{"id":19225,"date":"2024-04-03T16:16:50","date_gmt":"2024-04-03T08:16:50","guid":{"rendered":"https:\/\/www.wqeq.com\/?p=19225"},"modified":"2024-04-09T23:27:01","modified_gmt":"2024-04-09T15:27:01","slug":"%e7%ae%97%e6%b3%95%e5%ad%a6%e4%b9%a0%e4%b8%80%ef%bc%88%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.wqeq.com\/?p=19225","title":{"rendered":"\u7b97\u6cd5\u5b66\u4e60\uff08\u4e00\uff09\u2014\u2014\u4ecb\u7ecd\u53ca\u73af\u5883\u5b89\u88c5"},"content":{"rendered":"<p>\u6700\u8fd1\u516c\u53f8\u6253\u7b97\u57fa\u4e8e\u6444\u50cf\u5934\u505a\u81ea\u7814\u7b97\u6cd5\uff0c\u56e0\u6b64\u9700\u8981\u5b66\u4e60\u7b97\u6cd5\u7684\u57fa\u7840\u77e5\u8bc6\u4ee5\u53ca\u4e00\u4e9b\u5e38\u7528\u7684\u7b97\u6cd5\u53ca\u6280\u5de7\u3002\u5b66\u4e60\u4e1c\u897f\u9700\u8981\u4e00\u4e9b\u6280\u5de7\u4ee5\u53ca\u5e26\u6709\u76ee\u7684\u6027\u7684\u5b66\u4e60\u5f80\u5f80\u6548\u7387\u66f4\u9ad8\u3002\u6240\u4ee5\u4ece\u7406\u89e3\u5982\u4e0b\u4e00\u4e9b\u95ee\u9898\u5165\u95e8\uff1f<\/p>\n<ul>\n<li>\u7b97\u6cd5\u662f\u4ec0\u4e48<\/li>\n<li>\u7b97\u6cd5\u6709\u54ea\u4e9b\u65b9\u9762\u7684\u5e94\u7528<\/li>\n<li>\u6709\u54ea\u4e9b\u7b97\u6cd5<\/li>\n<li>\u7b97\u6cd5\u5f00\u53d1\u524d\u671f\u51c6\u5907<\/li>\n<li>\u7b97\u6cd5\u73af\u5883\u5b89\u88c5<\/li>\n<li>\u7b97\u6cd5\u4e0a\u624b\u4f53\u9a8c<\/li>\n<\/ul>\n<p>\u5982\u679c\u77e5\u9053\u4e0a\u9762\u7684\u5185\u5bb9\u57fa\u672c\u4e0a\u7b97\u662f\u6478\u5230\u7b97\u6cd5\u7684\u95e8\u4e86\uff0c\u4f46\u662f\u80fd\u4e0d\u80fd\u8de8\u8fdb\u95e8\u9700\u8981\u5b66\u4e60\u7b97\u6cd5\u7684\u5b9e\u6218\u5e94\u7528\uff0c\u8fbe\u5230\u4e00\u5b9a\u6210\u90fd\u624d\u80fd\u8fdb\u884c\u9ad8\u9636\u5e94\u7528\uff0c\u6210\u4e3a\u771f\u6b63\u7684\u7b97\u6cd5\u5de5\u7a0b\u5e08\u3002<\/p>\n<h2>\u7b97\u6cd5\u662f\u4ec0\u4e48\uff1f<\/h2>\n<p>\u4e86\u89e3\u8fd9\u4e2a\u95ee\u9898\u9996\u5148\u5f97\u77e5\u9053<strong>\u8ba1\u7b97\u673a\u89c6\u89c9<\/strong>\u8fd9\u4e2a\u6982\u5ff5\uff0c\u7b80\u5355\u6765\u8bb2\u5c31\u662f\u8ba9\u8ba1\u7b97\u673a\u50cf\u4eba\u7c7b\u89c6\u89c9\u4e00\u6837\u7684\u611f\u77e5\u4e16\u754c\u3002<\/p>\n<p>\u4eba\u773c\u6240\u770b\u5230\u7684\u4e16\u754c\u662f\u5e73\u6ed1\u7684\u6d41\u52a8\u7684\u4e16\u754c\uff0c\u4efb\u4f55\u7269\u4f53\u7684\u8fd0\u52a8\u90fd\u662f\u8fde\u8d2f\u7684\u3002\u4f46\u5982\u679c\u628a\u65f6\u95f4\u5206\u6210\u5f88\u5c0f\u7684\u7eac\u5ea6\uff0c\u6bcf\u4e00\u4e2a\u65f6\u523b\u770b\u5230\u7684\u5176\u5b9e\u4e5f\u53ea\u662f\u4e00\u5f20\u5f20\u7684\u201c\u7167\u7247\u201d\uff0c\u800c\u7ec4\u6210\u7684\u8fd9\u4e00\u5f20\u5f20\u7167\u7247\u4e0d\u505c\u7684\u8fde\u7eed\u64ad\u653e\u770b\u8d77\u6765\u5c31\u662f\u8fde\u8d2f\u7684\uff0c\u4e8b\u5b9e\u4e0a\u4eba\u773c\u6240\u770b\u5230\u7684\u81ea\u7136\u753b\u9762\u9891\u7387\u63a5\u8fd1<strong>60\u5e27<\/strong>\u3002\u6211\u4eec\u6240\u77e5\u9053\u6444\u50cf\u673a\u5176\u5e95\u5c42\u539f\u7406\u4e5f\u662f\u901a\u8fc7\u62cd\u6444\u4e00\u5f20\u5f20\u7684\u7167\u7247\u7136\u540e\u5728\u64ad\u653e\u5668\u4e0a\u4ee5\u56fa\u5b9a\u7684\u9891\u7387\u64ad\u653e\u51fa\u6765\u3002\u65e9\u671f\u7684\u7535\u89c6\u64ad\u653e\u9891\u7387\u4e5f\u662f\u6bcf\u79d260\u5e27\uff0c\u4f46\u662f\u901a\u8fc7\u7814\u7a76\u53d1\u73b0\u53ea\u8981\u5230\u8fbe<strong>24\u5e27<\/strong>\uff0c\u4eba\u773c\u5c31\u5df2\u7ecf\u53ef\u4ee5\u611f\u89c9\u5230\u753b\u9762\u662f\u8fde\u7eed\u7684\uff0c\u610f\u5473\u7740\u5982\u679c\u5c06\u8fd960\u5e27\u5747\u5300\u62bd\u6389\u4e00\u4e9b\u5e27\u540e\u4e5f\u51e0\u4e4e\u65e0\u611f\u89c9\u5230\u533a\u522b\uff0c\u6240\u4ee5\u73b0\u5728\u7684\u7535\u89c6\u57fa\u672c\u662f30\u5e27\uff0c\u800c\u7535\u5f71\u5374\u53ea\u670924\u5e27\u3002\u5f53\u7136\u5c11\u4e8e\u8fd9\u4e2a\u5e27\u7684\u8bdd\u64ad\u653e\u7684\u753b\u9762\u770b\u8d77\u6765\u4f1a\u6709\u8df3\u8dc3\u611f\u6216\u8005\u8bf4\u662f\u4e0d\u8fde\u7eed\uff0c\u540c\u7406\u5047\u5982\u628a\u672c\u67652\u79d2\u949f\u64ad\u653e\u7684\u56fe\u7247\u4ee51\u79d2\u949f\u6765\u64ad\u653e\uff0c\u6216\u80051\u79d2\u56fe\u7247\u62c9\u4f38\u52302\u79d2\u64ad\u653e\uff0c\u4eba\u5c31\u4f1a\u611f\u89c9\u5230\u52a8\u4f5c\u52a0\u5feb\u548c\u51cf\u6162\uff0c\u8fd9\u5c31\u662f\u5feb\u653e\u548c\u6162\u653e\uff0c\u5feb\u653e\u548c\u6162\u653e\u8fd9\u4e2a\u4e0d\u5728\u6211\u4eec\u7b97\u6cd5\u7684\u8003\u8651\u4e4b\u5185\u3002<\/p>\n<p>\u57fa\u4e8e\u5982\u4e0a\u7684\u8bf4\u660e\uff0c\u6211\u4eec\u77e5\u9053\u6bcf\u4e00\u5e27\u90fd\u662f\u4e00\u5f20\u56fe\u7247\uff0c\u90a3\u4e48\u5982\u679c\u6211\u5728\u6bcf\u5f20\u56fe\u7247\u4e0a\u9762\u505a\u70b9\u5904\u7406\uff0c\u6bd4\u5982\u5728\u53f3\u4e0a\u89d2\u52a0\u4e00\u6735\u82b1\u82b1\uff0c\u90a3\u4e48\u64ad\u653e\u51fa\u6765\u7684\u753b\u9762\u5c31\u4f1a\u5728\u53f3\u4e0a\u89d2\u663e\u793a\u4e00\u6735\u82b1\u82b1\u3002\u6240\u4ee5\uff0c\u5230\u8fd9\u91cc\u5c31\u5e94\u8be5\u6709\u4e2a\u6982\u5ff5\uff0c\u7b97\u6cd5\u771f\u6b63\u7684\u7528\u5904\u5728\u54ea\u91cc\uff0c\u4e0d\u9519\uff0c\u5c31\u662f\u5bf9\u8fd9\u4e9b\u56fe\u7247\u7684\u5904\u7406\uff0c\u5e76\u4e14\u4e0d\u4f1a\u53ea\u505a\u52a0\u4e00\u6735\u82b1\u8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id=\"the-pasted-async\">\u7b97\u6cd5\u6709\u54ea\u4e9b\u65b9\u9762\u7684\u5e94\u7528\uff1f<\/h2>\n<p><strong>\u81ea\u52a8\u9a7e\u9a76<\/strong>\uff1a\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\uff0c\u81ea\u52a8\u9a7e\u9a76\u529f\u80fd\u5df2\u5728\u67d0\u4e9b\u516c\u53f8\u5b9e\u73b0\u4e86\uff0c\u4f46\u662f\u8003\u8651\u5230\u6280\u672f\u7684\u6210\u719f\u5ea6\uff0c\u6682\u672a\u5927\u89c4\u6a21\u94fa\u5f00\uff0c\u76ee\u524d\u4efb\u7136\u5904\u4e8e\u8bd5\u9a8c\u9636\u6bb5\u3002\u81ea\u52a8\u9a7e\u9a76\u5bf9\u9700\u8981\u7684\u6280\u672f\u8981\u6c42\u9887\u9ad8\uff0c\u9700\u8981\u8003\u8651\u5230\u5404\u79cd\u573a\u666f\uff0c\u767d\u5929\/\u591c\u95f4\uff0c\u5929\u6c14\uff0c\u8def\u51b5\uff0c\u4eba\u884c\u9053\uff0c\u590d\u6742\u9053\u8def\uff0c\u7a81\u53d1\u60c5\u51b5\u7b49\u7b49\u3002<\/p>\n<p><strong>\u536b\u661f\u56fe\u50cf<\/strong>\uff1a\u5927\u7684\u5982\u5b87\u5b99\u56fe\u50cf\uff0c\u5929\u4f53\u56fe\u50cf\uff0c\u5c0f\u7684\u5982\u5730\u9762\u56fe\u50cf\uff0c\u5efa\u7b51\u56fe\u50cf\u5bf9\u56fe\u50cf\u7684\u8981\u6c42\u5f88\u9ad8\uff0c3D\uff0c2D\uff0c\u70ed\u529b\u56fe\u7b49\u7b49\u3002<\/p>\n<p><strong>\u533b\u7597\u5f71\u50cf<\/strong>\uff1a\u5c06\u533b\u7597\u8bbe\u5907\u68c0\u6d4b\u7684\u5185\u5bb9\u4ee5\u56fe\u50cf\u7684\u5f62\u5f0f\u663e\u793a\u5728\u7ec8\u7aef\uff0c\u6bd4\u5982\u5b55\u5987\u809a\u5b50\u91cc\u7684\u5b69\u5b50\uff0c\u8d85\u58f0\uff0c\u5fc3\u7535\u56fe\u7b49\u7b49\u3002<\/p>\n<p><strong>\u76d1\u63a7\u5b89\u68c0<\/strong>\uff1a\u6bcf\u5929\u8fc7\u7684\u5730\u94c1\u6216\u8005\u706b\u8f66\u7ad9\u7684\u884c\u674e\u68c0\u67e5\uff0c\u9152\u5e97\u6216\u8005\u9053\u8def\u4e0a\u7684\u5f02\u5e38\u68c0\u6d4b\u62a5\u8b66\uff0c\u516c\u56ed\u7684\u6c34\u9762\u68c0\u6d4b\uff0c\u5c71\u706b\u68c0\u6d4b<\/p>\n<p><strong>\u4eba\u8138\u3001\u8f66\u724c\u53f7\u8bc6\u522b<\/strong>\uff1a\u6bcf\u5929\u4e0a\u73ed\u4eba\u8138\u8bc6\u522b\u6253\u5361\uff0c\u6c7d\u8f66\u6cca\u8f66\u8f66\u724c\u53f7\u8bc6\u522b<\/p>\n<p>\u5f53\u7136\u7b97\u6cd5\u7684\u5e94\u7528\u4e0d\u6b62\u4e0a\u9762\u63d0\u5230\u7684\u8fd9\u4e9b\uff0c\u8fd8\u6709\u5e74\u9f84\u8bc6\u522b\uff0c\u8868\u60c5\u8bc6\u522b\uff0c\u7269\u4f53\u8bc6\u522b\u7b49\u7b49\u3002\u73b0\u5728\u4eba\u4eec\u7684\u751f\u6d3b\u5df2\u7ecf\u79bb\u4e0d\u5f00\u8fd9\u4e9b\u7b97\u6cd5\u4e86\uff0c\u6709\u7684\u53ea\u662f\u7b80\u5355\u7528\u5230\u4e86\u7b97\u6cd5\uff0c\u800c\u6709\u7684\u7528\u5230\u4e86\u7b97\u6cd5\u7684\u884d\u751f\uff0c\u6bd4\u5982\u901a\u8fc7\u6444\u50cf\u5934\u53ef\u4ee5\u7edf\u8ba1\u6bcf\u5929\u8fdb\u51fa\u5e97\u7684\u4eba\u6570\uff0c\u9ad8\u5cf0\u671f\u65f6\u6bb5\uff0c\u591c\u95f4\u9632\u63a7\u62a5\u8b66\u7b49\u7b49\uff0c\u6709\u7684\u79bb\u8c31\u7684\u8fd8\u7528\u4e8e\u68c0\u6d4b\u5458\u5de5\u79bb\u5f00\u5ea7\u4f4d\u7684\u65f6\u95f4\uff0c\u4e0a\u5395\u6240\u7684\u65f6\u95f4\uff0c\u7b97\u6cd5\u672c\u8eab\u6ca1\u6709\u597d\u6076\u4e4b\u5206\uff0c\u5173\u952e\u5728\u7528\u7684\u4eba\u662f\u5426\u6709\u597d\u6076\u4e4b\u5206\uff0c\u4e0d\u505a\u8fc7\u591a\u8bc4\u5224\u3002<\/p>\n<p>\u73b0\u5728\u5bf9\u4e8e\u7b97\u6cd5\u7684\u5f00\u53d1\u5df2\u7ecf\u51fa\u73b0\u4e00\u5927\u6279\u4e13\u4e1a\u7684\u5f00\u53d1\u516c\u53f8\uff0c\u8fd9\u4e9b\u516c\u53f8\u4e3b\u8981\u8d1f\u8d23\u6316\u6398\u7b97\u6cd5\u9700\u8981\u7684\u573a\u666f\uff0c\u7136\u540e\u5f00\u53d1\u51fa\u5bf9\u5e94\u7684\u7b97\u6cd5\u5356\u7ed9\u9700\u8981\u7684\u4eba\u3002<\/p>\n<h2>\u6709\u54ea\u4e9b\u7b97\u6cd5\uff1f<\/h2>\n<p>\u7b97\u6cd5\u4e3b\u8981\u505a\u7684\u5c31\u662f\u7279\u5f81\u63d0\u53d6\u3002\u65e9\u671f\u9760\u4eba\u5de5\u6765\u914d\u7f6e\u7b97\u6cd5\u3002\u4e3b\u8981\u91c7\u7528\u4e24\u79cd\u65b9\u6848<\/p>\n<ul>\n<li>SIFT\uff1aScale-Invariant Feature Transform\uff0c\u5c3a\u5ea6\u4e0d\u53d8\u7279\u5f81\u53d8\u6362<\/li>\n<li>HOG\uff1aHistogram of Oriented Gradients\uff0c\u65b9\u5411\u68af\u5ea6\u76f4\u65b9\u56fe<\/li>\n<\/ul>\n<p>\u5177\u4f53\u7684\u53ef\u4ee5\u67e5\u76f8\u5173\u8d44\u6599\uff0c\u8fd9\u91cc\u4e0d\u505a\u89e3\u91ca\u3002\u5f53\u7136\u73b0\u5728\u66f4\u591a\u7684\u662f\u91c7\u7528\u6df1\u5ea6\u5b66\u4e60\u7684\u65b9\u5f0f\u3002\u8fd9\u5c31\u5229\u7528\u5230\u4e86<strong>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/strong>\u3002\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5927\u6982\u5206\u4e3a\u4e09\u5c42<\/p>\n<ul>\n<li>\u5377\u79ef\u5c42<\/li>\n<li>\u6c60\u5316\u5c42<\/li>\n<li>\u5168\u8fde\u63a5\u5c42<\/li>\n<\/ul>\n<p>\u5728\u5199\u8fd9\u7bc7\u6587\u7ae0\u7684\u65f6\u5019\uff0c\u6211\u53ea\u770b\u5230\u4e86\u5377\u79ef\u5c42\uff0c\u53ea\u6709\u4e2a\u7c97\u6d45\u7684\u7406\u89e3\uff0c\u5927\u6982\u662f\u505a\u6ee4\u6ce2\u5668\u7684\uff0c\u6bcf\u4e2a\u6ee4\u6ce2\u5668\u63d0\u53d6\u4e00\u4e2a\u6216\u591a\u4e2a\u7279\u5f81\u3002\u800c\u8fd9\u4e9b\u6ee4\u6ce2\u5668\u53ef\u4ee5\u662f\u4e00\u4e2a\u6216\u591a\u4e2a\uff0c\u53ef\u4ee5\u81ea\u6211\u5b66\u4e60\u7684\u3002<\/p>\n<p>\u7b97\u6cd5\u7684\u5206\u7c7b\u4e3b\u8981\u5206\u4e3a<strong>\u5355\u9636\u6bb5\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5<\/strong>\u548c<strong>\u591a\u9636\u6bb5\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5<\/strong>\u3002<\/p>\n<p>\u5355\u9636\u6bb5\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u7684\u7279\u70b9\u5728\u4e8e\u5b83\u53ea\u9700\u8981\u4e00\u6b21\u63d0\u53d6\u7279\u5f81\u5373\u53ef\u5b9e\u73b0\u76ee\u6807\u68c0\u6d4b\uff0c\u56e0\u6b64\u5176\u901f\u5ea6\u901a\u5e38\u6bd4\u591a\u9636\u6bb5\u7b97\u6cd5\u8981\u5feb\uff0c\u5c3d\u7ba1\u53ef\u80fd\u5728\u7cbe\u5ea6\u4e0a\u7a0d\u5fae\u4f4e\u4e00\u4e9b\u3002\u4ee3\u8868\u7b97\u6cd5\u5982\u4e0b<\/p>\n<ul>\n<li>yolo<\/li>\n<li>ssd<\/li>\n<\/ul>\n<p>\u4ecegithub\u4e0a\u6765\u770b\uff0cyolo\u76ee\u524d\u7528\u7684\u6700\u591a\uff0c\u670948K\u5de6\u53f3\u7684\u6807\u661f\u91cf\uff0c\u800cssd\u53ea\u67094K\u5de6\u53f3\u7684\u6807\u661f\u91cf\u3002<\/p>\n<p>yolo\u5206\u4e3a\u591a\u4e2a\u7248\u672c\u4ee5\u53ca\u5176\u884d\u751f\u7248\uff0c\u6700\u65b0\u7248\u672c\u4e3av8\uff0c\u5e38\u7528\u7684v5\uff0c\u4e0b\u9762\u662f\u51e0\u4e2a\u7248\u672c\u7684\u6bd4\u8f83\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-19245\" src=\"https:\/\/www.wqeq.com\/wp-content\/uploads\/2024\/04\/\u7b97\u6cd5\u6bd4\u8f831.png\" alt=\"\" width=\"771\" height=\"583\" \/><\/p>\n<p>\u591a\u9636\u6bb5\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u5219\u91c7\u7528\u4e86\u4e00\u79cd\u66f4\u4e3a\u590d\u6742\u3001\u5206\u6b65\u9aa4\u7684\u5904\u7406\u65b9\u5f0f\uff0c\u8be5\u7b97\u6cd5\u4e00\u822c\u7528\u4e8e\u5bf9\u51c6\u786e\u7387\u8981\u6c42\u6781\u9ad8\u7684\u573a\u666f\uff0c\u4ee3\u8868\u7b97\u6cd5\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>R-CNN<\/li>\n<li>FAST R-CNN<\/li>\n<li>FASTER R-CNN<\/li>\n<\/ul>\n<p>\u4e0b\u9762\u662f\u51e0\u4e2a\u7248\u672c\u7684\u6bd4\u8f83<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-19246\" src=\"https:\/\/www.wqeq.com\/wp-content\/uploads\/2024\/04\/\u7b97\u6cd5\u6bd4\u8f832.png\" alt=\"\" width=\"917\" height=\"584\" \/><\/p>\n<p>\u8003\u8651\u5230\u6587\u6863\u7684\u5b8c\u5584\u5ea6\u3001\u51fa\u4e86\u9519\u8bef\u80fd\u5feb\u901f\u627e\u5230\u95ee\u9898\u3001\u5f00\u53d1\u96be\u5ea6\u3001\u8d44\u6e90\u9700\u6c42\u548c\u8fd0\u884c\u901f\u5ea6\u3002\u6700\u7ec8\u9009\u62e9yolo\u7b97\u6cd5\uff0c\u7248\u672c\u9009\u62e9\u4e86yolov5.<\/p>\n<p>git\u5730\u5740\uff1a<a href=\"https:\/\/github.com\/ultralytics\/yolov5\" target=\"_blank\" rel=\"noopener\">yolov5<\/a>\u00a0 <a href=\"https:\/\/docs.ultralytics.com\/zh\" target=\"_blank\" rel=\"noopener\">\u6587\u6863<\/a><\/p>\n<h2 id=\"the-pasted-async\">\u7b97\u6cd5\u5f00\u53d1\u7684\u524d\u671f\u51c6\u5907<\/h2>\n<p>\u672c\u4eba win11pc\u4e00\u53f0\u3001\u5df2\u63d0\u524d\u5b89\u88c5\u597dpython<\/p>\n<h3><strong>\u7b97\u6cd5\u73af\u5883\u5b89\u88c5<\/strong><\/h3>\n<p>\u5b89\u88c5ultralytics<\/p>\n<pre>[code lang=\"python\"] pip install ultralytics [\/code]<\/pre>\n<p>\u5b89\u88c5\u8fc7\u7a0b\uff0c\u5269\u4e0b\u7684\u5c31\u662f\u7b49\u5f85\uff0c\u8fc7\u7a0b\u90fd\u662f\u81ea\u52a8\u7684<\/p>\n<p><a href=\"https:\/\/www.wqeq.com\/wp-content\/uploads\/2024\/04\/ultralytics\u5b89\u88c5\u8fc7\u7a0b1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-19257 size-full\" src=\"https:\/\/www.wqeq.com\/wp-content\/uploads\/2024\/04\/ultralytics\u5b89\u88c5\u8fc7\u7a0b1.png\" alt=\"\" width=\"1496\" height=\"699\" \/><\/a><\/p>\n<p>\u5b89\u88c5\u5b8c\u6210\u540e\u53ef\u80fd\u4f1a\u51fa\u73b0\u5982\u4e0b\u63d0\u793a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-19259\" src=\"https:\/\/www.wqeq.com\/wp-content\/uploads\/2024\/04\/pip\u5347\u7ea7\u63d0\u793a.png\" alt=\"\" width=\"1995\" height=\"434\" \/><\/p>\n<p>\u6b64\u65f6\u6267\u884c\u547d\u4ee4\u5347\u7ea7<\/p>\n<pre>[code lang=\"python\"] python -m pip install --upgrade pip [\/code]<\/pre>\n<p>\u6b63\u5e38\u5347\u7ea7<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-19261\" src=\"https:\/\/www.wqeq.com\/wp-content\/uploads\/2024\/04\/pip\u6210\u529f\u5347\u7ea7.png\" alt=\"\" width=\"1352\" height=\"336\" \/><\/p>\n\n\n<p>\u5b89\u88c5PyTorch<\/p>\n\n\n\n<p><a href=\"https:\/\/pytorch.org\/get-started\/locally\/\">PyTorch<\/a>\u9700\u8981\u6839\u636e\u73af\u5883\u6765\u914d\u7f6e\uff0c\u53bb\u5b98\u7f51\u6839\u636e\u81ea\u5df1pc\u7684\u914d\u7f6e\u9009\u62e9\u5408\u9002\u7684\u5b89\u88c5\u547d\u4ee4\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u6211\u8fd9\u91cc\u7684\u914d\u7f6e<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2409\" height=\"1198\" src=\"https:\/\/www.wqeq.com\/wp-content\/uploads\/2024\/04\/PyTorch\u914d\u7f6e\u547d\u4ee4.png\" alt=\"\" class=\"wp-image-19270\"\/><\/figure>\n\n\n\n<p>\u9009\u62e9\u540e\u4e0b\u9762\u6709\u5bf9\u5e94\u7684\u5b89\u88c5\u65b9\u5f0f<\/p>\n\n\n\n<p>[code lang=&#8221;python&#8221;]pip3 install torch torchvision torchaudio &#8211;index-url https:\/\/download.pytorch.org\/whl\/cu121[\/code]<br><br>\u5b89\u88c5\u5982\u4e0b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1734\" height=\"593\" src=\"https:\/\/www.wqeq.com\/wp-content\/uploads\/2024\/04\/image-10.png\" alt=\"\" class=\"wp-image-19279\"\/><\/figure>\n\n\n\n<p>\u5b89\u88c5\u6210\u529f<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1711\" height=\"832\" src=\"https:\/\/www.wqeq.com\/wp-content\/uploads\/2024\/04\/image-11.png\" alt=\"\" class=\"wp-image-19280\"\/><\/figure>\n\n\n\n<p>\u5b89\u88c5opencv<\/p>\n\n\n\n<p><a href=\"https:\/\/opencv.org\/releases\/\">openc\u5b98\u7f51<\/a>\u4e0b\u8f7d\u6700\u65b0\u7248\u672c\uff0c\u6839\u636e\u81ea\u5df1\u7684\u73af\u5883\u5b89\u88c5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1890\" height=\"1252\" src=\"https:\/\/www.wqeq.com\/wp-content\/uploads\/2024\/04\/image-12.png\" alt=\"\" class=\"wp-image-19282\"\/><\/figure>\n\n\n\n<p>\u81f3\u6b64\uff0c\u7b97\u6cd5\u9700\u8981\u7684\u73af\u5883\u57fa\u672c\u5b89\u88c5\u5b8c\u6bd5\uff0c\u4e0b\u4e00\u8282\u7ee7\u7eed\u5b66\u4e60\u56fe\u50cf\u7684\u57fa\u672c\u5904\u7406<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u8fd1\u516c\u53f8\u6253\u7b97\u57fa\u4e8e\u6444\u50cf\u5934\u505a\u81ea\u7814\u7b97\u6cd5\uff0c\u56e0\u6b64\u9700\u8981\u5b66\u4e60\u7b97\u6cd5\u7684\u57fa\u7840\u77e5\u8bc6\u4ee5\u53ca\u4e00\u4e9b\u5e38\u7528\u7684\u7b97\u6cd5\u53ca\u6280\u5de7\u3002\u5b66\u4e60\u4e1c\u897f\u9700\u8981\u4e00\u4e9b\u6280\u5de7\u4ee5\u53ca [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":19228,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[95,94],"_links":{"self":[{"href":"https:\/\/www.wqeq.com\/index.php?rest_route=\/wp\/v2\/posts\/19225"}],"collection":[{"href":"https:\/\/www.wqeq.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wqeq.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wqeq.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wqeq.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=19225"}],"version-history":[{"count":29,"href":"https:\/\/www.wqeq.com\/index.php?rest_route=\/wp\/v2\/posts\/19225\/revisions"}],"predecessor-version":[{"id":19287,"href":"https:\/\/www.wqeq.com\/index.php?rest_route=\/wp\/v2\/posts\/19225\/revisions\/19287"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wqeq.com\/index.php?rest_route=\/wp\/v2\/media\/19228"}],"wp:attachment":[{"href":"https:\/\/www.wqeq.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=19225"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wqeq.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=19225"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wqeq.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=19225"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}