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style=\"color:#0d0016\">\u6807\u6ce8\u542c\u8d77\u6765\u7b80\u5355&#xff0c;\u505a\u8d77\u6765\u5374\u662f\u4e2a\u4f53\u529b\u6d3b\u3002\u4e00\u5f20\u56fe\u53ef\u80fd\u6709\u4e09\u4e94\u4e2a\u76ee\u6807&#xff0c;\u4e00\u4e2a\u6570\u636e\u96c6\u52a8\u8f84\u51e0\u767e\u4e0a\u5343\u5f20&#xff0c;\u624b\u52a8\u753b\u6846\u65e2\u8017\u65f6\u53c8\u5bb9\u6613\u51fa\u9519\u3002\u6240\u4ee5\u5b9e\u9645\u5de5\u4f5c\u4e2d&#xff0c;\u6211\u4eec\u4f1a\u501f\u52a9\u6807\u6ce8\u5de5\u5177\u6765\u63d0\u9ad8\u6548\u7387&#xff0c;\u6bd4\u5982LabelImg\u3001Labelme\u3001Roboflow\u7b49\u3002\u8fd9\u4e9b\u5de5\u5177\u652f\u6301\u5feb\u6377\u952e\u3001\u6279\u91cf\u64cd\u4f5c\u3001\u81ea\u52a8\u4fdd\u5b58&#xff0c;\u80fd\u8ba9\u4f60\u753b\u6846\u7684\u901f\u5ea6\u5feb\u4e0a\u597d\u51e0\u500d\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#be191c\">\u6700\u540e\u8981\u5f3a\u8c03\u4e00\u70b9&#xff1a;<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u6807\u6ce8\u4e0d\u662f\u8d8a\u591a\u8d8a\u597d&#xff0c;\u800c\u662f\u8d8a\u51c6\u8d8a\u597d\u3002\u4e00\u5343\u5f20\u7c97\u7cd9\u6807\u6ce8\u7684\u56fe\u7247&#xff0c;\u5f80\u5f80\u4e0d\u5982\u4e09\u767e\u5f20\u7cbe\u7ec6\u6807\u6ce8\u7684\u56fe\u7247\u6709\u7528\u3002\u5b81\u53ef\u5728\u5c11\u91cf\u6570\u636e\u4e0a\u628a\u6846\u753b\u51c6\u3001\u7c7b\u522b\u6807\u5bf9&#xff0c;\u4e5f\u4e0d\u8981\u4e3a\u4e86\u51d1\u6570\u91cf\u800c\u727a\u7272\u8d28\u91cf\u3002\u7406\u89e3\u4e86\u8fd9\u4e00\u70b9&#xff0c;\u4f60\u5c31\u8fc8\u51fa\u4e86\u5236\u4f5c\u9ad8\u8d28\u91cfYOLO\u6570\u636e\u96c6\u7684\u7b2c\u4e00\u6b65\u3002<\/span><\/p>\n<hr \/>\n<h4 id=\"%F0%9F%9A%802.%E6%95%B0%E6%8D%AE%E4%BB%8E%E5%93%AA%E6%9D%A5%EF%BC%9A%E4%B8%89%E7%A7%8D%E9%87%87%E9%9B%86%E9%80%94%E5%BE%84\"><span style=\"color:#0d0016\">&#x1f680;2.\u6570\u636e\u4ece\u54ea\u6765&#xff1a;\u4e09\u79cd\u91c7\u96c6\u9014\u5f84<\/span><\/h4>\n<h5 id=\"%F0%9F%8D%80%F0%9F%8D%802.1%C2%A0%E8%87%AA%E5%B7%B1%E6%8B%8D%EF%BC%9A%E6%89%8B%E6%9C%BA%2F%E7%9B%B8%E6%9C%BA%E6%8B%8D%E6%91%84%E7%9A%84%E6%B3%A8%E6%84%8F%E4%BA%8B%E9%A1%B9\"><span style=\"color:#0d0016\">&#x1f340;&#x1f340;2.1\u00a0\u81ea\u5df1\u62cd&#xff1a;\u624b\u673a\/\u76f8\u673a\u62cd\u6444\u7684\u6ce8\u610f\u4e8b\u9879<\/span><\/h5>\n<p style=\"text-align:justify\"><span style=\"color:#ff9900\">\u81ea\u5df1\u62cd\u6570\u636e&#xff0c;\u662f\u5236\u4f5cYOLO\u6570\u636e\u96c6\u6700\u76f4\u63a5\u7684\u65b9\u5f0f\u3002<\/span><span 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id=\"%F0%9F%8D%80%F0%9F%8D%802.2%C2%A0%E7%BD%91%E4%B8%8A%E6%89%BE%EF%BC%9A%E5%85%AC%E5%BC%80%E6%95%B0%E6%8D%AE%E9%9B%86%E4%B8%8E%E5%9B%BE%E7%89%87%E7%88%AC%E5%8F%96\"><span style=\"color:#0d0016\">&#x1f340;&#x1f340;2.2\u00a0\u7f51\u4e0a\u627e&#xff1a;\u516c\u5f00\u6570\u636e\u96c6\u4e0e\u56fe\u7247\u722c\u53d6<\/span><\/h5>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u81ea\u5df1\u62cd\u867d\u7136\u53ef\u63a7&#xff0c;\u4f46\u9047\u5230\u201c\u60f3\u68c0\u6d4b\u7684\u4e1c\u897f\u8eab\u8fb9\u6ca1\u6709\u201d\u65f6&#xff0c;\u7f51\u4e0a\u627e\u5c31\u662f\u66f4\u73b0\u5b9e\u7684\u9009\u62e9\u3002<\/span><span style=\"color:#ff9900\">\u5e38\u89c1\u9014\u5f84\u6709\u4e24\u7c7b&#xff1a;\u76f4\u63a5\u7528\u516c\u5f00\u6570\u636e\u96c6&#xff0c;\u6216\u8005\u81ea\u5df1\u722c\u53d6\u56fe\u7247<\/span><span style=\"color:#0d0016\">\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#1a439c\">\u516c\u5f00\u6570\u636e\u96c6&#xff1a;\u7701\u65f6\u7701\u529b\u7684\u9996\u9009<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u76ee\u6807\u68c0\u6d4b\u9886\u57df\u6709\u4e0d\u5c11\u73b0\u6210\u7684\u516c\u5f00\u6570\u636e\u96c6&#xff0c;\u8986\u76d6\u4e86\u5e38\u89c1\u7c7b\u522b&#xff0c;\u62ff\u6765\u5c31\u80fd\u7528\u3002\u6bd4\u5982COCO&#xff0c;\u5305\u542b80\u4e2a\u7c7b\u522b\u300120\u591a\u4e07\u5f20\u6807\u6ce8\u56fe\u7247&#xff0c;\u4eba\u3001\u8f66\u3001\u52a8\u7269\u3001\u5bb6\u5177\u5e94\u6709\u5c3d\u6709&#xff1b;Pascal VOC\u89c4\u6a21\u5c0f\u4e00\u4e9b&#xff0c;\u4f46\u7ecf\u5178\u3001\u683c\u5f0f\u89c4\u8303&#xff0c;\u9002\u5408\u5165\u95e8\u7ec3\u624b&#xff1b;\u8fd8\u6709\u4e13\u95e8\u9762\u5411\u884c\u4eba\u68c0\u6d4b\u7684Cityscapes\u3001\u9762\u5411\u4ea4\u901a\u6807\u5fd7\u7684TT100K\u3001\u9762\u5411\u53e3\u7f69\u68c0\u6d4b\u7684Mask Detection Dataset\u7b49\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u5927\u591a\u63d0\u4f9bYOLO\u683c\u5f0f\u6216\u53ef\u8f6c\u6362\u7684\u6807\u6ce8\u6587\u4ef6&#xff0c;\u4e0b\u8f7d\u540e\u7a0d\u4f5c\u5904\u7406\u5c31\u80fd\u76f4\u63a5\u8bad\u7ec3\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u7528\u516c\u5f00\u6570\u636e\u96c6\u7684\u597d\u5904\u662f\u7701\u53bb\u4e86\u91c7\u96c6\u548c\u6807\u6ce8\u7684\u6210\u672c&#xff0c;\u7f3a\u70b9\u662f\u7c7b\u522b\u56fa\u5b9a\u3002\u4f60\u60f3\u8981\u7684\u76ee\u6807\u5982\u679c\u4e0d\u5728\u5b83\u7684\u7c7b\u522b\u5217\u8868\u91cc&#xff0c;\u90a3\u5c31\u7528\u4e0d\u4e0a\u3002\u53e6\u5916&#xff0c;\u516c\u5f00\u6570\u636e\u96c6\u5f80\u5f80\u504f\u5411\u7279\u5b9a\u573a\u666f&#xff08;\u6bd4\u5982COCO\u591a\u662f\u751f\u6d3b\u573a\u666f&#xff09;&#xff0c;\u548c\u4f60\u7684\u5b9e\u9645\u5e94\u7528\u573a\u666f\u53ef\u80fd\u6709\u5dee\u8ddd&#xff0c;\u76f4\u63a5\u7528\u6548\u679c\u672a\u5fc5\u597d\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#1a439c\">\u56fe\u7247\u722c\u53d6&#xff1a;\u6309\u9700\u5b9a\u5236&#xff0c;\u4f46\u6807\u6ce8\u5f97\u81ea\u5df1\u6765<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u5982\u679c\u516c\u5f00\u6570\u636e\u96c6\u6ca1\u6709\u4f60\u8981\u7684\u7c7b\u522b&#xff0c;\u53ef\u4ee5\u81ea\u5df1\u722c\u56fe\u3002\u6700\u5e38\u89c1\u7684\u65b9\u5f0f\u662f\u7528Python\u5199\u4e2a\u722c\u866b&#xff0c;\u4ece\u767e\u5ea6\u56fe\u7247\u3001\u5fc5\u5e94\u56fe\u7247\u6216\u7279\u5b9a\u7f51\u7ad9\u6279\u91cf\u4e0b\u8f7d\u3002\u6838\u5fc3\u601d\u8def\u662f&#xff1a;\u6a21\u62df\u641c\u7d22\u5173\u952e\u8bcd&#xff0c;\u89e3\u6790\u9875\u9762\u91cc\u7684\u56fe\u7247\u94fe\u63a5&#xff0c;\u7136\u540e\u6279\u91cf\u4e0b\u8f7d\u3002\u7f51\u4e0a\u6709\u4e0d\u5c11\u73b0\u6210\u7684\u722c\u866b\u811a\u672c&#xff0c;\u6539\u4e00\u4e0b\u5173\u952e\u8bcd\u548c\u4fdd\u5b58\u8def\u5f84\u5c31\u80fd\u8dd1\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u4f46\u722c\u53d6\u6709\u51e0\u4e2a\u5751\u8981\u6ce8\u610f&#xff1a;\u7b2c\u4e00&#xff0c;\u56fe\u7247\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50&#xff0c;\u5f88\u591a\u662f\u7f29\u7565\u56fe\u3001\u5e26\u6c34\u5370\u3001\u91cd\u590d\u7684&#xff0c;\u4e0b\u8f7d\u540e\u5fc5\u987b\u6e05\u6d17&#xff1b;\u7b2c\u4e8c&#xff0c;\u6807\u6ce8\u8981\u81ea\u5df1\u8865&#xff0c;\u722c\u6765\u7684\u56fe\u6ca1\u6709\u6807\u7b7e&#xff0c;\u4f60\u5f97\u4e00\u5f20\u5f20\u753b\u6846&#xff0c;\u5de5\u4f5c\u91cf\u4e0d\u5c0f&#xff1b;\u7b2c\u4e09&#xff0c;\u7248\u6743\u548c\u5408\u89c4\u95ee\u9898&#xff0c;\u722c\u6765\u7684\u56fe\u7247\u5982\u679c\u7528\u4e8e\u5546\u4e1a\u9879\u76ee&#xff0c;\u53ef\u80fd\u6d89\u53ca\u4fb5\u6743&#xff0c;\u516c\u5f00\u5206\u4eab\u4e5f\u8981\u8c28\u614e\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#be191c\">\u5b9e\u7528\u5efa\u8bae&#xff1a;<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u4f18\u5148\u7528\u516c\u5f00\u6570\u636e\u96c6&#xff0c;\u5b9e\u5728\u6ca1\u6709\u5408\u9002\u7684\u518d\u8003\u8651\u722c\u53d6\u3002\u5982\u679c\u9009\u62e9\u722c\u53d6&#xff0c;\u5173\u952e\u8bcd\u8981\u5c3d\u91cf\u5177\u4f53&#xff0c;\u6bd4\u5982\u641c\u201c\u6234\u5b89\u5168\u5e3d\u7684\u5de5\u4eba\u201d\u6bd4\u641c\u201c\u5de5\u5730\u201d\u7cbe\u51c6\u5f97\u591a\u3002\u4e0b\u8f7d\u540e\u5148\u505a\u4e00\u8f6e\u53bb\u91cd\u548c\u7b5b\u9009&#xff0c;\u518d\u8fdb\u5165\u6807\u6ce8\u73af\u8282\u3002\u53e6\u5916&#xff0c;\u4e5f\u53ef\u4ee5\u628a\u516c\u5f00\u6570\u636e\u96c6\u548c\u5c11\u91cf\u81ea\u62cd\u56fe\u6df7\u5408\u4f7f\u7528\u2014\u516c\u5f00\u6570\u636e\u6253\u5e95&#xff0c;\u81ea\u62cd\u56fe\u8865\u573a\u666f&#xff0c;\u5f80\u5f80\u6bd4\u5355\u4e00\u6765\u6e90\u6548\u679c\u66f4\u597d\u3002<\/span><\/p>\n<h5 id=\"%F0%9F%8D%80%F0%9F%8D%802.3%C2%A0%E8%A7%86%E9%A2%91%E6%8A%BD%E5%B8%A7%EF%BC%9A%E4%BB%8E%E7%8E%B0%E6%9C%89%E8%A7%86%E9%A2%91%E4%B8%AD%E6%8F%90%E5%8F%96%E5%9B%BE%E5%83%8F\"><span style=\"color:#0d0016\">&#x1f340;&#x1f340;2.3\u00a0<\/span>\u89c6\u9891\u62bd\u5e27&#xff1a;\u4ece\u73b0\u6709\u89c6\u9891\u4e2d\u63d0\u53d6\u56fe\u50cf<\/h5>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u9664\u4e86\u62cd\u7167\u548c\u722c\u56fe&#xff0c;\u8fd8\u6709\u4e00\u79cd\u88ab\u4f4e\u4f30\u7684\u91c7\u96c6\u65b9\u5f0f&#xff1a;<\/span><span style=\"color:#fe2c24\">\u4ece\u89c6\u9891\u91cc\u62bd\u5e27<\/span><span style=\"color:#0d0016\">\u3002\u4e00\u6bb5\u51e0\u79d2\u7684\u89c6\u9891&#xff0c;\u6309\u6bcf\u79d2\u51e0\u5e27\u5207\u51fa\u6765&#xff0c;\u5c31\u80fd\u5f97\u5230\u51e0\u5341\u4e0a\u767e\u5f20\u56fe\u7247&#xff0c;\u800c\u4e14\u8fd9\u4e9b\u56fe\u7247\u5929\u7136\u5e26\u6709\u8fde\u7eed\u6027\u548c\u591a\u6837\u6027\u2014\u76ee\u6807\u5728\u79fb\u52a8\u3001\u89d2\u5ea6\u5728\u53d8\u5316\u3001\u5149\u7167\u5728\u8fc7\u6e21&#xff0c;\u6b63\u597d\u7b26\u5408\u524d\u9762\u5f3a\u8c03\u7684\u201c\u591a\u89d2\u5ea6\u3001\u591a\u573a\u666f\u201d\u8981\u6c42\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u62bd\u5e27\u7684\u6838\u5fc3\u5de5\u5177\u662f<\/span><span style=\"color:#fe2c24\">\u00a0OpenCV<\/span><span style=\"color:#0d0016\">\u3002\u57fa\u672c\u601d\u8def\u5f88\u7b80\u5355&#xff1a;\u6253\u5f00\u89c6\u9891&#xff0c;\u6309\u56fa\u5b9a\u95f4\u9694\u8bfb\u53d6\u5e27&#xff0c;\u4fdd\u5b58\u6210\u56fe\u7247\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u4ee3\u7801\u5927\u81f4\u5982\u4e0b&#xff1a;<\/span><\/p>\n<p>import cv2<\/p>\n<p>cap &#061; cv2.VideoCapture(&#039;video.mp4&#039;)<br \/>\nframe_interval &#061; 10  # \u6bcf10\u5e27\u53d6\u4e00\u5f20<br \/>\ncount &#061; 0<br \/>\nsaved &#061; 0<\/p>\n<p>while True:<br \/>\n    ret, frame &#061; cap.read()<br \/>\n    if not ret:<br \/>\n        break<br \/>\n    if count % frame_interval &#061;&#061; 0:<br \/>\n        cv2.imwrite(f&#039;frames\/frame_{saved:04d}.jpg&#039;, frame)<br \/>\n        saved &#043;&#061; 1<br \/>\n    count &#043;&#061; 1<\/p>\n<p>cap.release() <\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u5173\u952e\u53c2\u6570\u662f\u62bd\u5e27\u95f4\u9694\u3002\u95f4\u9694\u592a\u5c0f&#xff0c;\u76f8\u90bb\u5e27\u51e0\u4e4e\u4e00\u6837&#xff0c;\u6570\u636e\u5197\u4f59&#xff1b;\u95f4\u9694\u592a\u5927&#xff0c;\u76ee\u6807\u52a8\u4f5c\u8df3\u8dc3&#xff0c;\u8fde\u7eed\u6027\u4e22\u5931\u3002\u4e00\u822c\u89c6\u9891\u6309\u6bcf\u79d225\u523030\u5e27\u7b97&#xff0c;\u6bcf10\u523015\u5e27\u53d6\u4e00\u5f20\u6bd4\u8f83\u5408\u9002&#xff0c;\u4e5f\u5c31\u662f\u6bcf\u79d2\u53d62\u52303\u5f20\u3002\u5982\u679c\u89c6\u9891\u91cc\u76ee\u6807\u79fb\u52a8\u5f88\u5feb&#xff0c;\u95f4\u9694\u53ef\u4ee5\u518d\u5c0f\u4e00\u70b9&#xff1b;\u5982\u679c\u662f\u9759\u6b62\u573a\u666f&#xff0c;\u95f4\u9694\u53ef\u4ee5\u653e\u5927\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#1c7892\">\u62bd\u5e27\u65f6\u6709\u51e0\u70b9\u8981\u6ce8\u610f<\/span><span style=\"color:#0d0016\">\u3002\u7b2c\u4e00&#xff0c;\u53bb\u6389\u6a21\u7cca\u5e27&#xff0c;\u89c6\u9891\u538b\u7f29\u548c\u8fd0\u52a8\u4f1a\u5bfc\u81f4\u90e8\u5206\u5e27\u4e0d\u6e05\u6670&#xff0c;\u53ef\u4ee5\u7528\u62c9\u666e\u62c9\u65af\u7b97\u5b50\u7b80\u5355\u7b5b\u4e00\u904d\u3002\u7b2c\u4e8c&#xff0c;\u907f\u514d\u9ad8\u5ea6\u76f8\u4f3c\u7684\u5e27&#xff0c;\u5982\u679c\u76ee\u6807\u51e0\u4e4e\u6ca1\u52a8&#xff0c;\u8fde\u7eed\u62bd\u51fa\u6765\u7684\u56fe\u5dee\u522b\u5f88\u5c0f&#xff0c;\u5efa\u8bae\u624b\u52a8\u6216\u6309\u54c8\u5e0c\u53bb\u91cd\u3002\u7b2c\u4e09&#xff0c;\u89c6\u9891\u6765\u6e90\u8981\u5408\u6cd5&#xff0c;\u5c3d\u91cf\u7528\u81ea\u5df1\u62cd\u6444\u7684\u89c6\u9891\u6216\u5141\u8bb8\u4f7f\u7528\u7684\u516c\u5f00\u89c6\u9891\u7d20\u6750\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u62bd\u5e27\u7279\u522b\u9002\u5408\u884c\u4e3a\u68c0\u6d4b\u3001\u4ea4\u901a\u76d1\u63a7\u3001\u5de5\u4e1a\u6d41\u6c34\u7ebf\u8fd9\u7c7b\u573a\u666f\u2014\u73b0\u5b9e\u4e2d\u4f60\u5f88\u96be\u4e3e\u7740\u76f8\u673a\u4e00\u5f20\u5f20\u62cd&#xff0c;\u4f46\u4e00\u6bb5\u76d1\u63a7\u89c6\u9891\u5c31\u80fd\u63d0\u4f9b\u5927\u91cf\u771f\u5b9e\u6570\u636e\u3002\u62bd\u5b8c\u5e27\u4e4b\u540e&#xff0c;\u8fd9\u4e9b\u56fe\u7247\u548c\u81ea\u62cd\u56fe\u4e00\u6837&#xff0c;\u90fd\u8981\u7ecf\u8fc7\u7b5b\u9009\u3001\u6e05\u6d17&#xff0c;\u518d\u8fdb\u5165\u6807\u6ce8\u73af\u8282\u3002<\/span><\/p>\n<hr \/>\n<h4 id=\"%F0%9F%9A%803.%E5%B8%B8%E8%A7%81%E6%A0%87%E6%B3%A8%E6%A0%BC%E5%BC%8F%EF%BC%9ACOCO%E3%80%81VOC%E3%80%81YOLO\"><span style=\"color:#0d0016\">&#x1f680;3.\u5e38\u89c1\u6807\u6ce8\u683c\u5f0f&#xff1a;COCO\u3001VOC\u3001YOLO<\/span><\/h4>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u4f60\u53ef\u80fd\u4f1a\u95ee&#xff1a;\u4e3a\u4ec0\u4e48\u8981\u6709\u8fd9\u4e48\u591a\u683c\u5f0f&#xff1f;\u8bf4\u767d\u4e86&#xff0c;\u6bcf\u4e2a\u6846\u67b6\u90fd\u6709\u81ea\u5df1\u7684\u300c\u813e\u6c14\u300d\u3002\u6211\u521a\u5f00\u59cb\u505a\u9879\u76ee\u65f6&#xff0c;\u7ecf\u5e38\u5728\u4e09\u79cd\u683c\u5f0f\u4e4b\u95f4\u6765\u56de\u8f6c\u6362&#xff0c;\u8e29\u4e86\u4e0d\u5c11\u5751\u3002<\/span><\/p>\n<table>\n<tbody>\n<tr><span style=\"color:#ff9900\">\u683c\u5f0f<\/span><span style=\"color:#ff9900\">\u5b58\u50a8\u65b9\u5f0f<\/span><span style=\"color:#ff9900\">\u5750\u6807\u683c\u5f0f<\/span><span style=\"color:#ff9900\">\u5178\u578b\u5e94\u7528<\/span><\/tr>\n<tr>\n<td><span style=\"color:#0d0016\">COCO<\/span><\/td>\n<td><span style=\"color:#0d0016\">JSON\u6587\u4ef6<\/span><\/td>\n<td><span style=\"color:#0d0016\">\u5de6\u4e0a\u89d2x, y &#043; \u5bbdw, \u9ad8h<\/span><\/td>\n<td><span style=\"color:#0d0016\">\u68c0\u6d4b\u3001\u5206\u5272\u3001\u5173\u952e\u70b9<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"color:#0d0016\">VOC<\/span><\/td>\n<td><span style=\"color:#0d0016\">XML\u6587\u4ef6<\/span><\/td>\n<td><span style=\"color:#0d0016\">\u5de6\u4e0a\u89d2xmin, ymin &#043; \u53f3\u4e0b\u89d2xmax, ymax<\/span><\/td>\n<td><span style=\"color:#0d0016\">\u5206\u7c7b\u3001\u68c0\u6d4b<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"color:#0d0016\">YOLO<\/span><\/td>\n<td><span style=\"color:#0d0016\">TXT\u6587\u4ef6<\/span><\/td>\n<td><span style=\"color:#0d0016\">\u5f52\u4e00\u5316\u7684\u4e2d\u5fc3\u70b9x, y &#043; \u5bbdw, \u9ad8h<\/span><\/td>\n<td><span style=\"color:#0d0016\">YOLO\u7cfb\u5217<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p id=\"COCO%E6%A0%BC%E5%BC%8F\"><span style=\"color:#1a439c\">COCO\u683c\u5f0f<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">COCO\u662f\u76ee\u524d\u6700\u6d41\u884c\u7684\u6570\u636e\u96c6\u683c\u5f0f\u4e4b\u4e00\u3002\u5b83\u7528JSON\u6587\u4ef6\u7ec4\u7ec7\u6240\u6709\u4fe1\u606f&#xff0c;\u7ed3\u6784\u6e05\u6670\u4f46\u7a0d\u663e\u590d\u6742\u3002\u6211\u4e2a\u4eba\u4e60\u60ef\u7528COCO\u505a\u5927\u578b\u9879\u76ee&#xff0c;\u56e0\u4e3a\u5b83\u652f\u630180\u4e2a\u7c7b\u522b&#xff0c;\u800c\u4e14\u6709\u4e30\u5bcc\u7684\u8bc4\u4f30\u5de5\u5177\u3002<\/span><\/p>\n<p>{<br \/>\n  &#034;images&#034;: [{&#034;id&#034;: 1, &#034;file_name&#034;: &#034;001.jpg&#034;, &#034;width&#034;: 640, &#034;height&#034;: 480}],<br \/>\n  &#034;annotations&#034;: [{<br \/>\n    &#034;id&#034;: 1, &#034;image_id&#034;: 1,<br \/>\n    &#034;bbox&#034;: [100, 200, 200, 150],  \/\/ x, y, width, height<br \/>\n    &#034;category_id&#034;: 3<br \/>\n  }],<br \/>\n  &#034;categories&#034;: [{&#034;id&#034;: 3, &#034;name&#034;: &#034;car&#034;}]<br \/>\n} <\/p>\n<p><span style=\"color:#1a439c\">VOC\u683c\u5f0f<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">VOC\u683c\u5f0f\u7528XML\u6587\u4ef6\u5b58\u50a8&#xff0c;\u6bcf\u4e2a\u56fe\u7247\u5bf9\u5e94\u4e00\u4e2aXML\u3002\u6211\u8bb0\u5f97\u65e9\u671f\u505aPASCAL VOC\u6bd4\u8d5b\u65f6&#xff0c;\u5927\u5bb6\u90fd\u7528\u8fd9\u4e2a\u683c\u5f0f\u3002\u5b83\u5f88\u76f4\u89c2&#xff0c;\u4f46\u6587\u4ef6\u6570\u91cf\u591a&#xff0c;\u7ba1\u7406\u8d77\u6765\u6709\u70b9\u9ebb\u70e6\u3002<\/span><\/p>\n<p>&lt;annotation&gt;<br \/>\n  &lt;filename&gt;001.jpg&lt;\/filename&gt;<br \/>\n  &lt;size&gt;&lt;width&gt;640&lt;\/width&gt;&lt;height&gt;480&lt;\/height&gt;&lt;\/size&gt;<br \/>\n  &lt;object&gt;<br \/>\n    &lt;name&gt;car&lt;\/name&gt;<br \/>\n    &lt;bndbox&gt;<br \/>\n      &lt;xmin&gt;100&lt;\/xmin&gt;&lt;ymin&gt;200&lt;\/ymin&gt;<br \/>\n      &lt;xmax&gt;300&lt;\/xmax&gt;&lt;ymax&gt;350&lt;\/ymax&gt;<br \/>\n    &lt;\/bndbox&gt;<br \/>\n  &lt;\/object&gt;<br \/>\n&lt;\/annotation&gt; <\/p>\n<p id=\"YOLO%E6%A0%BC%E5%BC%8F\"><span style=\"color:#1a439c\">YOLO\u683c\u5f0f<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">YOLO\u683c\u5f0f\u6700\u7b80\u6d01&#xff0c;\u6bcf\u4e2a\u56fe\u7247\u5bf9\u5e94\u4e00\u4e2aTXT\u6587\u4ef6\u3002\u5750\u6807\u662f\u5f52\u4e00\u5316\u7684&#xff08;0~1\u4e4b\u95f4&#xff09;&#xff0c;\u8fd9\u6837\u4e0d\u7ba1\u56fe\u7247\u591a\u5927&#xff0c;\u5750\u6807\u90fd\u6709\u6548\u3002\u4f60\u60f3\u60f3\u770b&#xff0c;\u5982\u679c\u56fe\u7247\u662f1920\u00d71080&#xff0c;\u5750\u6807\u5f52\u4e00\u5316\u540e\u5c31\u4e0d\u7528\u62c5\u5fc3\u5206\u8fa8\u7387\u95ee\u9898\u4e86\u3002<\/span><\/p>\n<p># \u7c7b\u522bID \u4e2d\u5fc3x \u4e2d\u5fc3y \u5bbd\u5ea6w \u9ad8\u5ea6h<br \/>\n3 0.3125 0.5208 0.3125 0.3125 <\/p>\n<p><span style=\"color:#be191c\">\u6211\u7684\u5efa\u8bae&#xff1a;<\/span><span style=\"color:#0d0016\">\u505aYOLO\u9879\u76ee\u76f4\u63a5\u7528YOLO\u683c\u5f0f\u3002\u5982\u679c\u6570\u636e\u6e90\u662fCOCO\u6216VOC&#xff0c;\u5199\u4e2a\u811a\u672c\u8f6c\u4e00\u4e0b\u5c31\u597d\u3002<\/span><\/p>\n<hr \/>\n<h4 id=\"%F0%9F%9A%804.%E6%A0%87%E6%B3%A8%E5%B7%A5%E5%85%B7%E9%80%89%E5%9E%8B%EF%BC%9ALabelImg%E3%80%81Labelme%E8%BF%98%E6%98%AFRoboflow%EF%BC%9F\"><span style=\"color:#0d0016\">&#x1f680;4.\u6807\u6ce8\u5de5\u5177\u9009\u578b&#xff1a;LabelImg\u3001Labelme\u8fd8\u662fRoboflow&#xff1f;<\/span><\/h4>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u5de5\u5177\u6ca1\u6709\u7edd\u5bf9\u7684\u597d\u574f&#xff0c;\u53ea\u6709\u9002\u4e0d\u9002\u5408\u4f60\u7684\u573a\u666f\u3002\u9009\u9519\u4e86\u5de5\u5177&#xff0c;\u540e\u9762\u53ef\u80fd\u8981\u591a\u82b1\u51e0\u500d\u65f6\u95f4\u8fd4\u5de5\u3002\u8fd9\u4e00\u8282\u628a\u4e09\u4e2a\u4e3b\u6d41\u9009\u9879\u6446\u5728\u4e00\u8d77&#xff0c;\u5e2e\u4f60\u505a\u51fa\u5224\u65ad\u3002<\/span><\/p>\n<h5 id=\"%F0%9F%8D%80%F0%9F%8D%804.1%C2%A0LabelImg%EF%BC%9A%E6%9C%80%E5%BF%AB%E4%B8%8A%E6%89%8B%EF%BC%8C%E7%9B%AE%E6%A0%87%E6%A3%80%E6%B5%8B%E7%9A%84%E2%80%9C%E6%A0%87%E9%85%8D%E2%80%9D\" style=\"text-align:justify\"><span style=\"color:#0d0016\">&#x1f340;&#x1f340;4.1\u00a0LabelImg&#xff1a;\u6700\u5feb\u4e0a\u624b&#xff0c;\u76ee\u6807\u68c0\u6d4b\u7684\u201c\u6807\u914d\u201d<\/span><\/h5>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u5982\u679c\u4f60\u53ea\u505aYOLO\u76ee\u6807\u68c0\u6d4b&#xff0c;\u6807\u6ce8\u7684\u5c31\u662f\u77e9\u5f62\u6846&#xff0c;LabelImg\u662f\u6700\u76f4\u63a5\u7684\u9009\u62e9\u3002\u5f00\u6e90\u514d\u8d39&#xff0c;pip install labelimg\u5c31\u80fd\u88c5&#xff0c;\u754c\u9762\u7b80\u5355\u5230\u51e0\u4e4e\u6ca1\u6709\u5b66\u4e60\u6210\u672c\u3002\u6309W\u753b\u6846\u3001\u8f93\u5165\u7c7b\u522b\u3001\u6309D\u5207\u4e0b\u4e00\u5f20&#xff0c;\u914d\u5408\u81ea\u52a8\u4fdd\u5b58\u529f\u80fd&#xff0c;\u6807\u6ce8\u901f\u5ea6\u975e\u5e38\u5feb\u3002\u5b83\u76f4\u63a5\u652f\u6301\u5bfc\u51faYOLO\u683c\u5f0f\u7684txt\u6587\u4ef6&#xff0c;\u7701\u53bb\u4e86\u683c\u5f0f\u8f6c\u6362\u7684\u9ebb\u70e6\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#ff9900\">LabelImg\u7684\u5b9a\u4f4d\u5f88\u6e05\u6670&#xff1a;<\/span><span style=\"color:#0d0016\">\u4e3a\u77e9\u5f62\u6846\u76ee\u6807\u68c0\u6d4b\u800c\u751f\u3002\u5b83\u4e0d\u652f\u6301\u591a\u8fb9\u5f62&#xff0c;\u6ca1\u6709\u534f\u4f5c\u529f\u80fd&#xff0c;\u4e5f\u6ca1\u6709\u9879\u76ee\u7ba1\u7406\u673a\u5236\u3002\u6570\u636e\u96c6\u5982\u679c\u53ea\u6709\u51e0\u767e\u5f20\u56fe&#xff0c;\u4e00\u4e2a\u4eba\u6807\u6ce8&#xff0c;LabelImg\u5b8c\u5168\u591f\u7528\u3002\u4f46\u8d85\u8fc7\u4e00\u4e24\u5343\u5f20\u3001\u9700\u8981\u591a\u4eba\u5206\u5de5\u65f6&#xff0c;\u5b83\u5c31\u5f00\u59cb\u5403\u529b\u4e86\u3002<\/span><\/p>\n<h5 id=\"%F0%9F%8D%80%F0%9F%8D%804.2%C2%A0Labelme%EF%BC%9A%E6%94%AF%E6%8C%81%E5%A4%9A%E8%BE%B9%E5%BD%A2%EF%BC%8C%E4%BD%86%E4%B8%8D%E5%8F%AA%E6%98%AF%E2%80%9C%E7%94%BB%E6%A1%86%E5%B7%A5%E5%85%B7%E2%80%9D\" style=\"text-align:justify\"><span style=\"color:#0d0016\">&#x1f340;&#x1f340;4.2\u00a0Labelme&#xff1a;\u652f\u6301\u591a\u8fb9\u5f62&#xff0c;\u4f46\u4e0d\u53ea\u662f\u201c\u753b\u6846\u5de5\u5177\u201d<\/span><\/h5>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">Labelme\u540c\u6837\u662f\u5f00\u6e90\u514d\u8d39\u7684&#xff0c;pip install labelme\u5373\u53ef\u5b89\u88c5\u3002\u5b83\u548cLabelImg\u6700\u5927\u7684\u533a\u522b\u5728\u4e8e&#xff1a;\u9664\u4e86\u77e9\u5f62\u6846&#xff0c;\u8fd8\u652f\u6301\u591a\u8fb9\u5f62\u3001\u5706\u5f62\u3001\u76f4\u7ebf\u3001\u70b9\u7b49\u591a\u79cd\u6807\u6ce8\u5f62\u72b6\u3002\u8fd9\u610f\u5473\u7740\u5982\u679c\u4f60\u7684\u76ee\u6807\u5f62\u72b6\u4e0d\u89c4\u5219&#xff08;\u6bd4\u5982\u533b\u5b66\u56fe\u50cf\u91cc\u7684\u75c5\u7076\u533a\u57df\u3001\u822a\u62cd\u56fe\u91cc\u7684\u7530\u5730\u8fb9\u754c&#xff09;&#xff0c;Labelme\u662f\u66f4\u5408\u9002\u7684\u9009\u62e9\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">Labelme\u7684\u6807\u6ce8\u7ed3\u679c\u9ed8\u8ba4\u4fdd\u5b58\u4e3aJSON\u683c\u5f0f&#xff0c;\u9700\u8981\u989d\u5916\u8f6c\u6362\u6210YOLO\u7684txt\u683c\u5f0f\u624d\u80fd\u4f7f\u7528\u3002\u5b83\u540c\u6837\u6ca1\u6709\u534f\u4f5c\u529f\u80fd&#xff0c;\u591a\u8bed\u8a00\u754c\u9762\u662f\u52a0\u5206\u9879&#xff0c;\u4f46\u6574\u4f53\u64cd\u4f5c\u6bd4LabelImg\u7a0d\u5fae\u590d\u6742\u4e00\u4e9b\u3002<\/span><\/p>\n<h5 id=\"%F0%9F%8D%80%F0%9F%8D%804.3%C2%A0Roboflow%EF%BC%9A%E5%9C%A8%E7%BA%BF%E4%B8%80%E7%AB%99%E5%BC%8F%EF%BC%8C%E5%9B%A2%E9%98%9F%E5%8D%8F%E4%BD%9C%E9%A6%96%E9%80%89\" style=\"text-align:justify\"><span style=\"color:#0d0016\">&#x1f340;&#x1f340;4.3\u00a0Roboflow&#xff1a;\u5728\u7ebf\u4e00\u7ad9\u5f0f&#xff0c;\u56e2\u961f\u534f\u4f5c\u9996\u9009<\/span><\/h5>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">Roboflow\u662f\u4e00\u4e2a\u5728\u7ebf\u5e73\u53f0&#xff0c;\u4e0d\u7528\u5b89\u88c5&#xff0c;\u6253\u5f00\u6d4f\u89c8\u5668\u5c31\u80fd\u6807\u6ce8\u3002\u5b83\u7684\u6838\u5fc3\u4f18\u52bf\u4e0d\u5728\u4e8e\u201c\u753b\u6846\u201d\u672c\u8eab&#xff0c;\u800c\u5728\u4e8e\u5b8c\u6574\u7684\u6d41\u7a0b\u7ba1\u7406&#xff1a;\u4e0a\u4f20\u56fe\u7247\u3001\u5206\u914d\u4efb\u52a1\u7ed9\u961f\u53cb\u3001\u6807\u6ce8\u3001\u5ba1\u6838\u3001\u5bfc\u51faYOLO\u683c\u5f0f&#xff0c;\u5168\u90e8\u5728\u4e00\u4e2a\u754c\u9762\u5b8c\u6210\u3002\u5b83\u8fd8\u5185\u7f6e\u4e86\u81ea\u52a8\u589e\u5f3a&#xff08;\u65cb\u8f6c\u3001\u88c1\u526a\u3001\u8c03\u4eae\u5ea6&#xff09;\u548c\u667a\u80fd\u591a\u8fb9\u5f62\u5de5\u5177&#xff0c;\u5bf9\u65b0\u624b\u6bd4\u8f83\u53cb\u597d\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u4f46Roboflow\u7684\u514d\u8d39\u7248\u6709\u4ee3\u4ef7&#xff1a;\u6570\u636e\u96c6\u662f\u516c\u5f00\u7684&#xff0c;\u4e14\u5de5\u4f5c\u7a7a\u95f4\u6700\u591a3\u4e2a\u6210\u5458\u3002\u5982\u679c\u4f60\u7684\u6570\u636e\u6d89\u53ca\u9690\u79c1\u6216\u5546\u4e1a\u673a\u5bc6&#xff0c;\u514d\u8d39\u7248\u5c31\u4e0d\u5408\u9002\u4e86\u3002\u4ed8\u8d39\u7248\u8d77\u4ef7\u7ea679\u7f8e\u5143\/\u6708&#xff0c;\u5bf9\u4e2a\u4eba\u5b66\u4e60\u6765\u8bf4\u6210\u672c\u504f\u9ad8\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#be191c\">\u6807\u6ce8\u5de5\u5177\u600e\u4e48\u9009&#xff1f;\u770b\u4f60\u7684\u5b9e\u9645\u60c5\u51b5<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#ff9900\">\u4e2a\u4eba\u5b66\u4e60\u3001\u5c0f\u89c4\u6a21\u76ee\u6807\u68c0\u6d4b&#xff1a;<\/span><span style=\"color:#0d0016\">\u9009LabelImg\u3002\u88c5\u5f97\u5feb\u3001\u7528\u5f97\u5feb&#xff0c;\u548cYOLO\u683c\u5f0f\u65e0\u7f1d\u5bf9\u63a5\u3002<\/span> <span style=\"color:#4da8ee\">\u76ee\u6807\u5f62\u72b6\u4e0d\u89c4\u5219\u3001\u9700\u8981\u7cbe\u7ec6\u6807\u6ce8&#xff1a;<\/span><span style=\"color:#0d0016\">\u9009Labelme\u3002\u591a\u8fb9\u5f62\u7684\u652f\u6301\u662f\u786c\u9700\u6c42\u65f6&#xff0c;\u6ca1\u6709\u66ff\u4ee3\u54c1\u3002<\/span> <span style=\"color:#956fe7\">\u56e2\u961f\u534f\u4f5c\u3001\u60f3\u7701\u53bb\u683c\u5f0f\u8f6c\u6362\u548c\u9879\u76ee\u7ba1\u7406&#xff1a;<\/span><span style=\"color:#0d0016\">\u9009Roboflow\u3002\u4f46\u5148\u786e\u8ba4\u6570\u636e\u80fd\u5426\u63a5\u53d7\u516c\u5f00&#xff0c;\u6216\u662f\u5426\u6709\u9884\u7b97\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#1c7892\">\u8fd8\u6709\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u70b9&#xff1a;<\/span><span style=\"color:#0d0016\">\u5de5\u5177\u53ef\u4ee5\u6df7\u7528\u3002\u6bd4\u5982\u7528LabelImg\u5feb\u901f\u6807\u5b8c\u77e9\u5f62\u6846&#xff0c;\u9047\u5230\u4e2a\u522b\u4e0d\u89c4\u5219\u76ee\u6807\u518d\u7528Labelme\u8865\u6807\u3002\u4f46\u6df7\u7528\u4f1a\u589e\u52a0\u683c\u5f0f\u7edf\u4e00\u7684\u9ebb\u70e6&#xff0c;\u9664\u975e\u6709\u660e\u786e\u9700\u6c42&#xff0c;\u5426\u5219\u5efa\u8bae\u4e00\u4e2a\u9879\u76ee\u575a\u6301\u7528\u540c\u4e00\u4e2a\u5de5\u5177\u3002<\/span><\/p>\n<hr \/>\n<h4 id=\"%F0%9F%9A%805.%E5%8A%A8%E6%89%8B%E6%A0%87%E6%B3%A8%EF%BC%9A%E7%94%A8LabelImg%E5%AE%8C%E6%88%90%E7%AC%AC%E4%B8%80%E5%BC%A0%E5%9B%BE\">&#x1f680;5.\u52a8\u624b\u6807\u6ce8&#xff1a;\u7528LabelImg\u5b8c\u6210\u7b2c\u4e00\u5f20\u56fe<\/h4>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">Labelimg \u662f\u4e00\u4e2a\u53ef\u89c6\u5316\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177\u3002Faster R-CNN\u3001YOLO\u3001SSD\u7b49\u76ee\u6807\u68c0\u6d4b\u7f51\u7edc\u6240\u9700\u8981\u7684\u6570\u636e\u96c6&#xff0c;\u5747\u9700\u8981\u501f\u6b64\u5de5\u5177\u6807\u5b9a\u56fe\u50cf\u4e2d\u7684\u76ee\u6807\u3002labelimg \u662f\u4e00\u6b3e\u5f00\u6e90\u7684\u56fe\u50cf\u6807\u6ce8\u7684\u5de5\u5177&#xff0c;\u4e3b\u8981\u7528\u4e8e\u6807\u6ce8\u4e24\u79cd\u6570\u636e\u683c\u5f0f&#xff0c;\u5177\u4f53\u5982\u4e0b&#xff1a; &#x1f447;<\/span><\/p>\n<ul>\n<li style=\"text-align: justify\"><span style=\"color:#0d0016\">voc \u6570\u636e\u683c\u5f0f&#xff1a;xml\u6587\u4ef6<\/span><\/li>\n<li style=\"text-align: justify\"><span style=\"color:#0d0016\">yolo\u6570\u636e\u683c\u5f0f&#xff1a;txt\u6587\u4ef6<\/span><\/li>\n<\/ul>\n<p><span style=\"color:#be191c\">\u8bf4\u660e&#xff1a;<\/span><\/p>\n<p><span style=\"color:#0d0016\">\u5b89\u88c5\u5305\u94fe\u63a5&#xff1a;https:\/\/pan.baidu.com\/s\/1ZNEgiC5wEh6Jh-beXIjezQ?pwd&#061;qfre\u00a0 \u63d0\u53d6\u7801&#xff1a;qfre\u00a0 \u4e5f\u53ef\u4ee5\u5728\u5b98\u7f51\u8fdb\u884c\u4e0b\u8f7d&#xff0c;\u5b98\u7f51\u4e0b\u8f7d\u5730\u5740&#xff1a;https:\/\/github.com\/tzutalin\/labelImg<\/span><\/p>\n<h5 id=\"2.1%20%E6%95%B0%E6%8D%AE%E5%87%86%E5%A4%87\"><span style=\"color:#0d0016\">&#x1f340;&#x1f340;5.1\u00a0\u6570\u636e\u51c6\u5907<\/span><\/h5>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u9996\u5148\u6211\u4eec\u9700\u8981\u51c6\u5907\u6253\u6807\u6ce8\u7684\u6570\u636e\u96c6&#xff0c;\u8fd9\u91cc\u6211\u65b0\u5efa\u4e00\u4e2a\u540d\u4e3aSafetyHelmetWearingDataset\u7684\u6587\u4ef6\u5939<\/span><span style=\"color:#ff9900\">&#xff08;\u7531\u4e8e\u6211\u8981\u5bf9\u5b89\u5168\u5e3d\u8fdb\u884c\u6807\u6ce8&#xff0c;\u6240\u4ee5\u53eb\u6b64\u540d&#xff0c;\u6240\u4ee5\u5177\u4f53\u53eb\u4ec0\u4e48\u540d\u5b57&#xff0c;\u9700\u8981\u6839\u636e\u81ea\u5df1\u60c5\u51b5\u6765&#xff0c;\u8fd9\u91cc\u6ca1\u8981\u6c42&#xff09;<\/span><span style=\"color:#0d0016\">\u3002\u5728\u8be5\u6587\u4ef6\u5939\u91cc\u9762\u521b\u5efa\u4e00\u4e2a\u540d\u4e3aimages\u7684\u6587\u4ef6\u5939\u5b58\u653e\u6211\u4eec\u9700\u8981\u6253\u6807\u7b7e\u7684\u56fe\u7247\u6587\u4ef6,\u518d\u521b\u5efa\u4e00\u4e2a\u540d\u4e3alabels\u5b58\u653e\u6807\u6ce8\u7684\u6807\u7b7e\u6587\u4ef6,\u6700\u540e\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a predefined_classes.txt \u7684txt\u6587\u4ef6\u6765\u5b58\u653e\u6240\u8981\u6807\u6ce8\u7684\u7c7b\u522b\u540d\u79f0\u3002&#x1f433;&#x1f433;&#x1f433;<\/span><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"173\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915021704-6aa8aaa0ce230.png\" width=\"658\" \/><\/p>\n<p><span style=\"color:#1a439c\">\u6545\u603b\u7ed3\u5c31\u662f&#xff1a;<\/span><\/p>\n<ul>\n<li><span style=\"color:#ff9900\">images&#xff1a;<\/span>\u5b58\u653e\u9700\u8981\u6253\u6807\u7b7e\u7684\u56fe\u7247\u6587\u4ef6<\/li>\n<li><span style=\"color:#ed7976\">labels&#xff1a;<\/span>\u5b58\u653e\u7ecf\u8fc7\u6807\u6ce8\u540e\u7684\u6807\u7b7e\u6587\u4ef6<\/li>\n<li><span style=\"color:#956fe7\">predefined_classes.txt&#xff1a;<\/span>\u00a0\u5b9a\u4e49\u81ea\u5df1\u8981\u6807\u6ce8\u7684\u6240\u6709\u7c7b\u522b&#xff08;\u8fd9\u4e2a\u6587\u4ef6\u53ef\u6709\u53ef\u65e0&#xff0c;\u4f46\u662f\u5728\u6211\u4eec\u5b9a\u4e49\u7c7b\u522b\u6bd4\u8f83\u591a\u7684\u65f6\u5019&#xff0c;\u6700\u597d\u6709\u8fd9\u4e2a\u521b\u5efa\u4e00\u4e2a\u8fd9\u6837\u7684txt\u6587\u4ef6\u6765\u5b58\u653e\u7c7b\u522b&#xff09;<\/li>\n<\/ul>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"710\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915021705-6aa8aaa104560.png\" width=\"1029\" \/><\/p>\n<h5 id=\"2.2%20%E8%BF%9B%E8%A1%8C%E6%A0%87%E6%B3%A8\"><span style=\"color:#0d0016\">&#x1f340;&#x1f340;5.2\u00a0\u8fdb\u884c\u6807\u6ce8<\/span><\/h5>\n<p><span style=\"color:#0d0016\">\u6253\u5f00\u8f6f\u4ef6&#xff0c;\u7136\u540e\u53cc\u51fb<\/span><span style=\"color:#fe2c24\">labelimg.exe<\/span><span style=\"color:#0d0016\">\u5e94\u7528\u7a0b\u5e8f&#xff0c;\u5219\u6240\u5448\u73b0\u754c\u9762\u5982\u4e0b\u6240\u793a&#xff1a;<\/span><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"565\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915021706-6aa8aaa23b3ff.png\" width=\"904\" \/><\/p>\n<p><span style=\"color:#0d0016\">\u5355\u51fb\u8f6f\u4ef6\u754c\u9762\u5de6\u4e0a\u89d2\u7684\u201c<\/span><span style=\"color:#ff9900\">\u6253\u5f00\u6587\u4ef6<\/span><span style=\"color:#0d0016\">\u201d&#xff0c;\u7136\u540e\u6253\u5f00\u521a\u624d\u6211\u4eec\u5728\u684c\u9762\u5efa\u7acb\u7684\u6570\u636e\u96c6\u6587\u4ef6SafetyHelmetWearingDataset&#xff0c;\u518d\u9009\u62e9images&#xff08;\u9700\u8981\u6807\u6ce8\u7684\u56fe\u7247\u6240\u5b58\u653e\u7684\u4f4d\u7f6e&#xff09;\u3002<\/span><\/p>\n<p><span style=\"color:#be191c\">\u6ce8\u610f&#xff1a;<\/span><span style=\"color:#0d0016\">\u201c<\/span><span style=\"color:#ff9900\">\u6253\u5f00\u6587\u4ef6<\/span><span style=\"color:#0d0016\">\u201d\u8868\u793a\u6253\u5f00\u4e00\u5f20\u7167\u7247&#xff0c;\u800c\u201c<\/span><span style=\"color:#a2e043\">\u6253\u5f00\u76ee\u5f55<\/span><span style=\"color:#0d0016\">\u201d\u8868\u793a\u6253\u5f00\u8be5\u76ee\u5f55\u4e0b\u7684\u6240\u6709\u7167\u7247&#xff0c;\u6b64\u5904\u9700\u8981\u6ce8\u610f\u533a\u522b\u3002&#x1f343;&#x1f343;&#x1f343;<\/span><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"476\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915021707-6aa8aaa3a3419.png\" width=\"932\" \/><\/p>\n<p><span style=\"color:#0d0016\">\u518d\u5355\u51fb\u8f6f\u4ef6\u754c\u9762\u5de6\u4e0a\u89d2\u7684\u201c<\/span><span style=\"color:#fe2c24\">\u6539\u53d8\u5b58\u653e\u76ee\u5f55<\/span><span style=\"color:#0d0016\">\u201d&#xff0c;\u5373\u9009\u62e9SafetyHelmetWearingDataset-labels&#xff0c;\u5c06\u6211\u4eec\u6807\u6ce8\u7684\u6587\u4ef6\u5b58\u653e\u5728\u8fd9\u4e2a\u6587\u4ef6\u5939\u4e2d\u3002<\/span><\/p>\n<p><span style=\"color:#be191c\">\u6ce8\u610f&#xff1a;<\/span><span style=\"color:#0d0016\">\u7531\u4e8e\u7b14\u8005\u662f\u8981\u6807\u6ce8yolo\u683c\u5f0f\u7684\u6807\u7b7e&#xff0c;\u6240\u4ee5\u6b64\u5904\u8981\u786e\u4fdd\u4e3ayolo\u3002\u5982\u679c\u60f3\u6807\u6ce8\u5176\u4ed6\u683c\u5f0f\u7684&#xff0c;\u53ef\u70b9\u51fb\u9009\u62e9\u3002&#x1f42f;&#x1f42f;&#x1f42f;<\/span><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"352\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915021709-6aa8aaa5caca4.png\" width=\"934\" \/><\/p>\n<p><span style=\"color:#0d0016\">\u70b9\u51fb\u5de6\u4fa7\u201c<\/span><span style=\"color:#fe2c24\">\u521b\u5efa\u533a\u5757<\/span><span style=\"color:#0d0016\">\u201d&#xff0c;\u5219\u53ef\u8fdb\u884c\u6807\u6ce8\u4e86&#xff0c;\u9700\u8981\u547d\u540d\u6240\u8981\u6807\u6ce8\u7684\u6807\u7b7e\u540d&#xff08;\u7531\u4e8e\u7b14\u8005\u8981\u5bf9\u5b89\u5168\u5e3d\u8fdb\u884c\u6807\u6ce8&#xff0c;\u6240\u4ee5\u547d\u540d\u4e3ahelmet&#xff09;&#xff0c;\u7136\u540e\u70b9\u51fbOK\u5373\u53ef\u3002<\/span><\/p>\n<p><span style=\"color:#be191c\">\u6ce8\u610f&#xff1a;<\/span><span style=\"color:#0d0016\">\u53ef\u4f7f\u7528<\/span><span style=\"color:#fe2c24\">\u5feb\u6377\u952eW<\/span><span style=\"color:#0d0016\">&#xff0c;\u8fd9\u6837\u5c31\u4e0d\u8981\u6bcf\u6b21\u70b9\u51fb\u201c<\/span><span style=\"color:#fe2c24\">\u521b\u5efa\u533a\u5757<\/span><span style=\"color:#0d0016\">\u201d\u4e86\u3002\u270c\ufe0f\u270c\ufe0f\u270c\ufe0f<\/span><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"348\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915021711-6aa8aaa797cc8.png\" width=\"983\" \/><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u6253\u597d\u4e00\u5f20\u7167\u7247\u4ee5\u540e&#xff0c;\u5feb\u6377\u952eD&#xff0c;\u5c31\u4f1a\u8fdb\u5165\u4e0b\u4e00\u5f20&#xff0c;\u8fd9\u65f6\u5019\u5c31\u4f1a\u81ea\u52a8\u4fdd\u5b58\u6807\u7b7e\u6587\u4ef6<\/span><span style=\"color:#511b78\">&#xff08;voc\u683c\u5f0f\u4f1a\u4fdd\u5b58xml&#xff0c;yolo\u4f1a\u4fdd\u5b58txt\u683c\u5f0f&#xff09;<\/span><span style=\"color:#0d0016\">\u3002<\/span><\/p>\n<p><span style=\"color:#be191c\">\u5feb\u6377\u952e&#xff1a;<\/span> <span style=\"color:#0d0016\">W&#xff1a;\u8c03\u51fa\u6807\u6ce8\u7684\u5341\u5b57\u67b6&#xff0c;\u5f00\u59cb\u6807\u6ce8 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style=\"color:#0d0016\">&#x1f680;6.\u6570\u636e\u96c6\u5212\u5206&#xff1a;\u8bad\u7ec3\u96c6\u3001\u9a8c\u8bc1\u96c6\u3001\u6d4b\u8bd5\u96c6<\/span><\/h4>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u6570\u636e\u6807\u6ce8\u5b8c\u4e86&#xff0c;\u522b\u6025\u7740\u5168\u90e8\u4e22\u7ed9\u6a21\u578b\u8bad\u7ec3\u3002\u4f60\u9700\u8981\u5148\u628a\u6570\u636e\u96c6\u5207\u6210\u4e09\u5757&#xff1a;<\/span><span style=\"color:#fe2c24\">\u8bad\u7ec3\u96c6<\/span><span style=\"color:#0d0016\">\u3001<\/span><span style=\"color:#fe2c24\">\u9a8c\u8bc1\u96c6<\/span><span style=\"color:#0d0016\">\u3001<\/span><span style=\"color:#fe2c24\">\u6d4b\u8bd5\u96c6<\/span><span style=\"color:#0d0016\">\u3002\u8fd9\u4e00\u6b65\u770b\u4f3c\u7b80\u5355&#xff0c;\u5374\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u8bc4\u4f30\u7684\u53ef\u9760\u6027\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#1a439c\">\u4e09\u4e2a\u96c6\u5408&#xff0c;\u5404\u53f8\u5176\u804c<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#fe2c24\">\u8bad\u7ec3\u96c6<\/span><span style=\"color:#0d0016\">\u662f\u6a21\u578b\u771f\u6b63\u201c\u5b66\u4e60\u201d\u7528\u7684\u6570\u636e\u3002\u6a21\u578b\u901a\u8fc7\u5b83\u8c03\u6574\u6743\u91cd&#xff0c;\u8bb0\u4f4f\u76ee\u6807\u7684\u7279\u5f81\u3002<\/span><span style=\"color:#fe2c24\">\u9a8c\u8bc1\u96c6<\/span><span style=\"color:#0d0016\">\u4e0d\u53c2\u4e0e\u8bad\u7ec3&#xff0c;\u800c\u662f\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7528\u6765\u8bc4\u4f30\u6a21\u578b\u5f53\u524d\u7684\u6c34\u5e73&#xff0c;\u5e2e\u4f60\u5224\u65ad\u662f\u5426\u8fc7\u62df\u5408\u3001\u8be5\u4e0d\u8be5\u8c03\u53c2\u3001\u4ec0\u4e48\u65f6\u5019\u505c\u6b62\u8bad\u7ec3\u3002<\/span><span style=\"color:#fe2c24\">\u6d4b\u8bd5\u96c6<\/span><span style=\"color:#0d0016\">\u5219\u662f\u5728\u8bad\u7ec3\u5168\u90e8\u7ed3\u675f\u540e&#xff0c;\u7528\u6765\u505a\u6700\u7ec8\u8bc4\u4f30\u7684\u2014\u5b83\u76f8\u5f53\u4e8e\u201c\u671f\u672b\u8003\u8bd5\u201d&#xff0c;\u6a21\u578b\u4e4b\u524d\u5b8c\u5168\u6ca1\u89c1\u8fc7\u8fd9\u4e9b\u6570\u636e&#xff0c;\u8003\u51fa\u6765\u7684\u5206\u6570\u624d\u771f\u5b9e\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u5982\u679c\u53ea\u6709\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6&#xff0c;\u6ca1\u6709\u9a8c\u8bc1\u96c6&#xff0c;\u4f60\u5c31\u53ea\u80fd\u5728\u8bad\u7ec3\u7ed3\u675f\u540e\u624d\u77e5\u9053\u6a21\u578b\u597d\u574f&#xff0c;\u4e2d\u95f4\u65e0\u6cd5\u5e72\u9884\u3002\u5982\u679c\u53ea\u6709\u8bad\u7ec3\u96c6\u548c\u9a8c\u8bc1\u96c6&#xff0c;\u6ca1\u6709\u6d4b\u8bd5\u96c6&#xff0c;\u90a3\u9a8c\u8bc1\u96c6\u65e2\u5f53\u201c\u6a21\u62df\u8003\u201d\u53c8\u5f53\u201c\u671f\u672b\u8003\u201d&#xff0c;\u8bc4\u4f30\u7ed3\u679c\u4f1a\u504f\u4e50\u89c2\u3002\u6240\u4ee5\u4e09\u8005\u7f3a\u4e00\u4e0d\u53ef\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#1a439c\">\u5e38\u89c1\u6bd4\u4f8b&#xff1a;8:1:1\u8fd8\u662f7:2:1&#xff1f;<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u5c0f\u89c4\u6a21\u6570\u636e\u96c6&#xff08;\u51e0\u5343\u5f20\u4ee5\u5185&#xff09;&#xff0c;\u5e38\u7528\u00a08:1:1&#xff1a;80%\u8bad\u7ec3\u300110%\u9a8c\u8bc1\u300110%\u6d4b\u8bd5\u3002\u6570\u636e\u91cf\u8f83\u5927\u65f6&#xff08;\u51e0\u4e07\u5f20\u4ee5\u4e0a&#xff09;&#xff0c;\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\u7684\u6bd4\u4f8b\u53ef\u4ee5\u8fdb\u4e00\u6b65\u538b\u7f29&#xff0c;\u6bd4\u5982\u00a098:1:1&#xff0c;\u56e0\u4e3a\u7edd\u5bf9\u6570\u91cf\u5df2\u7ecf\u8db3\u591f\u8bc4\u4f30\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">7:2:1\u4e5f\u5e38\u89c1&#xff0c;\u9a8c\u8bc1\u96c6\u7ed9\u5f97\u591a\u4e00\u70b9&#xff0c;\u9002\u5408\u8bad\u7ec3\u4e2d\u9700\u8981\u9891\u7e41\u8bc4\u4f30\u3001\u8c03\u53c2\u7a7a\u95f4\u5927\u7684\u573a\u666f\u3002\u6ca1\u6709\u7edd\u5bf9\u6807\u51c6&#xff0c;\u4f46\u6709\u4e2a\u539f\u5219&#xff1a;<\/span><span style=\"color:#956fe7\">\u6d4b\u8bd5\u96c6\u4e0d\u80fd\u592a\u5c0f<\/span><span style=\"color:#0d0016\">\u3002\u5982\u679c\u6d4b\u8bd5\u96c6\u53ea\u6709\u51e0\u5341\u5f20&#xff0c;\u8bc4\u4f30\u7ed3\u679c\u7684\u6ce2\u52a8\u4f1a\u5f88\u5927&#xff0c;\u4e00\u6b21\u8fd0\u6c14\u597d\u53ef\u80fd\u5c31\u8ba9\u4f60\u8bef\u5224\u6a21\u578b\u6027\u80fd\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#1a439c\">\u968f\u673a\u5212\u5206\u7684\u5751&#xff1a;\u7c7b\u522b\u4e0d\u5747\u8861<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u6700\u7b80\u5355\u7684\u5212\u5206\u65b9\u5f0f\u662f\u968f\u673a\u62bd&#xff0c;\u4f46\u968f\u673a\u6709\u4e2a\u9690\u60a3&#xff1a;<\/span><span style=\"color:#ff9900\">\u67d0\u4e9b\u7c7b\u522b\u53ef\u80fd\u96c6\u4e2d\u8dd1\u5230\u67d0\u4e00\u4e2a\u96c6\u5408\u91cc<\/span><span style=\"color:#0d0016\">\u3002\u6bd4\u5982\u4f60\u68c0\u6d4b\u201c\u732b\u201d\u548c\u201c\u72d7\u201d&#xff0c;\u968f\u673a\u5212\u5206\u540e\u8bad\u7ec3\u96c6\u91cc\u732b\u5f88\u591a\u72d7\u5f88\u5c11&#xff0c;\u9a8c\u8bc1\u96c6\u91cc\u5374\u51e0\u4e4e\u5168\u662f\u72d7&#xff0c;\u90a3\u9a8c\u8bc1\u7ed3\u679c\u5c31\u4e0d\u53ef\u4fe1\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u89e3\u51b3\u529e\u6cd5\u662f<\/span><span style=\"color:#1c7892\">\u5206\u5c42\u62bd\u6837<\/span><span style=\"color:#0d0016\">&#xff1a;\u6309\u7c7b\u522b\u6bd4\u4f8b\u5212\u5206&#xff0c;\u4fdd\u8bc1\u6bcf\u4e2a\u96c6\u5408\u91cc\u5404\u7c7b\u522b\u7684\u5206\u5e03\u5927\u81f4\u4e00\u81f4\u3002YOLO\u8bad\u7ec3\u672c\u8eab\u5bf9\u7c7b\u522b\u4e0d\u5747\u8861\u6709\u4e00\u5b9a\u5bb9\u5fcd\u5ea6&#xff0c;\u4f46\u5982\u679c\u67d0\u7c7b\u76ee\u6807\u7279\u522b\u5c11&#xff08;\u6bd4\u5982\u53ea\u53605%&#xff09;&#xff0c;\u5206\u5c42\u62bd\u6837\u5c31\u5f88\u6709\u5fc5\u8981\u3002<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#1a439c\">\u5212\u5206\u4e4b\u540e&#xff1a;\u751f\u6210train.txt\u548cval.txt<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">YOLO\u8bad\u7ec3\u4e0d\u76f4\u63a5\u8bfb\u6587\u4ef6\u5939&#xff0c;\u800c\u662f\u901a\u8fc7\u4e24\u4e2a\u6587\u672c\u6587\u4ef6\u544a\u8bc9\u5b83\u53bb\u54ea\u91cc\u627e\u56fe\u3002train.txt\u00a0\u5217\u51fa\u6240\u6709\u8bad\u7ec3\u56fe\u7247\u7684\u8def\u5f84&#xff0c;val.txt\u00a0\u5217\u51fa\u9a8c\u8bc1\u56fe\u7247\u7684\u8def\u5f84&#xff0c;\u6bcf\u884c\u4e00\u4e2a\u8def\u5f84\u3002\u6d4b\u8bd5\u96c6\u53ef\u4ee5\u5355\u72ec\u751f\u6210\u00a0test.txt&#xff0c;\u4e5f\u53ef\u4ee5\u5728\u8bad\u7ec3\u7ed3\u675f\u540e\u624b\u52a8\u6307\u5b9a\u3002<\/span><\/p>\n<p><span style=\"color:#0d0016\">\u4e00\u4e2a\u7b80\u5355\u7684\u5212\u5206\u811a\u672c\u5927\u81f4\u957f\u8fd9\u6837&#xff1a;<\/span><\/p>\n<p>import os, random, shutil<\/p>\n<p>images &#061; os.listdir(&#039;images&#039;)<br \/>\nrandom.shuffle(images)<br \/>\nn &#061; len(images)<br \/>\ntrain &#061; images[:int(n*0.8)]<br \/>\nval &#061; images[int(n*0.8):int(n*0.9)]<br \/>\ntest &#061; images[int(n*0.9):]<\/p>\n<p>for name, subset in [(&#039;train&#039;, train), (&#039;val&#039;, val), (&#039;test&#039;, test)]:<br \/>\n    with open(f&#039;{name}.txt&#039;, &#039;w&#039;) as f:<br \/>\n        for img in subset:<br \/>\n            f.write(f&#039;images\/{img}\\\\n&#039;) <\/p>\n<p style=\"text-align:justify\"><span style=\"color:#be191c\">\u6ce8\u610f&#xff1a;\u56fe\u7247\u548c\u6807\u7b7e\u5fc5\u987b\u540c\u6b65\u5212\u5206<\/span><span style=\"color:#0d0016\">\u3002\u5982\u679c\u56fe\u7247\u8fdb\u4e86\u8bad\u7ec3\u96c6&#xff0c;\u5bf9\u5e94\u7684txt\u6807\u7b7e\u4e5f\u5fc5\u987b\u8fdb\u8bad\u7ec3\u96c6&#xff0c;\u5426\u5219\u8bad\u7ec3\u65f6\u627e\u4e0d\u5230\u6807\u7b7e\u4f1a\u62a5\u9519\u3002\u5b9e\u9645\u9879\u76ee\u4e2d&#xff0c;\u901a\u5e38\u5148\u628a\u56fe\u7247\u548c\u6807\u7b7e\u914d\u5bf9&#xff0c;\u518d\u6574\u4f53\u5212\u5206\u3002<\/span><\/p>\n<p><span style=\"color:#1a439c\">\u6700\u540e\u63d0\u9192\u4e00\u70b9<\/span><\/p>\n<p style=\"text-align:justify\"><span style=\"color:#0d0016\">\u5212\u5206\u4e00\u65e6\u786e\u5b9a&#xff0c;\u5c31\u4e0d\u8981\u518d\u968f\u610f\u6539\u52a8\u3002\u5982\u679c\u4f60\u6839\u636e\u6d4b\u8bd5\u96c6\u7684\u8868\u73b0\u53cd\u590d\u8c03\u53c2\u3001\u91cd\u65b0\u5212\u5206&#xff0c;\u6d4b\u8bd5\u96c6\u5c31\u5931\u53bb\u4e86\u201c\u4ece\u672a\u89c1\u8fc7\u201d\u7684\u610f\u4e49&#xff0c;\u8bc4\u4f30\u7ed3\u679c\u4f1a\u8d8a\u6765\u8d8a\u4e50\u89c2&#xff0c;\u6700\u7ec8\u4e0a\u7ebf\u65f6\u6027\u80fd\u5927\u6253\u6298\u6263\u3002\u6d4b\u8bd5\u96c6\u53ea\u5728\u6700\u540e\u7528\u4e00\u6b21&#xff0c;\u8fd9\u662f\u94c1\u5f8b\u3002<\/span><\/p>\n<hr \/>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"133\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915021713-6aa8aaa9338fb.gif\" width=\"365\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00&#xff1a;Hello\u5927\u5bb6\u597d&#xff0c;\u6211\u662f\u5c0f\u54e5\u8c08\u3002\u672c\u7ae0\u56f4\u7ed5YOLO\u6570\u636e\u96c6\u7684\u5236\u4f5c\u5c55\u5f00&#xff0c;\u6838\u5fc3\u6d41\u7a0b\u662f\u91c7\u96c6\u3001\u6807\u6ce8\u3001\u5212\u5206\u4e09\u6b65\u3002\u9996\u5148\u660e\u786e\u4e86\u6570\u636e\u6807\u6ce8\u7684\u672c\u8d28\u2014\u4e3a\u56fe\u7247\u753b\u8fb9\u754c\u6846\u5e76\u6307\u5b9a\u7c7b\u522b&#xff0c;\u6807\u6ce8\u8d28\u91cf\u76f4\u63a5\u51b3\u5b9a\u6a21\u578b\u4e0a\u9650\u3002\u63a5\u7740\u4ecb\u7ecd\u4e86\u4e09\u79cd\u91c7\u96c6\u9014\u5f84&#xff1a;\u81ea\u5df1\u62cd\u8981\u6ce8\u610f\u591a\u89d2\u5ea6\u3001\u591a\u5149\u7167\u3001\u80cc\u666f\u591a\u6837&#xff1b;\u7f51\u4e0a\u627e\u53ef\u590d\u7528COCO\u3001VOC\u7b49\u516c\u5f00\u6570\u636e\u96c6\u6216\u6309\u9700\u722c\u53d6&#xff1b;\u89c6\u9891\u62bd\u5e27\u5219\u9002\u5408\u76d1\u63a7\u3001\u6d41\u6c34\u7ebf\u7b49\u573a\u666f\u3002\u968f\u540e\u5bf9\u6bd4\u4e86COCO\u3001VOC\u3001YOLO\u4e09\u79cd\u6807\u6ce8\u683c\u5f0f&amp;#x<\/p>\n","protected":false},"author":2,"featured_media":105337,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[156,50,86,1665,523],"topic":[],"class_list":["post-105346","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-yolo","tag-50","tag-86","tag-1665","tag-523"],"yoast_head":"<!-- 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