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\u6df1\u5ea6\u5b66\u4e60YOLO\u4ea4\u901a\u8def\u9762\u7f3a\u9677\u68c0\u6d4b\u7cfb\u7edf<\/h2>\n<p>&#x1f947;\u9879\u76ee\u7efc\u5408\u7efc\u5408\u8bc4\u5206(\u6ee1\u52065\u9897\u661f)<\/p>\n<ul>\n<li>\n<p>\u96be\u5ea6\u7cfb\u6570&#xff1a;\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<li>\n<p>\u5de5\u4f5c\u91cf&#xff1a;\u2b50\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<li>\n<p>\u521b\u65b0\u70b9&#xff1a;\u2b50\u2b50\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<\/ul>\n<p>\u6df1\u5ea6\u5b66\u4e60YOLO\u4ea4\u901a\u8def\u9762\u7f3a\u9677\u68c0\u6d4b\u7cfb\u7edf\u662f\u4e00\u4e2a\u57fa\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u7684\u667a\u80fd\u68c0\u6d4b\u7cfb\u7edf&#xff0c;\u80fd\u591f\u81ea\u52a8\u8bc6\u522b\u548c\u5206\u6790\u9053\u8def\u8868\u9762\u7684\u5404\u7c7b\u7f3a\u9677&#xff0c;\u5305\u62ec\u88c2\u7f1d\u3001\u5751\u6d1e\u3001\u677e\u6563\u7b49\u75c5\u5bb3&#xff0c;\u5b9e\u65f6\u5728\u754c\u9762\u4e0a\u663e\u793a\u68c0\u6d4b\u7ed3\u679c\u3002\u7cfb\u7edf\u652f\u6301\u591a\u79cd\u8f93\u5165\u6a21\u5f0f&#xff0c;\u53ef\u4ee5\u5904\u7406\u56fe\u7247\u3001\u89c6\u9891\u548c\u5b9e\u65f6\u6444\u50cf\u5934\u8f93\u5165&#xff0c;\u5e76\u901a\u8fc7\u53ef\u89c6\u5316\u754c\u9762\u5c55\u793a\u68c0\u6d4b\u7ed3\u679c\u3002<\/p>\n<p>1.\u4f7f\u7528YOLOv11\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u4f5c\u4e3a\u6838\u5fc3\u68c0\u6d4b\u6a21\u578b&#xff0c;\u5f15\u5165BiFPN\u7279\u5f81\u91d1\u5b57\u5854\u589e\u5f3a\u5c0f\u76ee\u6807\u68c0\u6d4b\u80fd\u529b\u3002<\/p>\n<p>2.\u91c7\u7528PyQt5\u5f00\u53d1\u4ea4\u4e92\u754c\u9762&#xff0c;\u5b9e\u65f6\u663e\u793a\u68c0\u6d4b\u7ed3\u679c&#xff0c;\u5305\u62ec\u7f3a\u9677\u7c7b\u578b\u3001\u4f4d\u7f6e\u548c\u7f6e\u4fe1\u5ea6\u3002<\/p>\n<p>3.\u652f\u6301\u591a\u6a21\u6001\u8f93\u5165\u5904\u7406&#xff0c;\u53ef\u5904\u7406\u56fe\u7247(JPEG\/PNG)\u3001\u89c6\u9891(MP4\/AVI)\u548c\u5b9e\u65f6\u6444\u50cf\u5934\u8f93\u5165(USB\/RTSP)\u3002<\/p>\n<p>4.\u4f7f\u7528OpenCV\u8fdb\u884c\u56fe\u50cf\u5904\u7406\u548c\u7ed3\u679c\u53ef\u89c6\u5316&#xff0c;\u7ed8\u5236\u68c0\u6d4b\u6846\u3001\u7c7b\u522b\u6807\u7b7e\u548c\u7f6e\u4fe1\u5ea6\u3002<\/p>\n<p>5.\u91c7\u7528\u591a\u7ebf\u7a0b\u5904\u7406\u548c\u5e27\u7387\u63a7\u5236\u7b56\u7565&#xff0c;\u786e\u4fdd\u5b9e\u65f6\u68c0\u6d4b\u6027\u80fd(\u226525FPS)\u3002<\/p>\n<p>6.\u7cfb\u7edf\u5177\u6709\u7ecf\u6d4e\u548c\u793e\u4f1a\u6548\u76ca&#xff0c;\u68c0\u6d4b\u6548\u7387\u63d0\u534720\u500d\u4ee5\u4e0a&#xff0c;\u4eba\u529b\u6210\u672c\u964d\u4f4e60%&#xff0c;\u65e9\u671f\u53d1\u73b0\u53ef\u8282\u7ea650%\u4ee5\u4e0a\u7ef4\u4fee\u8d39\u7528\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260224160609-699dcc71cb48f.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\/02\/20260224160610-699dcc728e07a.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\/02\/20260224160611-699dcc733a54f.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>&#x1f9ff; \u9879\u76ee\u5206\u4eab:\u5927\u5bb6\u53ef\u81ea\u53d6\u7528\u4e8e\u53c2\u8003\u5b66\u4e60&#xff0c;\u83b7\u53d6\u65b9\u5f0f\u89c1\u6587\u672b!<\/p>\n<h2>&#x1f6a9;\u8bfe\u9898\u5206\u4eab2: \u6df1\u5ea6\u5b66\u4e60yolo\u85fb\u7c7b\u7ec6\u80de\u68c0\u6d4b\u8bc6\u522b(\u79d1\u7814\u8f85\u52a9\u7cfb\u7edf)<\/h2>\n<p>&#x1f947;\u9879\u76ee\u7efc\u5408\u7efc\u5408\u8bc4\u5206(\u6ee1\u52065\u9897\u661f)<\/p>\n<ul>\n<li>\n<p>\u96be\u5ea6\u7cfb\u6570&#xff1a;\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<li>\n<p>\u5de5\u4f5c\u91cf&#xff1a;\u2b50\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<li>\n<p>\u521b\u65b0\u70b9&#xff1a;\u2b50\u2b50\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<\/ul>\n<p>\u6df1\u5ea6\u5b66\u4e60yolo\u85fb\u7c7b\u7ec6\u80de\u68c0\u6d4b\u8bc6\u522b(\u79d1\u7814\u8f85\u52a9\u7cfb\u7edf)\u662f\u4e00\u4e2a\u57fa\u4e8eYOLOv8\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u85fb\u7c7b\u7ec6\u80de\u81ea\u52a8\u68c0\u6d4b\u8bc6\u522b\u7cfb\u7edf&#xff0c;\u53ef\u4ee5\u5b9e\u65f6\u76d1\u6d4b\u548c\u8bc6\u522b\u6c34\u4f53\u4e2d\u7684\u85fb\u7c7b\u7ec6\u80de&#xff0c;\u4e3a\u6c34\u73af\u5883\u76d1\u6d4b\u63d0\u4f9b\u79d1\u7814\u8f85\u52a9\u3002\u7cfb\u7edf\u80fd\u591f\u5bf9\u663e\u5fae\u955c\u4e0b\u7684\u85fb\u7c7b\u56fe\u50cf\u8fdb\u884c\u5b9e\u65f6\u68c0\u6d4b\u3001\u5206\u7c7b\u548c\u7edf\u8ba1&#xff0c;\u5e76\u901a\u8fc7\u56fe\u5f62\u754c\u9762\u5c55\u793a\u68c0\u6d4b\u7ed3\u679c\u548c\u6570\u636e\u7edf\u8ba1\u56fe\u8868\u3002<\/p>\n<p>1.\u4f7f\u7528YOLOv8s\u8f7b\u91cf\u5316\u6a21\u578b\u4f5c\u4e3a\u6838\u5fc3\u7b97\u6cd5\u8fdb\u884c\u85fb\u7c7b\u7ec6\u80de\u68c0\u6d4b\u8bc6\u522b\u3002<\/p>\n<p>2.\u91c7\u7528PyQt5\u6846\u67b6\u5f00\u53d1\u56fe\u5f62\u7528\u6237\u754c\u9762&#xff0c;\u5b9e\u73b0\u89c6\u9891\u663e\u793a\u3001\u63a7\u5236\u9762\u677f\u548c\u56fe\u8868\u533a\u57df\u7684\u4ea4\u4e92\u3002<\/p>\n<p>3.\u4f7f\u7528OpenCV 4.5\u8fdb\u884c\u56fe\u50cf\u5904\u7406&#xff0c;\u652f\u6301\u663e\u5fae\u955c\/\u6c34\u4e0b\u76f8\u673a\/\u65e0\u4eba\u673a\u591a\u6e90\u6570\u636e\u8f93\u5165\u3002<\/p>\n<p>4.\u901a\u8fc7Matplotlib 3.6\u5b9e\u73b0\u68c0\u6d4b\u7ed3\u679c\u7684\u6570\u636e\u53ef\u89c6\u5316&#xff0c;\u5305\u62ec\u52a8\u6001\u67f1\u72b6\u56fe\u5c55\u793a\u5404\u7c7b\u85fb\u7c7b\u6570\u91cf\u3002<\/p>\n<p>5.\u91c7\u7528\u591a\u7ebf\u7a0b\u67b6\u6784\u8bbe\u8ba1&#xff0c;\u5206\u522b\u5904\u7406UI\u6e32\u67d3\u3001\u89c6\u9891\u6355\u83b7\u3001\u6a21\u578b\u63a8\u7406\u548c\u6570\u636e\u6301\u4e45\u5316\u3002<\/p>\n<p>6.\u652f\u6301\u6570\u636e\u5bfc\u51fa\u529f\u80fd&#xff0c;\u4ee5JSON\u683c\u5f0f\u4fdd\u5b58\u68c0\u6d4b\u7ed3\u679c&#xff0c;\u5305\u542b\u65f6\u95f4\u6233\u3001\u68c0\u6d4b\u7c7b\u522b\u3001\u6570\u91cf\u548c\u6027\u80fd\u6570\u636e\u3002<\/p>\n<p>7.\u4f7f\u7528CUDA 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