{"id":324,"date":"2025-08-22T14:27:16","date_gmt":"2025-08-22T06:27:16","guid":{"rendered":"http:\/\/www.videopipe.cool\/?p=324"},"modified":"2025-08-22T14:37:31","modified_gmt":"2025-08-22T06:37:31","slug":"1-15","status":"publish","type":"post","link":"http:\/\/www.videopipe.cool\/index.php\/2025\/08\/22\/1-15\/","title":{"rendered":"\u5927\/\u5c0f\u6a21\u578b\u5728\u89c6\u9891\u5206\u6790\u9886\u57df\u4e2d\u7684\u8054\u5408\u5e94\u7528"},"content":{"rendered":"\n

CV\u9886\u57df\u5c0f\u6a21\u578b\u53d1\u5c55<\/strong><\/p>\n\n\n\n

\u81ea2012\u5e74AlexNet\u5728ImageNet\u5927\u89c4\u6a21\u89c6\u89c9\u8bc6\u522b\u6311\u6218\u8d5b\uff08ILSVRC\uff09\u4e2d\u4ee5\u663e\u8457\u4f18\u52bf\u593a\u51a0\u4ee5\u6765\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\uff08CV\uff09\u9886\u57df\u8fdb\u5165\u4e86\u6df1\u5ea6\u5b66\u4e60\u9a71\u52a8\u7684\u65b0\u7eaa\u5143\u3002AlexNet\u9996\u6b21\u5927\u89c4\u6a21\u4f7f\u7528\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u8fdb\u884c\u56fe\u50cf\u5206\u7c7b\uff0c\u5176\u6210\u529f\u6807\u5fd7\u7740\u4f20\u7edf\u624b\u5de5\u7279\u5f81\u65b9\u6cd5\u7684\u7ec8\u7ed3\uff0c\u5f00\u542f\u4e86\u57fa\u4e8e\u6570\u636e\u9a71\u52a8\u7684\u6df1\u5ea6\u6a21\u578b\u65f6\u4ee3\u3002<\/p>\n\n\n\n

\u968f\u540e\u51e0\u5e74\uff0c\u5c0f\u6a21\u578b\u5728\u7ed3\u6784\u8bbe\u8ba1\u4e0a\u4e0d\u65ad\u4f18\u5316\uff0c\u8ffd\u6c42\u66f4\u9ad8\u7684\u7cbe\u5ea6\u4e0e\u66f4\u4f4e\u7684\u8ba1\u7b97\u6210\u672c\u30022014\u5e74\uff0c\u725b\u6d25\u5927\u5b66\u63d0\u51fa\u7684VGG\u7f51\u7edc\u901a\u8fc7\u5806\u53e03\u00d73\u5c0f\u5377\u79ef\u6838\u5b9e\u73b0\u4e86\u66f4\u6df1\u7684\u7f51\u7edc\u7ed3\u6784\uff0c\u63d0\u5347\u4e86\u5206\u7c7b\u6027\u80fd\uff1b\u540c\u5e74\uff0cGoogle\u63d0\u51fa\u7684Inception\u7ed3\u6784\u5f15\u5165\u591a\u5c3a\u5ea6\u5377\u79ef\u5e76\u884c\u5904\u7406\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u53c2\u6570\u5229\u7528\u6548\u7387\u3002<\/p>\n\n\n\n

2015\u5e74\uff0c\u5fae\u8f6f\u63d0\u51fa\u7684ResNet\uff08\u6b8b\u5dee\u7f51\u7edc\uff09\u901a\u8fc7\u201c\u8df3\u8dc3\u8fde\u63a5\u201d\u89e3\u51b3\u4e86\u6df1\u5c42\u7f51\u7edc\u4e2d\u7684\u68af\u5ea6\u6d88\u5931\u95ee\u9898\uff0c\u4f7f\u5f97\u7f51\u7edc\u53ef\u4ee5\u6269\u5c55\u5230\u4e0a\u767e\u5c42\uff0c\u5e76\u5728ImageNet\u4e0a\u53d6\u5f97\u4e86\u8d85\u8d8a\u4eba\u7c7b\u6c34\u5e73\u7684\u5206\u7c7b\u51c6\u786e\u7387\u3002\u8fd9\u4e00\u7a81\u7834\u63a8\u52a8\u4e86\u5c0f\u6a21\u578b\u5411\u66f4\u6df1\u3001\u66f4\u9ad8\u6548\u7684\u65b9\u5411\u6f14\u8fdb\u3002<\/p>\n\n\n\n

\u8fdb\u51652016\u20142018\u5e74\uff0c\u8f7b\u91cf\u5316\u6a21\u578b\u6210\u4e3a\u7814\u7a76\u70ed\u70b9\u3002SqueezeNet\u8bc1\u660e\u4e86\u5728\u4fdd\u6301\u7cbe\u5ea6\u7684\u540c\u65f6\u5927\u5e45\u538b\u7f29\u6a21\u578b\u4f53\u79ef\u7684\u53ef\u80fd\u6027\uff1bMobileNet\u7cfb\u5217\uff08v1\/v2\/v3\uff09\u91c7\u7528\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\uff0c\u5728\u79fb\u52a8\u7aef\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u56fe\u50cf\u5206\u7c7b\u548c\u76ee\u6807\u68c0\u6d4b\uff1bShuffleNet\u5219\u901a\u8fc7\u901a\u9053\u6df7\u6d17\u673a\u5236\u63d0\u5347\u8f7b\u91cf\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u8fb9\u7f18\u8bbe\u5907\u3002<\/p>\n\n\n\n

\u5728\u76ee\u6807\u68c0\u6d4b\u65b9\u9762\uff0c\u4eceFaster R-CNN\u5230SSD\uff0c\u518d\u5230YOLO\u7cfb\u5217\uff08\u5c24\u5176\u662fYOLOv3\u3001v4\u3001v5\uff09\uff0c\u5c0f\u6a21\u578b\u9010\u6b65\u5b9e\u73b0\u4e86\u4ece\u9ad8\u7cbe\u5ea6\u5230\u5b9e\u65f6\u6027\u7684\u8de8\u8d8a\u3002YOLOv5\u548cYOLOv8\u7b49\u7248\u672c\u4e0d\u4ec5\u7cbe\u5ea6\u9ad8\uff0c\u4e14\u63a8\u7406\u901f\u5ea6\u5feb\uff0c\u9002\u5408\u90e8\u7f72\u5728\u6444\u50cf\u5934\u3001\u65e0\u4eba\u673a\u3001\u673a\u5668\u4eba\u7b49\u8d44\u6e90\u53d7\u9650\u8bbe\u5907\u4e0a\u3002<\/p>\n\n\n\n

\u5206\u5272\u4efb\u52a1\u4e2d\uff0cFCN\u3001U-Net\u3001DeepLab\u7cfb\u5217\u4e5f\u4e0d\u65ad\u4f18\u5316\uff0c\u51fa\u73b0\u4e86\u5982BiSeNet\u3001Fast-SCNN\u7b49\u4e13\u4e3a\u5b9e\u65f6\u8bed\u4e49\u5206\u5272\u8bbe\u8ba1\u7684\u5c0f\u6a21\u578b\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u81ea\u52a8\u9a7e\u9a76\u3001\u5de5\u4e1a\u8d28\u68c0\u7b49\u573a\u666f\u3002<\/p>\n\n\n\n

\u603b\u4f53\u6765\u770b\uff0c2012\u20142022\u5e74\u95f4\uff0cCV\u9886\u57df\u7684\u5c0f\u6a21\u578b\u7ecf\u5386\u4e86\u4ece\u201c\u8ffd\u6c42\u7cbe\u5ea6\u201d\u5230\u201c\u517c\u987e\u6548\u7387\u201d\u7684\u8f6c\u53d8\uff0c\u5f62\u6210\u4e86\u5206\u7c7b\u3001\u68c0\u6d4b\u3001\u5206\u5272\u4e09\u5927\u4efb\u52a1\u4e0b\u7684\u6210\u719f\u8f7b\u91cf\u7ea7\u6a21\u578b\u4f53\u7cfb\uff0c\u4e3a\u540e\u7eed\u8fb9\u7f18\u667a\u80fd\u548c\u5b9e\u65f6\u89c6\u9891\u5206\u6790\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n\n\n\n

CV\u9886\u57df\u5c0f\u6a21\u578b\u74f6\u9888<\/strong><\/p>\n\n\n\n

\u5c3d\u7ba1\u5c0f\u6a21\u578b\u5728\u6548\u7387\u548c\u90e8\u7f72\u4fbf\u6377\u6027\u65b9\u9762\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u5728\u590d\u6742\u771f\u5b9e\u573a\u666f\u4e0b\u7684\u89c6\u9891\u5206\u6790\u4efb\u52a1\u4e2d\u4ecd\u9762\u4e34\u8bf8\u591a\u6311\u6218\uff1a<\/p>\n\n\n\n

\uff081\uff09\u73af\u5883\u654f\u611f\u6027\u5f3a<\/strong><\/strong><\/p>\n\n\n\n

\u5c0f\u6a21\u578b\u901a\u5e38\u4f9d\u8d56\u4e8e\u8bad\u7ec3\u6570\u636e\u5206\u5e03\uff0c\u5728\u5149\u7167\u53d8\u5316\u5267\u70c8\uff08\u5982\u591c\u95f4\u3001\u9006\u5149\u3001\u96fe\u973e\uff09\u3001\u5929\u6c14\u6076\u52a3\u6216\u52a8\u6001\u80cc\u666f\u5e72\u6270\u4e0b\uff0c\u68c0\u6d4b\u4e0e\u8bc6\u522b\u6027\u80fd\u663e\u8457\u4e0b\u964d\u3002\u4f8b\u5982\uff0c\u767d\u5929\u8868\u73b0\u826f\u597d\u7684\u884c\u4eba\u68c0\u6d4b\u6a21\u578b\u5728\u591c\u95f4\u53ef\u80fd\u6f0f\u68c0\u7387\u4e0a\u534730%\u4ee5\u4e0a\u3002<\/p>\n\n\n\n

\uff082\uff09\u6cdb\u5316\u80fd\u529b\u6709\u9650<\/strong><\/strong><\/p>\n\n\n\n

\u5c0f\u6a21\u578b\u591a\u4e3a\u5355\u4efb\u52a1\u4e13\u7528\u6a21\u578b\uff08\u5982\u4ec5\u505a\u4eba\u8138\u8bc6\u522b\u6216\u8f66\u8f86\u68c0\u6d4b\uff09\uff0c\u5bf9\u672a\u77e5\u7c7b\u522b\u6216\u65b0\u51fa\u73b0\u7684\u76ee\u6807\u7c7b\u578b\u7f3a\u4e4f\u8bc6\u522b\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u4f20\u7edfYOLO\u6a21\u578b\u65e0\u6cd5\u8bc6\u522b\u8bad\u7ec3\u96c6\u4e2d\u672a\u5305\u542b\u7684\u65b0\u7269\u4f53\uff08\u5982\u65b0\u578b\u7535\u52a8\u8f66\u3001\u7279\u6b8a\u5de5\u7a0b\u8f66\u8f86\uff09\u3002<\/p>\n\n\n\n

\uff083\uff09\u4e0a\u4e0b\u6587\u7406\u89e3\u7f3a\u5931<\/strong><\/strong><\/p>\n\n\n\n

\u5c0f\u6a21\u578b\u591a\u57fa\u4e8e\u5c40\u90e8\u50cf\u7d20\u4fe1\u606f\u8fdb\u884c\u5224\u65ad\uff0c\u7f3a\u4e4f\u5bf9\u573a\u666f\u8bed\u4e49\u3001\u65f6\u7a7a\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u3002\u4f8b\u5982\uff0c\u5728\u62e5\u6324\u4eba\u7fa4\u4e2d\u96be\u4ee5\u533a\u5206\u201c\u6b63\u5e38\u884c\u8d70\u201d\u4e0e\u201c\u5f02\u5e38\u805a\u96c6\u201d\uff0c\u4e5f\u65e0\u6cd5\u5224\u65ad\u67d0\u4eba\u662f\u5426\u5728\u201c\u5f98\u5f8a\u201d\u6216\u201c\u4e22\u5f03\u7269\u54c1\u201d\u3002<\/p>\n\n\n\n

\uff084\uff09\u9c81\u68d2\u6027\u4e0d\u8db3<\/strong><\/strong><\/p>\n\n\n\n

\u9762\u5bf9\u906e\u6321\u3001\u5c3a\u5ea6\u53d8\u5316\u3001\u59ff\u6001\u53d8\u5316\u7b49\u60c5\u51b5\uff0c\u5c0f\u6a21\u578b\u5bb9\u6613\u4ea7\u751f\u8bef\u68c0\u6216\u6f0f\u68c0\u3002\u4f8b\u5982\uff0c\u90e8\u5206\u906e\u6321\u7684\u76ee\u6807\u68c0\u6d4b\u51c6\u786e\u7387\u53ef\u80fd\u4e0b\u964d50%\u4ee5\u4e0a\u3002<\/p>\n\n\n\n

\u8fd9\u4e9b\u5c40\u9650\u6027\u4f7f\u5f97\u4ec5\u4f9d\u8d56\u5c0f\u6a21\u578b\u96be\u4ee5\u6ee1\u8db3\u9ad8\u5b89\u5168\u8981\u6c42\u7684\u89c6\u9891\u5206\u6790\u573a\u666f\uff08\u5982\u5b89\u9632\u76d1\u63a7\u3001\u4ea4\u901a\u7ba1\u7406\u3001\u5de5\u4e1a\u5b89\u5168\uff09\u4e2d\u5bf9\u51c6\u786e\u6027\u3001\u9c81\u68d2\u6027\u548c\u8bed\u4e49\u7406\u89e3\u7684\u7efc\u5408\u9700\u6c42\u3002<\/p>\n\n\n\n

\u5927\u6a21\u578b\uff08\u591a\u6a21\u6001\uff09\u4f18\u52a3\u52bf<\/strong><\/p>\n\n\n\n

2022\u5e74\u5e95OpenAI\u53d1\u5e03\u7684GPT3.5\u8fc5\u901f\u6380\u8d77\u4e86\u5168\u7403\u5927\u6a21\u578b\u6d6a\u6f6e\uff0c\u4e0e\u6b64\u540c\u65f6\uff082022\u5e74\u524d\u540e\uff09\u4ee5CLIP\u3001Flamingo\u3001BLIP\u3001Qwen-VL\u3001InternVL\u7b49\u4e3a\u4ee3\u8868\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u8fc5\u901f\u5d1b\u8d77\uff0c\u6210\u4e3a\u63d0\u5347\u89c6\u89c9\u7406\u89e3\u80fd\u529b\u7684\u91cd\u8981\u6280\u672f\u8def\u5f84\u3002<\/p>\n\n\n\n

\u4f18\u52bf\uff1a<\/strong><\/strong><\/p>\n\n\n\n

\uff081\uff09\u5f3a\u5927\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b<\/p>\n\n\n\n

\u5927\u6a21\u578b\u901a\u8fc7\u6d77\u91cf\u56fe\u6587\u5bf9\u9884\u8bad\u7ec3\uff0c\u5177\u5907\u8de8\u6a21\u6001\u5bf9\u9f50\u80fd\u529b\uff0c\u80fd\u7406\u89e3\u56fe\u50cf\u5185\u5bb9\u4e0e\u81ea\u7136\u8bed\u8a00\u4e4b\u95f4\u7684\u6df1\u5c42\u5173\u8054\u3002\u4f8b\u5982\uff0c\u7ed9\u5b9a\u67e5\u8be2\u201c\u4e00\u4e2a\u7a7f\u7ea2\u8863\u670d\u7684\u4eba\u6b63\u5728\u7ffb\u8d8a\u62a4\u680f\u201d\uff0c\u5927\u6a21\u578b\u53ef\u76f4\u63a5\u4ece\u89c6\u9891\u5e27\u4e2d\u5b9a\u4f4d\u5e76\u5224\u65ad\u8be5\u884c\u4e3a\u662f\u5426\u5b58\u5728\u3002<\/p>\n\n\n\n

\uff082\uff09\u96f6\u6837\u672c\/\u5c11\u6837\u672c\u8bc6\u522b\u80fd\u529b\u5f3a<\/p>\n\n\n\n

\u5f97\u76ca\u4e8e\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\uff0c\u5927\u6a21\u578b\u65e0\u9700\u5fae\u8c03\u5373\u53ef\u8bc6\u522b\u6570\u5343\u7c7b\u672a\u89c1\u8fc7\u7684\u5bf9\u8c61\u6216\u884c\u4e3a\uff0c\u6781\u5927\u63d0\u5347\u4e86\u7cfb\u7edf\u7075\u6d3b\u6027\u3002\u4f8b\u5982\uff0cCLIP\u53ef\u5728\u4e0d\u91cd\u65b0\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\u8bc6\u522b\u201c\u5916\u5356\u7535\u52a8\u8f66\u201d\u201c\u5171\u4eab\u6ed1\u677f\u8f66\u201d\u7b49\u65b0\u5174\u76ee\u6807\u3002<\/p>\n\n\n\n

\uff083\uff09\u4e0a\u4e0b\u6587\u4e0e\u63a8\u7406\u80fd\u529b\u7a81\u51fa<\/p>\n\n\n\n

\u5927\u6a21\u578b\u80fd\u7ed3\u5408\u65f6\u95f4\u5e8f\u5217\u3001\u7a7a\u95f4\u5173\u7cfb\u548c\u8bed\u8a00\u6307\u4ee4\u8fdb\u884c\u903b\u8f91\u63a8\u7406\u3002\u4f8b\u5982\uff0c\u5224\u65ad\u201c\u4e00\u4e2a\u4eba\u5c06\u5305\u7559\u5728\u8f66\u7ad9\u540e\u79bb\u5f00\u201d\u662f\u5426\u6784\u6210\u53ef\u7591\u9057\u7559\u7269\uff0c\u9700\u7ed3\u5408\u52a8\u4f5c\u3001\u65f6\u95f4\u3001\u4f4d\u7f6e\u7b49\u591a\u7ef4\u4fe1\u606f\u3002<\/p>\n\n\n\n

\uff084\uff09\u7edf\u4e00\u67b6\u6784\u652f\u6301\u591a\u4efb\u52a1<\/p>\n\n\n\n

\u4e00\u4e2a\u5927\u6a21\u578b\u53ef\u540c\u65f6\u5b8c\u6210\u5206\u7c7b\u3001\u68c0\u6d4b\u3001\u63cf\u8ff0\u751f\u6210\u3001\u95ee\u7b54\u7b49\u591a\u79cd\u4efb\u52a1\uff0c\u51cf\u5c11\u7cfb\u7edf\u590d\u6742\u5ea6\u3002<\/p>\n\n\n\n

\u52a3\u52bf\uff1a<\/strong><\/strong><\/p>\n\n\n\n

\uff081\uff09\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u5de8\u5927<\/p>\n\n\n\n

\u5178\u578b\u591a\u6a21\u6001\u5927\u6a21\u578b\u53c2\u6570\u91cf\u8fbe\u6570\u5341\u4ebf\u751a\u81f3\u4e0a\u767e\u4ebf\uff0c\u5355\u6b21\u63a8\u7406\u9700\u9ad8\u6027\u80fdGPU\uff08\u5982A100\/H100\uff09\uff0c\u529f\u8017\u9ad8\u3001\u6210\u672c\u5927\uff0c\u96be\u4ee5\u90e8\u7f72\u5728\u8fb9\u7f18\u8bbe\u5907\u3002<\/p>\n\n\n\n

\uff082\uff09\u63a8\u7406\u5ef6\u8fdf\u9ad8\uff0c\u96be\u4ee5\u6ee1\u8db3\u5b9e\u65f6\u6027\u8981\u6c42<\/p>\n\n\n\n

\u5927\u6a21\u578b\u524d\u5411\u63a8\u7406\u8017\u65f6\u901a\u5e38\u5728\u767e\u6beb\u79d2\u7ea7\u4ee5\u4e0a\uff0c\u65e0\u6cd5\u6ee1\u8db3\u89c6\u9891\u6d41\u6bcf\u79d230\u5e27\u7684\u5b9e\u65f6\u5206\u6790\u9700\u6c42\uff0c\u5c24\u5176\u5728\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u6027\u80fd\u74f6\u9888\u660e\u663e\u3002<\/p>\n\n\n\n

\uff083\uff09\u8bad\u7ec3\u4e0e\u5fae\u8c03\u95e8\u69db\u6781\u9ad8<\/p>\n\n\n\n

\u8bad\u7ec3\u5927\u6a21\u578b\u9700\u8981PB\u7ea7\u6570\u636e\u3001\u5343\u5361\u7ea7\u7b97\u529b\u96c6\u7fa4\u548c\u4e13\u4e1a\u56e2\u961f\uff0c\u4e2d\u5c0f\u4f01\u4e1a\u96be\u4ee5\u72ec\u7acb\u5b8c\u6210\u3002<\/p>\n\n\n\n

\uff084\uff09\u5b58\u5728\u201c\u5e7b\u89c9\u201d\u98ce\u9669<\/p>\n\n\n\n

\u5927\u6a21\u578b\u53ef\u80fd\u751f\u6210\u4e0d\u7b26\u5408\u4e8b\u5b9e\u7684\u63cf\u8ff0\u6216\u8bef\u5224\uff0c\u5c24\u5176\u5728\u4f4e\u8d28\u91cf\u56fe\u50cf\u6216\u6a21\u7cca\u573a\u666f\u4e2d\u3002<\/p>\n\n\n\n

\u56e0\u6b64\uff0c\u5c3d\u7ba1\u5927\u6a21\u578b\u5728\u51c6\u786e\u6027\u4e0e\u667a\u80fd\u6027\u4e0a\u8fdc\u8d85\u5c0f\u6a21\u578b\uff0c\u4f46\u5176\u9ad8\u8d44\u6e90\u6d88\u8017\u4e0e\u4f4e\u5b9e\u65f6\u6027\u9650\u5236\u4e86\u5176\u5728\u5b9e\u9645\u89c6\u9891\u5206\u6790\u7cfb\u7edf\u4e2d\u7684\u76f4\u63a5\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n\n\n\n

\u5927\u5c0f\u6a21\u578b<\/strong>\u8054\u5408\u5e94\u7528<\/strong>\u65b9\u5f0f<\/strong><\/p>\n\n\n\n

\u4e3a\u517c\u987e\u6548\u7387\u4e0e\u667a\u80fd\uff0c\u201c\u5c0f\u6a21\u578b+\u5927\u6a21\u578b\u201d\u534f\u540c\u63a8\u7406\u67b6\u6784\u9010\u6e10\u6210\u4e3a\u89c6\u9891\u5206\u6790\u9886\u57df\u7684\u4e3b\u6d41\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6838\u5fc3\u601d\u60f3\u662f\uff1a\u7531\u5c0f\u6a21\u578b\u8d1f\u8d23\u9ad8\u6548\u521d\u7b5b\uff0c\u5927\u6a21\u578b\u8d1f\u8d23\u7cbe\u51c6\u590d\u6838\u4e0e\u8bed\u4e49\u7406\u89e3\uff0c\u5b9e\u73b0\u6027\u80fd\u4e0e\u6210\u672c\u7684\u6700\u4f18\u5e73\u8861\u3002<\/p>\n\n\n\n

\u5e38\u89c1\u7684\u8054\u5408\u5e94\u7528\u65b9\u5f0f\u5305\u62ec\uff1a<\/p>\n\n\n\n

\uff081\uff09\u4e24\u7ea7\u7ea7\u8054\u63a8\u7406\u67b6\u6784<\/strong><\/p>\n\n\n\n

\u7b2c\u4e00\u7ea7\uff1a\u5c0f\u6a21\u578b\u5feb\u901f\u8fc7\u6ee4<\/p>\n\n\n\n

\u4f7f\u7528\u8f7b\u91cf\u7ea7\u6a21\u578b\uff08\u5982YOLOv8\u3001MobileNet-SSD\uff09\u5bf9\u89c6\u9891\u6d41\u8fdb\u884c\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u4e0e\u521d\u6b65\u5206\u7c7b\uff0c\u7b5b\u9009\u51fa\u611f\u5174\u8da3\u533a\u57df\uff08ROI\uff09\u6216\u5f02\u5e38\u4e8b\u4ef6\u5019\u9009\u5e27\u3002<\/p>\n\n\n\n

\u7b2c\u4e8c\u7ea7\uff1a\u5927\u6a21\u578b\u7cbe\u7ec6\u5206\u6790<\/p>\n\n\n\n

\u5c06\u5019\u9009\u5e27\u9001\u5165\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08\u5982Qwen-VL\u3001InternVL\uff09\u8fdb\u884c\u6df1\u5ea6\u8bed\u4e49\u89e3\u6790\u3001\u884c\u4e3a\u7406\u89e3\u6216\u81ea\u7136\u8bed\u8a00\u95ee\u7b54\uff0c\u786e\u8ba4\u4e8b\u4ef6\u771f\u5b9e\u6027\u4e0e\u5177\u4f53\u542b\u4e49\u3002<\/p>\n\n\n\n

\u793a\u4f8b\uff1a\u5728\u5730\u94c1\u76d1\u63a7\u4e2d\uff0c\u5c0f\u6a21\u578b\u68c0\u6d4b\u5230\u201c\u6709\u4eba\u5012\u5730\u201d\uff0c\u89e6\u53d1\u544a\u8b66\uff1b\u5927\u6a21\u578b\u7ed3\u5408\u4e0a\u4e0b\u6587\uff08\u662f\u5426\u6709\u4eba\u6400\u6276\u3001\u662f\u5426\u6709\u6253\u6597\u524d\u5146\uff09\u5224\u65ad\u662f\u5426\u4e3a\u771f\u5b9e\u8dcc\u5012\u4e8b\u4ef6\uff0c\u907f\u514d\u8bef\u62a5\u3002<\/p>\n\n\n\n

\uff082\uff09\u4e3b\u52a8\u5b66\u4e60\u4e0e\u589e\u91cf\u66f4\u65b0\u673a\u5236<\/strong><\/p>\n\n\n\n

\u5c0f\u6a21\u578b\u5728\u8fd0\u884c\u4e2d\u9047\u5230\u7f6e\u4fe1\u5ea6\u4f4e\u6216\u65e0\u6cd5\u8bc6\u522b\u7684\u6837\u672c\u65f6\uff0c\u81ea\u52a8\u63d0\u4ea4\u7ed9\u5927\u6a21\u578b\u8fdb\u884c\u6807\u6ce8\uff1b<\/p>\n\n\n\n

\u5927\u6a21\u578b\u8f93\u51fa\u7ed3\u679c\u4f5c\u4e3a\u201c\u4f2a\u6807\u7b7e\u201d\uff0c\u7528\u4e8e\u540e\u7eed\u5c0f\u6a21\u578b\u7684\u5728\u7ebf\u5fae\u8c03\u6216\u589e\u91cf\u8bad\u7ec3\uff0c\u5f62\u6210\u95ed\u73af\u4f18\u5316\u3002<\/p>\n\n\n\n

\uff083\uff09\u77e5\u8bc6\u84b8\u998f\uff08Knowledge Distillation\uff09<\/strong><\/p>\n\n\n\n

\u5229\u7528\u5927\u6a21\u578b\u4f5c\u4e3a\u201c\u6559\u5e08\u6a21\u578b\u201d\uff0c\u6307\u5bfc\u5c0f\u6a21\u578b\uff08\u201c\u5b66\u751f\u6a21\u578b\u201d\uff09\u5b66\u4e60\u5176\u8f93\u51fa\u5206\u5e03\u6216\u4e2d\u95f4\u7279\u5f81\u8868\u793a\uff1b<\/p>\n\n\n\n

\u5728\u4fdd\u6301\u5c0f\u6a21\u578b\u8f7b\u91cf\u5316\u7684\u540c\u65f6\uff0c\u63d0\u5347\u5176\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n

\uff084\uff09\u4efb\u52a1\u5206\u5de5\u534f\u4f5c<\/strong><\/p>\n\n\n\n

\u5c0f\u6a21\u578b\u8d1f\u8d23\u7ed3\u6784\u5316\u4efb\u52a1\uff08\u5982\u4eba\u8138\u68c0\u6d4b\u3001\u8f66\u724c\u8bc6\u522b\u3001\u4eba\u6570\u7edf\u8ba1\uff09\uff1b<\/p>\n\n\n\n

\u5927\u6a21\u578b\u8d1f\u8d23\u975e\u7ed3\u6784\u5316\u4efb\u52a1\uff08\u5982\u4e8b\u4ef6\u63cf\u8ff0\u3001\u610f\u56fe\u63a8\u65ad\u3001\u5f00\u653e\u57df\u95ee\u7b54\uff09\uff1b<\/p>\n\n\n\n

\u4e24\u8005\u901a\u8fc7\u4e2d\u95f4\u63a5\u53e3\uff08\u5982\u6d88\u606f\u961f\u5217\u3001API\u670d\u52a1\uff09\u534f\u540c\u5de5\u4f5c\u3002<\/p>\n\n\n\n

\u8fd9\u79cd\u201c\u5206\u5de5\u660e\u786e\u3001\u5404\u53f8\u5176\u804c\u201d\u7684\u67b6\u6784\u65e2\u80fd\u53d1\u6325\u5c0f\u6a21\u578b\u7684\u5b9e\u65f6\u6027\u4f18\u52bf\uff0c\u53c8\u80fd\u8c03\u7528\u5927\u6a21\u578b\u7684\u667a\u80fd\u51b3\u7b56\u80fd\u529b\u3002<\/p>\n\n\n\n

\u5927\u5c0f\u6a21\u578b\u8054\u5408\u5e94\u7528<\/strong>\u6848\u4f8b<\/strong><\/p>\n\n\n\n

\u8fd1\u5e74\u6765\uff0c\u591a\u4e2a\u884c\u4e1a\u5df2\u6210\u529f\u843d\u5730\u5927\u5c0f\u6a21\u578b\u534f\u540c\u7684\u89c6\u9891\u5206\u6790\u7cfb\u7edf\uff0c\u53d6\u5f97\u4e86\u663e\u8457\u6210\u6548\u3002\u4ee5\u4e0b\u662f\u51e0\u4e2a\u5178\u578b\u6848\u4f8b\uff1a<\/p>\n\n\n\n

\u2705 \u6848\u4f8b\u4e00\uff1a\u667a\u6167\u5b89\u9632\u4e2d\u7684\u5f02\u5e38\u884c\u4e3a\u8bc6\u522b\uff08\u67d0\u4e00\u7ebf\u57ce\u5e02\u5730\u94c1\u7cfb\u7edf\uff09<\/strong><\/strong><\/p>\n\n\n\n

\u80cc\u666f\uff1a\u5730\u94c1\u7ad9\u6bcf\u65e5\u5ba2\u6d41\u91cf\u8d85\u767e\u4e07\u4eba\u6b21\uff0c\u9700\u5b9e\u65f6\u76d1\u6d4b\u8dcc\u5012\u3001\u6253\u67b6\u3001\u6ede\u7559\u3001\u9006\u884c\u7b49\u5f02\u5e38\u884c\u4e3a\u3002<\/p>\n\n\n\n

\u65b9\u6848\uff1a<\/p>\n\n\n\n

1. \u524d\u7aef\u6444\u50cf\u5934\u90e8\u7f72YOLOv8 + DeepSort\u8fdb\u884c\u5b9e\u65f6\u4eba\u4f53\u68c0\u6d4b\u4e0e\u8f68\u8ff9\u8ddf\u8e2a\uff1b<\/p>\n\n\n\n

2.\u5f53\u68c0\u6d4b\u5230\u5f02\u5e38\u8f68\u8ff9\uff08\u5982\u7a81\u7136\u5012\u5730\u3001\u957f\u65f6\u95f4\u9759\u6b62\uff09\u65f6\uff0c\u622a\u53d6\u524d\u540e5\u79d2\u89c6\u9891\u7247\u6bb5\uff1b<\/p>\n\n\n\n

3.\u89c6\u9891\u7247\u6bb5\u4e0a\u4f20\u81f3\u4e91\u7aef\u5927\u6a21\u578b\uff08\u57fa\u4e8eQwen-VL\u5b9a\u5236\uff09\u8fdb\u884c\u8bed\u4e49\u5206\u6790\uff1a\u201c\u6b64\u4eba\u662f\u5426\u53d7\u4f24\uff1f\u201d\u201c\u662f\u5426\u6709\u540c\u4f34\u65bd\u6551\uff1f\u201d\u201c\u662f\u5426\u4e3a\u9189\u9152\uff1f\u201d<\/p>\n\n\n\n

\u6548\u679c\uff1a<\/p>\n\n\n\n

1.\u5f02\u5e38\u4e8b\u4ef6\u8bc6\u522b\u51c6\u786e\u7387\u4ece72%\u63d0\u5347\u81f394%\uff1b<\/p>\n\n\n\n

2.\u8bef\u62a5\u7387\u4e0b\u964d60%\uff0c\u663e\u8457\u51cf\u8f7b\u4eba\u5de5\u590d\u6838\u538b\u529b\uff1b<\/p>\n\n\n\n

3.\u5e73\u5747\u6bcf\u8def\u89c6\u9891\u65e5\u5747\u4ec5\u89e6\u53d13~5\u6b21\u5927\u6a21\u578b\u8c03\u7528\uff0c\u7b97\u529b\u6210\u672c\u53ef\u63a7\u3002<\/p>\n\n\n\n

\u2705 \u6848\u4f8b\u4e8c\uff1a\u5de5\u4e1a\u56ed\u533a\u5b89\u5168\u76d1\u7ba1\uff08\u67d0\u5316\u5de5\u4f01\u4e1a\uff09<\/strong><\/strong><\/p>\n\n\n\n

\u80cc\u666f\uff1a\u9700\u68c0\u6d4b\u5de5\u4eba\u662f\u5426\u4f69\u6234\u5b89\u5168\u5e3d\u3001\u662f\u5426\u8fdb\u5165\u7981\u533a\u3001\u662f\u5426\u5b58\u5728\u8fdd\u89c4\u64cd\u4f5c\u3002<\/p>\n\n\n\n

\u65b9\u6848\uff1a<\/p>\n\n\n\n

1.\u8fb9\u7f18\u8bbe\u5907\u90e8\u7f72\u8f7b\u91cf\u5206\u5272\u6a21\u578b\uff08BiSeNet\uff09\u5b9e\u65f6\u68c0\u6d4b\u4eba\u5458\u4e0e\u88c5\u5907\uff1b<\/p>\n\n\n\n

2.\u82e5\u68c0\u6d4b\u5230\u201c\u672a\u6234\u5b89\u5168\u5e3d\u201d\u6216\u201c\u8fdb\u5165\u9ad8\u5371\u533a\u201d\uff0c\u5219\u89e6\u53d1\u544a\u8b66\uff1b<\/p>\n\n\n\n

3.\u544a\u8b66\u5e27\u9001\u5165\u672c\u5730\u90e8\u7f72\u7684\u88c1\u526a\u7248CLIP\u6a21\u578b\u8fdb\u884c\u4e8c\u6b21\u9a8c\u8bc1\uff0c\u6392\u9664\u8bef\u68c0\uff08\u5982\u5934\u76d4\u53cd\u5149\u3001\u9634\u5f71\u906e\u6321\uff09\uff1b<\/p>\n\n\n\n

4.\u652f\u6301\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\uff1a\u201c\u4eca\u5929\u6709\u51e0\u4e2a\u6ca1\u6234\u5b89\u5168\u5e3d\u7684\u4eba\u8fdb\u5165\u4e86\u53cd\u5e94\u8f66\u95f4\uff1f\u201d<\/p>\n\n\n\n

\u6548\u679c\uff1a<\/p>\n\n\n\n

1.\u5b89\u5168\u8fdd\u89c4\u8bc6\u522b\u51c6\u786e\u7387\u8fbe96.5%\uff1b<\/p>\n\n\n\n

2.\u5b9e\u73b0\u96f6\u4e91\u4f9d\u8d56\u672c\u5730\u95ed\u73af\u5904\u7406\uff0c\u6ee1\u8db3\u6570\u636e\u5b89\u5168\u8981\u6c42\uff1b<\/p>\n\n\n\n

3.\u652f\u6301\u5f00\u653e\u8bed\u4e49\u67e5\u8be2\uff0c\u63d0\u5347\u7ba1\u7406\u4eba\u5458\u4ea4\u4e92\u4f53\u9a8c\u3002<\/p>\n\n\n\n

\u2705 \u6848\u4f8b\u4e09\uff1a\u96f6\u552e\u95e8\u5e97\u987e\u5ba2\u884c\u4e3a\u5206\u6790\uff08\u8fde\u9501\u4fbf\u5229\u5e97\uff09<\/strong><\/strong><\/p>\n\n\n\n

\u80cc\u666f\uff1a\u9700\u5206\u6790\u987e\u5ba2\u52a8\u7ebf\u3001\u70ed\u533a\u5206\u5e03\u3001\u5546\u54c1\u5173\u6ce8\u5ea6\uff0c\u4f18\u5316\u9648\u5217\u3002<\/p>\n\n\n\n

\u65b9\u6848\uff1a<\/p>\n\n\n\n

1.\u5c0f\u6a21\u578b\uff08MobileNet-SSD\uff09\u5b9e\u65f6\u68c0\u6d4b\u987e\u5ba2\u4f4d\u7f6e\u4e0e\u52a8\u4f5c\uff08\u62ff\u53d6\u3001\u653e\u4e0b\u3001\u505c\u7559\uff09\uff1b<\/p>\n\n\n\n

2.\u6bcf\u5206\u949f\u6c47\u603b\u4e00\u6b21\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982\u67d0\u8d27\u67b6\u524d\u505c\u7559\u4eba\u6570\uff09\uff1b<\/p>\n\n\n\n

3.\u6bcf\u5c0f\u65f6\u5c06\u6c47\u603b\u6570\u636e\u4e0e\u5173\u952e\u5e27\u53d1\u9001\u81f3\u5927\u6a21\u578b\uff08BLIP-2\uff09\u751f\u6210\u53ef\u89c6\u5316\u62a5\u544a\uff1a\u201c\u4eca\u65e5\u6700\u53d7\u6b22\u8fce\u5546\u54c1\u662f\u77ff\u6cc9\u6c34\uff0c\u4e3b\u8981\u8d2d\u4e70\u65f6\u6bb5\u4e3a12:00\u201313:00\u201d\uff1b<\/p>\n\n\n\n

4.\u652f\u6301\u8bed\u97f3\u63d0\u95ee\uff1a\u201c\u6628\u5929\u4e0b\u5348\u8c01\u5077\u62ff\u4e86\u5546\u54c1\uff1f\u201d \u2192 \u5927\u6a21\u578b\u7ed3\u5408\u8f68\u8ff9\u4e0e\u52a8\u4f5c\u5206\u6790\u53ef\u7591\u884c\u4e3a\u3002<\/p>\n\n\n\n

\u6548\u679c\uff1a<\/p>\n\n\n\n

1.\u6570\u636e\u5206\u6790\u81ea\u52a8\u5316\u7a0b\u5ea6\u63d0\u534780%\uff1b<\/p>\n\n\n\n

2.\u5e97\u957f\u53ef\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5feb\u901f\u83b7\u53d6\u6d1e\u5bdf\uff0c\u51b3\u7b56\u6548\u7387\u63d0\u9ad8\uff1b<\/p>\n\n\n\n

3.\u5927\u6a21\u578b\u8c03\u7528\u9891\u7387\u4f4e\uff0c\u6574\u4f53\u7cfb\u7edf\u7a33\u5b9a\u9ad8\u6548\u3002<\/p>\n\n\n\n

\u5927\u5c0f\u6a21\u578b\u8054\u5408\u5e94\u7528\u6548\u679c<\/strong><\/p>\n\n\n\n

\u67d0\u7701\u9ad8\u901f\u76d1\u63a7\u89c6\u9891\u5206\u6790\u7cfb\u7edf\u7d2f\u8ba1\u63a5\u5165\u89c6\u9891\u8def\u6570\u8d85\u8fc72\u4e07\u8def\uff0c\u9488\u5bf9\u90e8\u5206\u4f20\u7edfAI\u5c0f\u6a21\u578b\u8bc6\u522b\u96be\u5ea6\u6781\u5927\u5e76\u5f71\u54cd\u9053\u8def\u5b89\u5168\u7684\u7a81\u53d1\u5f02\u5e38\u4e8b\u4ef6\uff08\u6c7d\u8f66\u81ea\u71c3\u3001\u70df\u96fe\u3001\u629b\u6d12\u7269\u3001\u8fb9\u5761\u584c\u65b9\uff09\uff0c\u5728\u5f15\u5165\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e4b\u540e\uff0c\u6574\u4f53\u8bc6\u522b\u6548\u679c\u63d0\u5347\u660e\u663e\u3002\u4e0b\u9762\u662f\u70df\u96fe\u548c\u9053\u8def\u629b\u6d12\u7269\u7684\u8bc6\u522b\u6848\u4f8b\uff082\u4e07\u8def\u89c6\u9891\u6837\u672c\u57fa\u6570\u4e0b\uff0c\u51c6\u786e\u7387\u8d8b\u8fd199%\uff09\uff1a<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n
\"\"\/<\/figure>\n\n\n\n

\uff08\u53f3\u952e->\u65b0\u6807\u7b7e\u6253\u5f00\u56fe\u7247\u67e5\u770b\u539f\u56fe\uff09<\/p>\n\n\n\n

\u7ed3\u8bed<\/strong><\/strong><\/p>\n\n\n\n

\u5927\u5c0f\u6a21\u578b\u7684\u8054\u5408\u5e94\u7528\u6b63\u5728\u91cd\u5851\u89c6\u9891\u5206\u6790\u7684\u6280\u672f\u8303\u5f0f\u3002\u5c0f\u6a21\u578b\u4ee5\u5176\u9ad8\u6548\u3001\u4f4e\u5ef6\u8fdf\u7684\u7279\u70b9\u627f\u62c5\u201c\u54e8\u5175\u201d\u89d2\u8272\uff0c\u5b9e\u73b0\u5168\u5929\u5019\u5b9e\u65f6\u76d1\u63a7\uff1b\u5927\u6a21\u578b\u5219\u4f5c\u4e3a\u201c\u5927\u8111\u201d\uff0c\u63d0\u4f9b\u6df1\u5c42\u6b21\u8bed\u4e49\u7406\u89e3\u4e0e\u667a\u80fd\u51b3\u7b56\u652f\u6301\u3002\u4e8c\u8005\u534f\u540c\uff0c\u65e2\u907f\u514d\u4e86\u5927\u6a21\u578b\u7684\u7b97\u529b\u9ed1\u6d1e\uff0c\u53c8\u5f25\u8865\u4e86\u5c0f\u6a21\u578b\u7684\u8ba4\u77e5\u5c40\u9650\u3002<\/p>\n\n\n\n

\u672a\u6765\uff0c\u968f\u7740\u5927\u6a21\u578b\u8f7b\u91cf\u5316\u6280\u672f\uff08\u5982MoE\u67b6\u6784\u3001\u91cf\u5316\u538b\u7f29\uff09\u3001\u8fb9\u7f18\u8ba1\u7b97\u80fd\u529b\u63d0\u5347\u4ee5\u53ca\u591a\u6a21\u6001\u63a8\u7406\u6846\u67b6\u7684\u6210\u719f\uff0c\u5927\u5c0f\u6a21\u578b\u878d\u5408\u5c06\u66f4\u52a0\u7d27\u5bc6\uff0c\u5411\u201c\u7aef-\u8fb9-\u4e91\u201d\u4e00\u4f53\u5316\u667a\u80fd\u89c6\u9891\u5206\u6790\u7cfb\u7edf\u6f14\u8fdb\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u667a\u6167\u57ce\u5e02\u3001\u81ea\u52a8\u9a7e\u9a76\u3001\u5de5\u4e1a\u4e92\u8054\u7f51\u7b49\u9886\u57df\uff0c\u771f\u6b63\u5b9e\u73b0\u201c\u770b\u5f97\u6e05\u3001\u770b\u5f97\u61c2\u3001\u53cd\u5e94\u5feb\u201d\u7684\u667a\u80fd\u89c6\u89c9\u611f\u77e5\u4f53\u7cfb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

CV\u9886\u57df\u5c0f\u6a21\u578b\u53d1\u5c55 \u81ea2012\u5e74AlexNet\u5728ImageNet\u5927\u89c4\u6a21\u89c6\u89c9\u8bc6\u522b\u6311\u6218\u8d5b\uff08ILSVRC\uff09\u4e2d\u4ee5\u663e\u8457\u4f18\u52bf\u593a\u51a0\u4ee5\u6765\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\uff08CV\uff09\u9886\u57df\u8fdb\u5165\u4e86\u6df1\u5ea6\u5b66\u4e60\u9a71\u52a8\u7684\u65b0\u7eaa\u5143\u3002AlexNet\u9996\u6b21\u5927\u89c4\u6a21\u4f7f\u7528\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u8fdb\u884c\u56fe\u50cf\u5206\u7c7b\uff0c\u5176\u6210\u529f\u6807\u5fd7\u7740\u4f20\u7edf\u624b\u5de5\u7279\u5f81\u65b9\u6cd5\u7684\u7ec8\u7ed3\uff0c\u5f00\u542f\u4e86\u57fa\u4e8e\u6570\u636e\u9a71\u52a8\u7684\u6df1\u5ea6\u6a21\u578b\u65f6\u4ee3\u3002 \u968f\u540e\u51e0\u5e74\uff0c\u5c0f\u6a21\u578b\u5728\u7ed3\u6784\u8bbe\u8ba1\u4e0a\u4e0d\u65ad\u4f18\u5316\uff0c\u8ffd\u6c42\u66f4\u9ad8\u7684\u7cbe\u5ea6\u4e0e\u66f4\u4f4e\u7684\u8ba1\u7b97\u6210\u672c\u30022014\u5e74\uff0c\u725b\u6d25\u5927\u5b66\u63d0\u51fa\u7684VGG\u7f51\u7edc\u901a\u8fc7\u5806\u53e03\u00d73\u5c0f\u5377\u79ef\u6838\u5b9e\u73b0\u4e86\u66f4\u6df1\u7684\u7f51\u7edc\u7ed3\u6784\uff0c\u63d0\u5347\u4e86\u5206\u7c7b\u6027\u80fd\uff1b\u540c\u5e74\uff0cGoogle\u63d0\u51fa\u7684Inception\u7ed3\u6784\u5f15\u5165\u591a\u5c3a\u5ea6\u5377\u79ef\u5e76\u884c\u5904\u7406\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u53c2\u6570\u5229\u7528\u6548\u7387\u3002 2015\u5e74\uff0c\u5fae\u8f6f\u63d0\u51fa\u7684ResNet\uff08\u6b8b\u5dee\u7f51\u7edc\uff09\u901a\u8fc7\u201c\u8df3\u8dc3\u8fde\u63a5\u201d\u89e3\u51b3\u4e86\u6df1\u5c42\u7f51\u7edc\u4e2d\u7684\u68af\u5ea6\u6d88\u5931\u95ee\u9898\uff0c\u4f7f\u5f97\u7f51\u7edc\u53ef\u4ee5\u6269\u5c55\u5230\u4e0a\u767e\u5c42\uff0c\u5e76\u5728ImageNet\u4e0a\u53d6\u5f97\u4e86\u8d85\u8d8a\u4eba\u7c7b\u6c34\u5e73\u7684\u5206\u7c7b\u51c6\u786e\u7387\u3002\u8fd9\u4e00\u7a81\u7834\u63a8\u52a8\u4e86\u5c0f\u6a21\u578b\u5411\u66f4\u6df1\u3001\u66f4\u9ad8\u6548\u7684\u65b9\u5411\u6f14\u8fdb\u3002 \u8fdb\u51652016\u20142018\u5e74\uff0c\u8f7b\u91cf\u5316\u6a21\u578b\u6210\u4e3a\u7814\u7a76\u70ed\u70b9\u3002SqueezeNet\u8bc1\u660e\u4e86\u5728\u4fdd\u6301\u7cbe\u5ea6\u7684\u540c\u65f6\u5927\u5e45\u538b\u7f29\u6a21\u578b\u4f53\u79ef\u7684\u53ef\u80fd\u6027\uff1bMobileNet\u7cfb\u5217\uff08v1\/v2\/v3\uff09\u91c7\u7528\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\uff0c\u5728\u79fb\u52a8\u7aef\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u56fe\u50cf\u5206\u7c7b\u548c\u76ee\u6807\u68c0\u6d4b\uff1bShuffleNet\u5219\u901a\u8fc7\u901a\u9053\u6df7\u6d17\u673a\u5236\u63d0\u5347\u8f7b\u91cf\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u8fb9\u7f18\u8bbe\u5907\u3002 \u5728\u76ee\u6807\u68c0\u6d4b\u65b9\u9762\uff0c\u4eceFaster R-CNN\u5230SSD\uff0c\u518d\u5230YOLO\u7cfb\u5217\uff08\u5c24\u5176\u662fYOLOv3\u3001v4\u3001v5\uff09\uff0c\u5c0f\u6a21\u578b\u9010\u6b65\u5b9e\u73b0\u4e86\u4ece\u9ad8\u7cbe\u5ea6\u5230\u5b9e\u65f6\u6027\u7684\u8de8\u8d8a\u3002YOLOv5\u548cYOLOv8\u7b49\u7248\u672c\u4e0d\u4ec5\u7cbe\u5ea6\u9ad8\uff0c\u4e14\u63a8\u7406\u901f\u5ea6\u5feb\uff0c\u9002\u5408\u90e8\u7f72\u5728\u6444\u50cf\u5934\u3001\u65e0\u4eba\u673a\u3001\u673a\u5668\u4eba\u7b49\u8d44\u6e90\u53d7\u9650\u8bbe\u5907\u4e0a\u3002 \u5206\u5272\u4efb\u52a1\u4e2d\uff0cFCN\u3001U-Net\u3001DeepLab\u7cfb\u5217\u4e5f\u4e0d\u65ad\u4f18\u5316\uff0c\u51fa\u73b0\u4e86\u5982BiSeNet\u3001Fast-SCNN\u7b49\u4e13\u4e3a\u5b9e\u65f6\u8bed\u4e49\u5206\u5272\u8bbe\u8ba1\u7684\u5c0f\u6a21\u578b\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u81ea\u52a8\u9a7e\u9a76\u3001\u5de5\u4e1a\u8d28\u68c0\u7b49\u573a\u666f\u3002 \u603b\u4f53\u6765\u770b\uff0c2012\u20142022\u5e74\u95f4\uff0cCV\u9886\u57df\u7684\u5c0f\u6a21\u578b\u7ecf\u5386\u4e86\u4ece\u201c\u8ffd\u6c42\u7cbe\u5ea6\u201d\u5230\u201c\u517c\u987e\u6548\u7387\u201d\u7684\u8f6c\u53d8\uff0c\u5f62\u6210\u4e86\u5206\u7c7b\u3001\u68c0\u6d4b\u3001\u5206\u5272\u4e09\u5927\u4efb\u52a1\u4e0b\u7684\u6210\u719f\u8f7b\u91cf\u7ea7\u6a21\u578b\u4f53\u7cfb\uff0c\u4e3a\u540e\u7eed\u8fb9\u7f18\u667a\u80fd\u548c\u5b9e\u65f6\u89c6\u9891\u5206\u6790\u5960\u5b9a\u4e86\u57fa\u7840\u3002 CV\u9886\u57df\u5c0f\u6a21\u578b\u74f6\u9888 \u5c3d\u7ba1\u5c0f\u6a21\u578b\u5728\u6548\u7387\u548c\u90e8\u7f72\u4fbf\u6377\u6027\u65b9\u9762\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u5728\u590d\u6742\u771f\u5b9e\u573a\u666f\u4e0b\u7684\u89c6\u9891\u5206\u6790\u4efb\u52a1\u4e2d\u4ecd\u9762\u4e34\u8bf8\u591a\u6311\u6218\uff1a \uff081\uff09\u73af\u5883\u654f\u611f\u6027\u5f3a \u5c0f\u6a21\u578b\u901a\u5e38\u4f9d\u8d56\u4e8e\u8bad\u7ec3\u6570\u636e\u5206\u5e03\uff0c\u5728\u5149\u7167\u53d8\u5316\u5267\u70c8\uff08\u5982\u591c\u95f4\u3001\u9006\u5149\u3001\u96fe\u973e\uff09\u3001\u5929\u6c14\u6076\u52a3\u6216\u52a8\u6001\u80cc\u666f\u5e72\u6270\u4e0b\uff0c\u68c0\u6d4b\u4e0e\u8bc6\u522b\u6027\u80fd\u663e\u8457\u4e0b\u964d\u3002\u4f8b\u5982\uff0c\u767d\u5929\u8868\u73b0\u826f\u597d\u7684\u884c\u4eba\u68c0\u6d4b\u6a21\u578b\u5728\u591c\u95f4\u53ef\u80fd\u6f0f\u68c0\u7387\u4e0a\u534730%\u4ee5\u4e0a\u3002 \uff082\uff09\u6cdb\u5316\u80fd\u529b\u6709\u9650 \u5c0f\u6a21\u578b\u591a\u4e3a\u5355\u4efb\u52a1\u4e13\u7528\u6a21\u578b\uff08\u5982\u4ec5\u505a\u4eba\u8138\u8bc6\u522b\u6216\u8f66\u8f86\u68c0\u6d4b\uff09\uff0c\u5bf9\u672a\u77e5\u7c7b\u522b\u6216\u65b0\u51fa\u73b0\u7684\u76ee\u6807\u7c7b\u578b\u7f3a\u4e4f\u8bc6\u522b\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u4f20\u7edfYOLO\u6a21\u578b\u65e0\u6cd5\u8bc6\u522b\u8bad\u7ec3\u96c6\u4e2d\u672a\u5305\u542b\u7684\u65b0\u7269\u4f53\uff08\u5982\u65b0\u578b\u7535\u52a8\u8f66\u3001\u7279\u6b8a\u5de5\u7a0b\u8f66\u8f86\uff09\u3002…<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-324","post","type-post","status-publish","format-standard","hentry","category-blog"],"_links":{"self":[{"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/posts\/324"}],"collection":[{"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/comments?post=324"}],"version-history":[{"count":2,"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/posts\/324\/revisions"}],"predecessor-version":[{"id":327,"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/posts\/324\/revisions\/327"}],"wp:attachment":[{"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/media?parent=324"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/categories?post=324"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/tags?post=324"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}