{"id":7347,"date":"2026-02-09T00:00:56","date_gmt":"2026-02-08T16:00:56","guid":{"rendered":"http:\/\/www.cdrsa.net\/?p=7347"},"modified":"2026-02-09T00:00:56","modified_gmt":"2026-02-08T16:00:56","slug":"%e5%9b%be%e5%83%8f%e8%af%86%e5%88%ab%e6%a0%b8%e5%bf%83%e5%8e%9f%e7%90%86%e4%b8%8e%e8%a1%8c%e4%b8%9a%e5%ba%94%e7%94%a8%e5%85%a8%e6%99%af%e8%a7%a3%e6%9e%90%e3%80%90%e8%a5%bf%e6%95%b0%e5%8f%b8%e6%b3%95","status":"publish","type":"post","link":"https:\/\/m.cdrsa.net\/?p=7347","title":{"rendered":"\u56fe\u50cf\u8bc6\u522b\u6838\u5fc3\u539f\u7406\u4e0e\u884c\u4e1a\u5e94\u7528\u5168\u666f\u89e3\u6790\u3010\u897f\u6570\u53f8\u6cd5\u3011"},"content":{"rendered":"<p><em style=\"text-indent:2em;\">\u5728\u4eba\u5de5\u667a\u80fd\u98de\u901f\u53d1\u5c55\u7684\u65f6\u4ee3\uff0c\u56fe\u50cf\u8bc6\u522b\uff08Computer Vision\uff09\u6280\u672f\u5df2\u6df1\u5ea6\u878d\u5165\u65e5\u5e38\u751f\u6d3b\u4e0e\u5de5\u4e1a\u573a\u666f\u3002\u672c\u6587\u5c06\u4ece\u6838\u5fc3\u6280\u672f\u539f\u7406\u5230\u5e94\u7528\u843d\u5730\uff0c\u7cfb\u7edf\u89e3\u6790\u56fe\u50cf\u8bc6\u522b\u5982\u4f55\u7a81\u7834\u673a\u5668&#8221;\u770b\u61c2&#8221;\u4e16\u754c\u7684\u96be\u9898\uff0c\u63a2\u8ba8\u6df1\u5ea6\u5b66\u4e60\u9a71\u52a8\u7684\u521b\u65b0\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u5c55\u671b\u672a\u6765\u667a\u80fd\u8ba4\u77e5\u7684\u6f14\u8fdb\u65b9\u5411\u3002\u900f\u8fc7\u6280\u672f\u672c\u8d28\u4e0e\u5e94\u7528\u4ef7\u503c\u7684\u53cc\u91cd\u89c6\u89d2\uff0c\u4e3a\u8bfb\u8005\u63d0\u4f9b\u5168\u666f\u5f0f\u8ba4\u77e5\u6846\u67b6\u3002<\/em><br \/>\n<\/p>\n<p>\u53f8\u6cd5\u9274\u5b9a\u897f\u6570\u53f8\u6cd5<\/p>\n<p><\/p>\n<p><strong>\u6280\u672f\u672c\u8d28\uff1a\u89c6\u89c9\u4fe1\u606f\u7684\u6570\u5b57\u89e3\u7801\u9769\u547d<\/strong><a target=\"_blank\" href=\"http:\/\/www.98825.com\">\u5357\u4eac\u53f8\u6cd5\u9274\u5b9a<\/a><\/p>\n<p style=\"text-indent:2em;\">\u56fe\u50cf\u8bc6\u522b\u672c\u8d28\u662f\u6a21\u62df\u4eba\u7c7b\u89c6\u89c9\u7cfb\u7edf\u7684\u4fe1\u606f\u5904\u7406\u673a\u5236\uff0c\u901a\u8fc7\u7b97\u6cd5\u5c06\u50cf\u7d20\u6570\u636e\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u8bed\u4e49\u3002\u5176\u6280\u672f\u6f14\u8fdb\u7ecf\u5386\u4e86\u4e09\u4e2a\u5173\u952e\u9636\u6bb5\uff1a\u65e9\u671f\u4f9d\u8d56\u624b\u5de5\u8bbe\u8ba1\u7279\u5f81\uff08\u5982SIFT\u7b97\u5b50\uff09\uff0c\u4e2d\u671f\u91c7\u7528\u673a\u5668\u5b66\u4e60\u5206\u7c7b\u5668\uff0c\u76f4\u81f3\u5f53\u4e0b\u4ee5\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN, Convolutional Neural Network\uff09\u4e3a\u6838\u5fc3\u7684\u6df1\u5ea6\u5b66\u4e60\u8303\u5f0f\u3002\u5173\u952e\u6280\u672f\u6a21\u5757\u5305\u542b\u7279\u5f81\u63d0\u53d6\u5c42\u3001\u964d\u91c7\u6837\u5c42\u548c\u5168\u8fde\u63a5\u5206\u7c7b\u5c42\uff0c\u901a\u8fc7\u591a\u5c42\u6b21\u62bd\u8c61\u9010\u6b65\u89e3\u6790\u89c6\u89c9\u5143\u7d20\u7684\u65f6\u7a7a\u5173\u8054\u6027\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6a21\u578b\u8bad\u7ec3\u9700\u8981\u6d77\u91cf\u6807\u6ce8\u6570\u636e\u652f\u6491\uff0c\u8fd9\u6b63\u662fImageNet\u7b49\u6570\u636e\u96c6\u63a8\u52a8\u6280\u672f\u7a81\u7834\u7684\u5173\u952e\u56e0\u7d20\u3002\u5f53\u7b97\u6cd5\u5904\u7406\u4e00\u5f20\u732b\u7684\u56fe\u7247\u65f6\uff0c\u5b83\u7a76\u7adf\u5982\u4f55\u533a\u5206\u6bdb\u53d1\u7eb9\u7406\u4e0e\u80cc\u666f\u566a\u70b9\uff1f\u8fd9\u6b63\u662f\u7279\u5f81\u5b66\u4e60\u673a\u5236\u7684\u9b54\u529b\u6240\u5728\u3002<\/p>\n<p><\/p>\n<p><strong>\u7b97\u6cd5\u6f14\u8fdb\uff1a\u6df1\u5ea6\u5b66\u4e60\u9a71\u52a8\u8303\u5f0f\u8f6c\u79fb<\/strong><\/p>\n<p style=\"text-indent:2em;\">2012\u5e74AlexNet\u7684\u7a81\u7834\u6027\u8868\u73b0\u6807\u5fd7\u7740\u6df1\u5ea6\u5b66\u4e60\u5728\u89c6\u89c9\u9886\u57df\u7684\u7edf\u6cbb\u5730\u4f4d\u786e\u7acb\u3002\u6b64\u540e\u51fa\u73b0\u7684VGGNet\u901a\u8fc7\u52a0\u6df1\u7f51\u7edc\u5c42\u7ea7\u63d0\u5347\u7279\u5f81\u62bd\u8c61\u80fd\u529b\uff0cGoogleNet\u521b\u65b0\u6027\u5730\u5f15\u5165Inception\u6a21\u5757\u4f18\u5316\u8ba1\u7b97\u6548\u7387\uff0c\u800cResNet\u5219\u901a\u8fc7\u6b8b\u5dee\u8fde\u63a5\u89e3\u51b3\u6df1\u5c42\u7f51\u7edc\u68af\u5ea6\u6d88\u5931\u95ee\u9898\u3002\u8fd1\u5e74\u6765Transformer\u67b6\u6784\u5728\u89c6\u89c9\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u60ca\u4eba\u6f5c\u529b\uff0cViT\uff08Vision Transformer\uff09\u6a21\u578b\u5c06\u56fe\u50cf\u5206\u5272\u4e3a\u5757\u5e8f\u5217\u8fdb\u884c\u5904\u7406\uff0c\u5728ImageNet\u5206\u7c7b\u4efb\u52a1\u4e2d\u8d85\u8d8a\u4f20\u7edfCNN\u6a21\u578b\u3002\u8fc1\u79fb\u5b66\u4e60\u7b56\u7565\u7684\u5e7f\u6cdb\u5e94\u7528\u5927\u5e45\u964d\u4f4e\u6a21\u578b\u8bad\u7ec3\u6210\u672c\uff0c\u9884\u8bad\u7ec3\u6a21\u578b\u5982CLIP\u901a\u8fc7\u8de8\u6a21\u6001\u5bf9\u6bd4\u5b66\u4e60\u5b9e\u73b0\u96f6\u6837\u672c\u56fe\u50cf\u8bc6\u522b\u80fd\u529b\u3002\u8fd9\u79cd\u6280\u672f\u8dc3\u8fdb\u5982\u4f55\u6539\u53d8\u4ea7\u4e1a\u5e94\u7528\u683c\u5c40\uff1f\u8ba9\u6211\u4eec\u89c2\u5bdf\u5177\u4f53\u5b9e\u8df5\u6848\u4f8b\u3002<\/p>\n<p><\/p>\n<p><strong>\u5e94\u7528\u7834\u5c40\uff1a\u8de8\u884c\u4e1a\u573a\u666f\u89e3\u51b3\u65b9\u6848\u5b9e\u8df5<\/strong><\/p>\n<p style=\"text-indent:2em;\">\u5728\u5de5\u4e1a\u8d28\u68c0\u9886\u57df\uff0c\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684AOI\uff08\u81ea\u52a8\u5149\u5b66\u68c0\u6d4b\uff09\u7cfb\u7edf\u5b9e\u73b0\u5fae\u7c73\u7ea7\u7f3a\u9677\u8bc6\u522b\uff0c\u76f8\u8f83\u4f20\u7edf\u7b97\u6cd5\u5c06\u8bef\u5224\u7387\u964d\u4f4e83%\u3002\u533b\u7597\u5f71\u50cf\u5206\u6790\u4e2d\uff0c\u80ba\u7ed3\u8282\u8bc6\u522b\u7cfb\u7edf\u901a\u8fc73D\u5377\u79ef\u7f51\u7edc\u5904\u7406CT\u626b\u63cf\u6570\u636e\uff0c\u8f85\u52a9\u533b\u751f\u65e9\u671f\u53d1\u73b0\u76f4\u5f84\u5c0f\u4e8e3mm\u7684\u6076\u6027\u80bf\u7624\u3002\u667a\u6167\u96f6\u552e\u573a\u666f\u901a\u8fc7\u591a\u76ee\u6807\u8ddf\u8e2a\u6280\u672f\uff08MOT\uff09\u7cbe\u51c6\u7edf\u8ba1\u5ba2\u6d41\u52a8\u7ebf\uff0c\u4f18\u5316\u5356\u573a\u7a7a\u95f4\u5e03\u5c40\u6548\u7387\u9ad8\u8fbe40%\u3002\u5728\u751f\u7269\u7279\u5f81\u8bc6\u522b\uff08Biometric Identification\uff09\u9886\u57df\uff0c\u8679\u819c\u8bc6\u522b\u6280\u672f\u5229\u7528Gabor\u6ee4\u6ce2\u5668\u63d0\u53d6\u7eb9\u7406\u7279\u5f81\uff0c\u5b9e\u73b0\u5343\u4e07\u5206\u4e4b\u4e00\u8bef\u8bc6\u7387\u7684\u5b89\u5168\u8ba4\u8bc1\u3002\u800c\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u878d\u5408\u76ee\u6807\u68c0\u6d4b\u4e0e\u8bed\u4e49\u5206\u5272\u6280\u672f\uff0c\u5b9e\u65f6\u89e3\u6790\u9053\u8def\u73af\u5883\u7684\u590d\u6742\u5143\u7d20\u3002\u8fd9\u4e9b\u6280\u672f\u7a81\u7834\u5982\u4f55\u514b\u670d\u73b0\u5b9e\u573a\u666f\u4e2d\u7684\u56fa\u6709\u6311\u6218\uff1f<\/p>\n<p><\/p>\n<p><strong>\u5173\u952e\u6311\u6218\uff1a\u6280\u672f\u843d\u5730\u969c\u788d\u4e0e\u5e94\u5bf9\u7b56\u7565<\/strong><\/p>\n<p style=\"text-indent:2em;\">\u906e\u6321\u7269\u5e72\u6270\u4ecd\u662f\u5f71\u54cd\u8bc6\u522b\u7cbe\u5ea6\u7684\u9996\u8981\u96be\u9898\u3002\u9488\u5bf9\u6b64\u95ee\u9898\uff0cAttention\u673a\u5236\u901a\u8fc7\u6743\u91cd\u5206\u914d\u805a\u7126\u5173\u952e\u533a\u57df\uff0c\u663e\u8457\u63d0\u5347\u53e3\u7f69\u906e\u6321\u4e0b\u7684\u4eba\u8138\u8bc6\u522b\u51c6\u786e\u7387\u3002\u9488\u5bf9\u6570\u636e\u532e\u4e4f\u573a\u666f\uff0cFew-Shot Learning\u6280\u672f\u4ec5\u9700\u5c11\u91cf\u6837\u672c\u5373\u53ef\u5b8c\u6210\u6a21\u578b\u8bad\u7ec3\uff0cMeta-Learning\u6846\u67b6\u5219\u5b9e\u73b0\u4e86\u8de8\u4efb\u52a1\u77e5\u8bc6\u8fc1\u79fb\u3002\u5149\u7167\u53d8\u5316\u95ee\u9898\u901a\u8fc7\u5bf9\u6297\u751f\u6210\u7f51\u7edc\uff08GAN\uff09\u6784\u5efa\u5149\u7167\u4e0d\u53d8\u7279\u5f81\u7a7a\u95f4\uff0c\u5728\u6781\u6697\u73af\u5883\u4e0b\u4ecd\u53ef\u4fdd\u630185%\u8bc6\u522b\u7387\u3002\u90e8\u7f72\u73af\u8282\u4e2d\uff0c\u6a21\u578b\u538b\u7f29\u6280\u672f\u5982\u77e5\u8bc6\u84b8\u998f\u5c06ResNet50\u4f53\u79ef\u7f29\u51cf\u81f31\/35\uff0c\u6ee1\u8db3\u79fb\u52a8\u7aef\u5b9e\u65f6\u5904\u7406\u9700\u6c42\u3002\u7279\u522b\u5728\u654f\u611f\u573a\u666f\u4e2d\uff0c\u5dee\u5206\u9690\u79c1\u6280\u672f\u786e\u4fdd\u8bad\u7ec3\u6570\u636e\u4e0d\u6cc4\u9732\u4e2a\u4eba\u751f\u7269\u7279\u5f81\u4fe1\u606f\u3002\u5f53\u9762\u5bf9\u590d\u6742\u7684\u591a\u6a21\u6001\u5e94\u7528\u9700\u6c42\u65f6\uff0c\u6280\u672f\u878d\u5408\u5c06\u5f00\u542f\u5168\u65b0\u53ef\u80fd\u3002<\/p>\n<p><\/p>\n<p><strong>\u878d\u5408\u521b\u65b0\uff1a\u591a\u6a21\u6001\u4e0e\u8fb9\u7f18\u8ba1\u7b97\u65b0\u7eaa\u5143<\/strong><\/p>\n<p style=\"text-indent:2em;\">\u89c6\u89c9-\u8bed\u8a00\u8de8\u6a21\u6001\u7406\u89e3\u6210\u4e3a\u6280\u672f\u65b0\u524d\u6cbf\u3002CLIP\u6a21\u578b\u901a\u8fc74\u4ebf\u56fe\u6587\u5bf9\u8bad\u7ec3\uff0c\u5b9e\u73b0\u5f00\u653e\u573a\u666f\u7684\u96f6\u6837\u672c\u8bc6\u522b\u80fd\u529b\uff0c\u5728\u62bd\u8c61\u63d2\u753b\u8bc6\u522b\u4efb\u52a1\u4e2d\u51c6\u786e\u7387\u8d85\u4f20\u7edf\u6a21\u578b41%\u3002\u8fb9\u7f18\u8ba1\u7b97\u90e8\u7f72\u83b7\u5f97\u7a81\u7834\u6027\u8fdb\u5c55\uff0cTensorRT\u4f18\u5316\u5f15\u64ce\u5728Jetson Nano\u5d4c\u5165\u5f0f\u8bbe\u5907\u5b9e\u73b030fps\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u3002\u8054\u90a6\u5b66\u4e60\u67b6\u6784\u5141\u8bb8\u591a\u7ec8\u7aef\u534f\u540c\u8bad\u7ec3\u800c\u4e0d\u5171\u4eab\u539f\u59cb\u6570\u636e\uff0c\u533b\u7597\u5f71\u50cf\u8054\u5408\u5efa\u6a21\u6848\u4f8b\u663e\u793a\u6a21\u578b\u6548\u679c\u63d0\u534726%\u3002\u7279\u522b\u5728\u536b\u661f\u56fe\u50cf\u8bc6\u522b\u9886\u57df\uff0c\u65f6\u5e8f\u5206\u6790\u6280\u672f\u878d\u5408\u9065\u611f\u56fe\u50cf\u4e0e\u5730\u7406\u4fe1\u606f\u7cfb\u7edf\uff08GIS\uff09\uff0c\u5b9e\u73b0\u519c\u4f5c\u7269\u751f\u957f\u6001\u52bf\u52a8\u6001\u76d1\u6d4b\u3002\u672a\u6765\u5c06\u5982\u4f55\u7a81\u7834\u751f\u7269\u795e\u7ecf\u7cfb\u7edf\u7684\u8ba4\u77e5\u8fb9\u754c\uff1f<\/p>\n<p>\n<em style=\"text-indent:2em;\">\u56fe\u50cf\u8bc6\u522b\u6280\u672f\u6b63\u7ecf\u5386\u4ece\u611f\u77e5\u667a\u80fd\u5411\u8ba4\u77e5\u667a\u80fd\u7684\u8303\u5f0f\u8dc3\u8fc1\u3002\u5f53\u795e\u7ecf\u5f62\u6001\u8ba1\u7b97\u82af\u7247\u6a21\u62df\u89c6\u7f51\u819c\u4fe1\u606f\u5904\u7406\u673a\u5236\uff0c\u5f53\u8109\u51b2\u795e\u7ecf\u7f51\u7edc\uff08SNN\uff09\u903c\u8fd1\u751f\u7269\u795e\u7ecf\u5143\u54cd\u5e94\u7279\u6027\uff0c\u673a\u5668\u89c6\u89c9\u7684\u8ba4\u77e5\u8fb9\u754c\u5c06\u6301\u7eed\u62d3\u5c55\u3002\u5728\u53ef\u89c1\u5149\u8c31\u8bc6\u522b\u8d8b\u4e8e\u6210\u719f\u7684\u540c\u65f6\uff0c\u591a\u5149\u8c31\u878d\u5408\u30013D\u70b9\u4e91\u91cd\u5efa\u3001\u52a8\u6001\u573a\u666f\u7406\u89e3\u6210\u4e3a\u7a81\u7834\u91cd\u70b9\u3002\u6838\u5fc3\u7b97\u6cd5\u4ecd\u9700\u89e3\u51b3\u5c0f\u6837\u672c\u5b66\u4e60\u3001\u56e0\u679c\u63a8\u7406\u3001\u81ea\u9002\u5e94\u9c81\u68d2\u6027\u7b49\u57fa\u7840\u95ee\u9898\uff0c\u800c\u9690\u79c1\u8ba1\u7b97\u6846\u67b6\u5c06\u6784\u5efa\u53ef\u6301\u7eed\u53d1\u5c55\u7684\u6280\u672f\u751f\u6001\u3002\u968f\u7740\u89c6\u89c9\u5927\u6a21\u578b\u53c2\u6570\u91cf\u7a81\u7834\u5343\u4ebf\u7ea7\uff0c\u56fe\u50cf\u8bc6\u522b\u4f5c\u4e3aAI\u4e4b\u773c\u5c06\u771f\u6b63\u5b9e\u73b0&#8221;\u770b\u61c2\u4e16\u754c&#8221;\u7684\u6280\u672f\u54f2\u5b66\u7406\u60f3\u3002<\/em><\/p>\n<p>\u897f\u6570\u79d1\u6280\u53f8\u6cd5\u9274\u5b9a\u4e2d\u5fc3 \u670d\u52a1\u70ed\u7ebf\uff1a4006184118 \u7f51\u7ad9\uff1ahttp:\/\/www.98825.com<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u80fd\u98de\u901f\u53d1\u5c55\u7684\u65f6\u4ee3\uff0c\u56fe\u50cf\u8bc6\u522b\uff08Computer Vision\uff09\u6280\u672f\u5df2\u6df1\u5ea6\u878d\u5165\u65e5\u5e38\u751f\u6d3b\u4e0e\u5de5\u4e1a\u573a\u666f\u3002\u672c\u6587\u5c06\u4ece\u6838\u5fc3\u6280\u672f\u539f\u7406\u5230\u5e94\u7528\u843d\u5730\uff0c\u7cfb\u7edf\u89e3\u6790\u56fe\u50cf\u8bc6\u522b\u5982\u4f55\u7a81\u7834\u673a\u5668\\&#8221;\u770b\u61c2\\&#8221;\u4e16\u754c\u7684\u96be\u9898\uff0c\u63a2\u8ba8\u6df1\u5ea6\u5b66\u4e60\u9a71\u52a8\u7684\u521b\u65b0\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u5c55\u671b\u672a\u6765\u667a\u80fd\u8ba4\u77e5\u7684\u6f14\u8fdb\u65b9\u5411\u3002\u900f\u8fc7\u6280\u672f\u672c\u8d28\u4e0e\u5e94\u7528\u4ef7\u503c\u7684\u53cc\u91cd\u89c6\u89d2\uff0c\u4e3a\u8bfb\u8005\u63d0\u4f9b\u5168\u666f\u5f0f\u8ba4\u77e5\u6846\u67b6\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[193],"tags":[],"class_list":["post-7347","post","type-post","status-publish","format-standard","hentry","category-193"],"_links":{"self":[{"href":"https:\/\/m.cdrsa.net\/index.php?rest_route=\/wp\/v2\/posts\/7347","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/m.cdrsa.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/m.cdrsa.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/m.cdrsa.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/m.cdrsa.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7347"}],"version-history":[{"count":0,"href":"https:\/\/m.cdrsa.net\/index.php?rest_route=\/wp\/v2\/posts\/7347\/revisions"}],"wp:attachment":[{"href":"https:\/\/m.cdrsa.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7347"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/m.cdrsa.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7347"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/m.cdrsa.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7347"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}