840\u7ec6\u80de\u76f8\u5173\u6587\u5b57\u4fe1\u606f\u7b49\u5c55\u793a\u5728\u6307\u5b9a\u7684\u7ed3\u679c\u663e\u793a\u533a\u57df，\u4fbf\u4e8e\u7528\u6237\u67e5\u770b\u3002\u901a\u8fc7\u5408\u7406\u8bbe\u7f6e QLabel \u7684\u5c5e\u6027（\u5982\u5927\u5c0f\u3001\u4f4d\u7f6e\u3001\u6587\u672c\u683c\u5f0f\u7b49），\u53ef\u4ee5\u4f7f\u5176\u5f88\u597d\u5730\u9002\u914d\u6574\u4e2a\u754c\u9762\u5e03\u5c40\u4e0e\u529f\u80fd\u9700\u6c42\u3002<\/span><\/span><\/span><\/p>\n

QPushButton<\/span><\/span>：\u4f5c\u4e3a\u4e3b\u8981\u7684\u7528\u6237\u4ea4\u4e92\u5143\u7d20，\u901a\u8fc7\u521b\u5efa\u4e0d\u540c\u529f\u80fd\u7684 QPushButton \u5b9e\u4f8b\u6765\u5b9e\u73b0\u5404\u79cd\u4ea4\u4e92\u529f\u80fd\u3002\u4f8b\u5982\u524d\u9762\u63d0\u5230\u7684 \u201c\u9009\u62e9\u89c6\u9891\u201d\u201c\u64ad\u653e\u201d\u201c\u6682\u505c\u201d\u201c\u505c\u6b62\u201d \u7b49\u6309\u94ae\u90fd\u662f\u57fa\u4e8e QPushButton \u5b9e\u73b0\u7684\u3002\u901a\u8fc7\u4e3a\u5176\u7ed1\u5b9a\u76f8\u5e94\u7684\u69fd\u51fd\u6570（\u5728 Python \u4e2d\u901a\u5e38\u4f7f\u7528\u00a0pyqtSignal\u00a0\u548c\u00a0slot\u00a0\u673a\u5236\u6765\u5b9e\u73b0\u4fe1\u53f7\u4e0e\u69fd\u7684\u5173\u8054），\u5f53\u7528\u6237\u70b9\u51fb\u6309\u94ae\u65f6，\u5bf9\u5e94\u7684\u64cd\u4f5c\u51fd\u6570\u88ab\u89e6\u53d1\u6267\u884c，\u4ece\u800c\u5b9e\u73b0\u5bf9\u5e94\u7684\u529f\u80fd\u903b\u8f91，\u6bd4\u5982\u70b9\u51fb \u201c\u64ad\u653e\u201d \u6309\u94ae\u89e6\u53d1\u89c6\u9891\u64ad\u653e\u7684\u903b\u8f91\u4ee3\u7801，\u5b9e\u73b0\u89c6\u9891\u7684\u64ad\u653e\u64cd\u4f5c\u3002<\/span><\/span><\/span><\/p>\n

\n<\/p>\n

\n

\n

5\u7cfb\u7edf\u5b9e\u73b0<\/p>\n

5.1 <\/span>\u8840\u7ec6\u80de\u8fa8\u8bc6<\/span><\/p>\n

\u5728\u8bc6\u522b\u8fc7\u7a0b\u4e2d，\u7cfb\u7edf\u9996\u5148\u4f1a\u5229\u7528\u6444\u50cf\u5934\u6355\u83b7\u5305\u542b\u8840\u7ec6\u80de\u7684\u56fe\u50cf\u5e27，\u5e76\u5bf9\u5176\u8fdb\u884c\u9884\u5904\u7406，\u5982\u7070\u5ea6\u5316\u3001\u6ee4\u6ce2\u964d\u566a\u7b49\u64cd\u4f5c，\u4ee5\u63d0\u9ad8\u56fe\u50cf\u7684\u8d28\u91cf\u548c\u5bf9\u6bd4\u5ea6，\u4e3a\u540e\u7eed\u7684\u8840\u7ec6\u80de\u68c0\u6d4b\u63d0\u4f9b\u6e05\u6670\u7684\u8f93\u5165\u3002<\/span><\/p>\n

\u968f\u540e，\u7cfb\u7edf\u4f1a\u901a\u8fc7\u80cc\u666f\u51cf\u9664\u6280\u672f，\u5c06\u8840\u7ec6\u80de\u533a\u57df\u4ece\u590d\u6742\u7684\u9053\u8def\u80cc\u666f\u4e2d\u5206\u79bb\u51fa\u6765\u3002\u8fd9\u4e00\u8fc7\u7a0b\u80fd\u591f\u6709\u6548\u53bb\u9664\u65e0\u5173\u4fe1\u606f，\u7a81\u51fa\u8840\u7ec6\u80de\u533a\u57df\u7684\u8f6e\u5ed3\u548c\u7279\u5f81\u3002\u5728\u7279\u5f81\u63d0\u53d6\u9636\u6bb5，\u7cfb\u7edf\u4f1a\u8ba1\u7b97\u8840\u7ec6\u80de\u533a\u57df\u7684\u5f62\u72b6\u3001\u5927\u5c0f\u3001\u7eb9\u7406\u7b49\u7279\u5f81，\u8fd9\u4e9b\u7279\u5f81\u80fd\u591f\u53cd\u6620\u51fa\u8840\u7ec6\u80de\u7684\u51e0\u4f55\u548c\u5f62\u6001\u4fe1\u606f，\u4e3a\u540e\u7eed\u7684\u8bc6\u522b\u63d0\u4f9b\u5173\u952e\u4f9d\u636e\u3002<\/span><\/p>\n

\u63a5\u7740，\u8fd9\u4e9b\u7279\u5f81\u4f1a\u88ab\u8f93\u5165\u5230\u9884\u5148\u8bad\u7ec3\u597d\u7684<\/span>YOLO11<\/span>\u6a21\u578b\u4e2d\u3002\u6a21\u578b\u4f1a\u6839\u636e\u5b66\u4e60\u5230\u7684\u77e5\u8bc6\u5bf9\u8fd9\u4e9b\u7279\u5f81\u8fdb\u884c\u5206\u6790，\u5224\u65ad\u56fe\u50cf\u4e2d\u662f\u5426\u4e3a\u7ea2\u7ec6\u80de\u8840\u7ec6\u80de\u6216\u8840\u5c0f\u677f\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f，\u7cfb\u7edf\u80fd\u591f\u5feb\u901f\u3001\u51c6\u786e\u5730\u8bc6\u522b\u51fa\u56fe\u50cf\u4e2d\u7684<\/span>\u8840\u7ec6\u80de<\/span>，\u5e76\u5c06\u8bc6\u522b\u7ed3\u679c\u4ee5\u56fe\u5f62\u5316\u6216\u6587\u5b57\u5f62\u5f0f\u5c55\u793a\u7ed9\u7528\u6237\u3002\u8fd9\u4e00\u8fc7\u7a0b\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u8840\u7ec6\u80de\u68c0\u6d4b\u7684\u6548\u7387，\u8fd8\u4e3a\u8840\u7ec6\u80de\u7684\u5feb\u901f\u8bc6\u522b\u548c\u7ef4\u62a4\u63d0\u4f9b\u4e86\u6709\u529b\u7684\u6280\u672f\u652f\u6301\u3002<\/span><\/p>\n

\u7cfb\u7edf\u6f14\u793a\u5982\u56fe<\/span>5-1<\/span>\u6240\u793a\u3002<\/span><\/p>\n

\"\"<\/p>\n

\u56fe<\/span>5-1 <\/span>\u8840\u7ec6\u80de<\/span>\u8fa8\u8bc6<\/span>\u6f14\u793a\u56fe<\/span><\/p>\n

\n

\n

<\/h3>\n<\/p>\n

\n

6 \u7cfb\u7edf\u6d4b\u8bd5<\/p>\n

6.1 <\/span>\u7cfb\u7edf\u6d4b\u8bd5\u76ee\u7684<\/span><\/p>\n

\u7cfb\u7edf\u7531\u4e8e\u662f\u4e2a\u4eba\u5f00\u53d1\u7684，\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u5f53\u7136\u907f\u514d\u4e0d\u4e86\u51fa\u73b0\u5404\u7c7b\u7684\u95ee\u9898，\u5305\u62ec\u4e2a\u4eba\u4ee3\u7801\u7684\u95ee\u9898\u4ee5\u53ca\u517c\u5bb9\u6027\u7b49\u95ee\u9898\u3002\u6b63\u662f\u5728\u8fd9\u6837\u7684\u80cc\u666f\u4e0b，\u9700\u8981\u8fdb\u884c\u6d4b\u8bd5，\u6d4b\u8bd5\u5305\u62ec\u517c\u5bb9\u6027\u6d4b\u8bd5\u548c\u5178\u578b\u6d4b\u8bd5\u7528\u4f8b\u7684\u529f\u80fd\u6027\u6d4b\u8bd5\u4e24\u7c7b\u3002<\/span><\/p>\n

6.2 <\/span>\u7cfb\u7edf\u517c\u5bb9\u6027\u6d4b\u8bd5<\/span><\/p>\n

\u7cfb\u7edf\u517c\u5bb9\u6027\u6d4b\u8bd5\u65e8\u5728\u8bc4\u4f30\u667a\u80fd\u8840\u7ec6\u80de\u8bc6\u522b\u7cfb\u7edf\u5728\u4e0d\u540c\u786c\u4ef6\u5e73\u53f0\u3001\u64cd\u4f5c\u7cfb\u7edf\u4ee5\u53ca\u8f6f\u4ef6\u73af\u5883\u4e0b\u7684\u8868\u73b0\u3002\u8fd9\u4e00\u6d4b\u8bd5\u5bf9\u4e8e\u786e\u4fdd\u7cfb\u7edf\u80fd\u591f\u5728\u5e7f\u6cdb\u7684\u7528\u6237\u7fa4\u4f53\u4e2d\u7a33\u5b9a\u8fd0\u884c\u81f3\u5173\u91cd\u8981\u3002<\/span><\/p>\n

6.2.1<\/span>\u6d4b\u8bd5\u76ee\u7684：<\/span><\/p>\n

\u786e\u4fdd\u7cfb\u7edf\u80fd\u591f\u5728\u4e0d\u540c\u7684\u786c\u4ef6\u5e73\u53f0\u4e0a\u6b63\u5e38\u8fd0\u884c，\u5305\u62ec\u4e0d\u540c\u54c1\u724c\u3001\u578b\u53f7\u7684\u7535\u8111\u548c\u79fb\u52a8\u8bbe\u5907\u3002<\/span><\/p>\n

\u9a8c\u8bc1\u7cfb\u7edf\u5728\u4e0d\u540c\u64cd\u4f5c\u7cfb\u7edf（\u5982<\/span>Windows<\/span>\u3001<\/span>macOS<\/span>\u3001<\/span>Linux<\/span>\u3001<\/span>Android<\/span>\u3001<\/span>iOS<\/span>\u7b49）\u4e0a\u7684\u517c\u5bb9\u6027\u3002<\/span><\/p>\n

\u68c0\u67e5\u7cfb\u7edf\u4e0e\u5176\u4ed6\u8f6f\u4ef6\u5e94\u7528（\u5982\u6d4f\u89c8\u5668\u3001\u529e\u516c\u8f6f\u4ef6\u3001\u56fe\u50cf\u5904\u7406\u8f6f\u4ef6\u7b49）\u7684\u5171\u5b58\u60c5\u51b5，\u907f\u514d\u51b2\u7a81\u6216\u6027\u80fd\u4e0b\u964d\u3002<\/span><\/p>\n

6.2.2<\/span>\u6d4b\u8bd5\u65b9\u6cd5：<\/span><\/p>\n

\u51c6\u5907\u591a\u79cd\u786c\u4ef6\u5e73\u53f0\u548c\u64cd\u4f5c\u7cfb\u7edf\u73af\u5883，\u6db5\u76d6\u4e3b\u6d41\u548c\u975e\u4e3b\u6d41\u7684\u914d\u7f6e\u3002<\/span><\/p>\n

\u5728\u6bcf\u4e2a\u6d4b\u8bd5\u73af\u5883\u4e2d\u5b89\u88c5\u667a\u80fd\u8840\u7ec6\u80de\u8bc6\u522b\u7cfb\u7edf，\u5e76\u8fdb\u884c\u57fa\u672c\u7684\u914d\u7f6e\u548c\u8bbe\u7f6e\u3002<\/span><\/p>\n

\u6267\u884c\u4e00\u7cfb\u5217\u9884\u5b9a\u4e49\u7684\u8840\u7ec6\u80de\u8bc6\u522b\u4efb\u52a1，\u8bb0\u5f55\u7cfb\u7edf\u7684\u54cd\u5e94\u901f\u5ea6\u3001\u8bc6\u522b\u7cbe\u5ea6\u4ee5\u53ca\u8d44\u6e90\u5360\u7528\u60c5\u51b5\u3002<\/span><\/p>\n

\u68c0\u67e5\u7cfb\u7edf\u4e0e\u5176\u4ed6\u8f6f\u4ef6\u7684\u517c\u5bb9\u6027，\u786e\u4fdd\u5b83\u4eec\u80fd\u591f\u540c\u65f6\u8fd0\u884c\u800c\u4e0d\u4f1a\u76f8\u4e92\u5f71\u54cd\u3002<\/span><\/p>\n

6.2.3<\/span>\u9884\u671f\u7ed3\u679c：<\/span><\/p>\n

\u7cfb\u7edf\u80fd\u591f\u5728\u6240\u6709\u6d4b\u8bd5\u73af\u5883\u4e2d\u7a33\u5b9a\u8fd0\u884c，\u65e0\u5d29\u6e83\u6216\u4e25\u91cd\u6027\u80fd\u4e0b\u964d\u73b0\u8c61\u3002<\/span><\/p>\n

\u8840\u7ec6\u80de\u8bc6\u522b\u7cbe\u5ea6\u548c\u54cd\u5e94\u901f\u5ea6\u5728\u4e0d\u540c\u73af\u5883\u4e2d\u4fdd\u6301\u4e00\u81f4\u6216\u7565\u6709\u6ce2\u52a8，\u4f46\u4e0d\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u3002<\/span><\/p>\n

\u7cfb\u7edf\u4e0e\u5176\u4ed6\u8f6f\u4ef6\u5e94\u7528\u80fd\u591f\u5171\u5b58，\u4e0d\u4f1a\u4ea7\u751f\u51b2\u7a81\u6216\u8d44\u6e90\u4e89\u7528\u95ee\u9898\u3002<\/span><\/p>\n

\n

6.3 <\/span>\u529f\u80fd\u6027\u6d4b\u8bd5<\/span><\/p>\n

\u529f\u80fd\u6027\u6d4b\u8bd5\u662f\u9a8c\u8bc1\u667a\u80fd\u8840\u7ec6\u80de\u8bc6\u522b\u7cfb\u7edf\u662f\u5426\u6309\u7167\u9884\u671f\u5b9e\u73b0\u5176\u5404\u9879\u529f\u80fd\u7684\u91cd\u8981\u624b\u6bb5\u3002\u8fd9\u4e00\u6d4b\u8bd5\u65e8\u5728\u786e\u4fdd\u7cfb\u7edf\u7684\u6240\u6709\u529f\u80fd\u90fd\u80fd\u591f\u6b63\u5e38\u5de5\u4f5c，\u5e76\u6ee1\u8db3\u7528\u6237\u7684\u5b9e\u9645\u9700\u6c42\u3002<\/span><\/p>\n

6.3.1<\/span>\u6d4b\u8bd5\u76ee\u7684：<\/span><\/p>\n

\u68c0\u67e5\u7cfb\u7edf\u7684\u5b9e\u65f6\u54cd\u5e94\u80fd\u529b\u548c\u5904\u7406\u901f\u5ea6，\u786e\u4fdd\u5728\u5b9e\u65f6\u5e94\u7528\u573a\u666f\u4e2d\u80fd\u591f\u6d41\u7545\u8fd0\u884c\u3002<\/span><\/p>\n

\u8bc4\u4f30\u7cfb\u7edf\u7684\u7528\u6237\u754c\u9762\u53cb\u597d\u6027\u548c\u6613\u7528\u6027，\u786e\u4fdd\u7528\u6237\u80fd\u591f\u8f7b\u677e\u4e0a\u624b\u5e76\u9ad8\u6548\u4f7f\u7528\u3002<\/span><\/p>\n

6.3.2<\/span>\u6d4b\u8bd5\u65b9\u6cd5：<\/span><\/p>\n

\u51c6\u5907\u4e00\u7cfb\u5217\u5305\u542b\u4e0d\u540c\u8840\u7ec6\u80de\u7684\u56fe\u7247\u548c\u89c6\u9891\u6837\u672c，\u6db5\u76d6\u5404\u79cd\u89d2\u5ea6\u3001\u5149\u7167\u548c\u80cc\u666f\u6761\u4ef6\u3002<\/span><\/p>\n

\u4f7f\u7528\u8fd9\u4e9b\u6837\u672c\u5bf9\u7cfb\u7edf\u8fdb\u884c\u6d4b\u8bd5，\u8bb0\u5f55\u7cfb\u7edf\u7684\u8bc6\u522b\u7ed3\u679c\u3001\u54cd\u5e94\u65f6\u95f4\u4ee5\u53ca\u9519\u8bef\u7387\u3002<\/span><\/p>\n

\u6a21\u62df\u5b9e\u9645\u5e94\u7528\u573a\u666f，\u5982\u8840\u7ec6\u80de\u63a7\u5236\u6e38\u620f\u3001\u667a\u80fd\u5bb6\u5c45\u63a7\u5236\u7b49，\u8bc4\u4f30\u7cfb\u7edf\u7684\u5b9e\u65f6\u54cd\u5e94\u80fd\u529b\u548c\u5904\u7406\u901f\u5ea6\u3002<\/span><\/p>\n

\u9080\u8bf7\u4e00\u5b9a\u6570\u91cf\u7684\u7528\u6237\u53c2\u4e0e\u6d4b\u8bd5，\u6536\u96c6\u4ed6\u4eec\u7684\u53cd\u9988\u610f\u89c1，\u8bc4\u4f30\u7cfb\u7edf\u7684\u7528\u6237\u754c\u9762\u53cb\u597d\u6027\u548c\u6613\u7528\u6027\u3002<\/span><\/p>\n

6.3.3<\/span>\u9884\u671f\u7ed3\u679c：<\/span><\/p>\n

\u7cfb\u7edf\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u5e76\u5206\u7c7b\u4e0d\u540c\u7684\u8840\u7ec6\u80de，\u8bc6\u522b\u7cbe\u5ea6\u8fbe\u5230\u6216\u8d85\u8fc7\u9884\u671f\u6807\u51c6\u3002<\/span><\/p>\n

\u5728\u5b9e\u65f6\u5e94\u7528\u573a\u666f\u4e2d，\u7cfb\u7edf\u80fd\u591f\u6d41\u7545\u8fd0\u884c，\u54cd\u5e94\u65f6\u95f4\u63a7\u5236\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u5185\u3002<\/span><\/p>\n

\u7528\u6237\u754c\u9762\u53cb\u597d\u4e14\u6613\u7528，\u7528\u6237\u80fd\u591f\u8f7b\u677e\u4e0a\u624b\u5e76\u9ad8\u6548\u4f7f\u7528\u7cfb\u7edf\u3002\u540c\u65f6，\u7528\u6237\u53cd\u9988\u79ef\u6781，\u5bf9\u7cfb\u7edf\u8868\u793a\u6ee1\u610f\u6216\u63d0\u51fa\u6539\u8fdb\u5efa\u8bae\u3002<\/span><\/p>\n<\/p>\n

6.4 <\/span>\u672c\u7ae0\u5c0f\u7ed3<\/span><\/p>\n

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