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\u4f46\u8be5\u7b97\u6cd5\u9700\u8981\u5728\u56fa\u5b9a\u6444\u50cf\u673a\u53c2\u6570\u7684\u524d\u63d0\u4e0b\u624d\u6709\u6548\u3002Comaniciu \u7b49\u5b66\u8005\u5229\u7528\u975e\u53c2\u6570\u7684\u6838\u51fd\u6570\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u6cd5\u6765\u5efa\u7acb\u80a4\u8272\u6a21\u578b\uff0c\u5e76\u4f7f\u7528 mean-shift 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\u7b49\u91c7\u7528\u57fa\u4e8e\u8fb9\u7f18\u65b9\u5411\u5339\u914d\uff08Edge-Orientation Matching\uff0cEOM\uff09\u7684\u65b9\u6cd5\uff0c\u5728\u8fb9\u7f18\u65b9\u5411\u56fe\u4e2d\u8fdb\u884c\u4eba\u8138\u68c0\u6d4b\u3002\u8be5\u7b97\u6cd5\u5728\u590d\u6742\u80cc\u666f\u4e0b\u8bef\u68c0\u7387\u6bd4\u8f83\u9ad8\uff0c\u4f46\u662f\u4e0e\u5176\u4ed6\u7684\u7279\u5f81\u76f8\u878d\u5408\u540e\u53ef\u4ee5\u83b7\u5f97\u5f88\u597d\u7684\u6548\u679c\u3002<\/p>\n<p>\uff083\uff09\u57fa\u4e8e\u7edf\u8ba1\u7406\u8bba\u65b9\u6cd5\uff1a<\/p>\n<p>\u672c\u6587\u91cd\u70b9\u4ecb\u7ecd\u57fa\u4e8e\u7edf\u8ba1\u7406\u8bba\u65b9\u6cd5\u4e2d\u7684Adaboost\u4eba\u8138\u68c0\u6d4b\u7b97\u6cd5\u3002Adaboost\u7b97\u6cd5\u662f\u901a\u8fc7\u65e0\u6570\u6b21\u5faa\u73af\u8fed\u4ee3\u6765\u5bfb\u6c42\u6700\u4f18\u5206\u7c7b\u5668\u7684\u8fc7\u7a0b\u3002\u57fa\u4e8e\u68c0\u6d4b\u51fa\u7684\u7279\u5f81\u91c7\u7528Adaboost\u5b66\u4e60\u7b97\u6cd5\uff08\u4e00\u79cd\u7528\u6765\u5206\u7c7b\u7684\u65b9\u6cd5\uff0c\u5b83\u628a\u4e00\u4e9b\u6bd4\u8f83\u5f31\u7684\u5206\u7c7b\u65b9\u6cd5\u5408\u5728\u4e00\u8d77\uff0c\u7ec4\u5408\u51fa\u65b0\u7684\u5f88\u5f3a\u7684\u5206\u7c7b\u65b9\u6cd5\uff09\u6311\u9009\u51fa\u4e00\u4e9b\u6700\u80fd\u4ee3\u8868\u4eba\u8138\u7684\u77e9\u5f62\u7279\u5f81\uff08\u5f31\u5206\u7c7b\u5668\uff09\uff0c\u6309\u7167\u52a0\u6743\u6295\u7968\u7684\u65b9\u5f0f\u5c06\u5f31\u5206\u7c7b\u5668\u6784\u9020\u4e3a\u4e00\u4e2a\u5f3a\u5206\u7c7b\u5668\uff0c\u518d\u5c06\u8bad\u7ec3\u5f97\u5230\u7684\u82e5\u5e72\u5f3a\u5206\u7c7b\u5668\u4e32\u8054\u7ec4\u6210\u4e00\u4e2a\u7ea7\u8054\u7ed3\u6784\u7684\u5c42\u53e0\u5206\u7c7b\u5668\uff0c\u6709\u6548\u5730\u63d0\u9ad8\u5206\u7c7b\u5668\u7684\u68c0\u6d4b\u901f\u5ea6\u3002\u7528\u5f31\u5206\u7c7b\u5668Haar\u7279\u5f81\u4e2d\u4efb\u4e00\u7279\u5f81\u653e\u5728\u4eba\u8138\u6837\u672c\u4e0a\uff0c\u6c42\u51fa\u4eba\u8138\u7279\u5f81\u503c\uff0c\u901a\u8fc7\u66f4\u591a\u5206\u7c7b\u5668\u7684\u7ea7\u8054\u4fbf\u5f97\u5230\u4eba\u8138\u7684\u91cf\u5316\u7279\u5f81\uff0c\u4ee5\u6b64\u6765\u533a\u5206\u4eba\u8138\u548c\u975e\u4eba\u8138\u3002Haar\u529f\u80fd\u7531\u4e00\u4e9b\u7b80\u5355\u9ed1\u8272\u767d\u8272\u6c34\u5e73\u5782\u76f4\u6216\u65cb\u8f6c45\u00b0\u7684\u77e9\u5f62\u7ec4\u6210\u3002\u76ee\u524d\u7684Haar\u7279\u5f81\u603b\u7684\u6765\u8bf4\u5e7f\u4e49\u5730\u5206\u4e3a\u4e09\u7c7b\uff1a\u8fb9\u7f18\u7279\u5f81\u3001\u7ebf\u7279\u5f81\u4ee5\u53ca\u4e2d\u5fc3\u7279\u5f81\u3002<\/p>\n<p>\uff084\uff09\u5176\u4ed6\u6846\u67b6\uff1a<\/p>\n<p>viola-jones\u6846\u67b6\uff08\u6027\u80fd\u4e00\u822c\u901f\u5ea6\u5c1a\u53ef\uff0c\u9002\u5408\u79fb\u52a8\u7aef\u3001\u5d4c\u5165\u5f0f\u4e0a\u4f7f\u7528\uff09\u3001dpm\uff08\u901f\u5ea6\u8f83\u6162\uff09\u3001CNN\uff08\u6027\u80fd\u4e0d\u9519\uff09<\/p>\n<p>3\u3001\u4eba\u8138\u7279\u5f81\u63d0\u53d6<\/p>\n<p>\u4eba\u8138\u8bc6\u522b\u7cfb\u7edf\u53ef\u4f7f\u7528\u7684\u7279\u5f81\u901a\u5e38\u5206\u4e3a\u89c6\u89c9\u7279\u5f81\u3001\u50cf\u7d20\u7edf\u8ba1\u7279\u5f81\u3001\u4eba\u8138\u56fe\u50cf\u53d8\u6362\u7cfb\u6570\u7279\u5f81\u3001\u4eba\u8138\u56fe\u50cf\u4ee3\u6570\u7279\u5f81\u7b49\u3002\u4eba\u8138\u7279\u5f81\u63d0\u53d6\u5c31\u662f\u9488\u5bf9\u4eba\u8138\u7684\u67d0\u4e9b\u7279\u5f81\u8fdb\u884c\u7684\uff0c\u4e5f\u79f0\u4eba\u8138\u8868\u5f81\uff0c\u5b83\u662f\u5bf9\u4eba\u8138\u8fdb\u884c\u7279\u5f81\u5efa\u6a21\u7684\u8fc7\u7a0b\u3002<\/p>\n<p>\u65b9\u6cd5\uff1a<\/p>\n<p>\uff081\uff09\u57fa\u4e8e\u77e5\u8bc6\u7684\u8868\u5f81\u65b9\u6cd5\uff08\u4e3b\u8981\u5305\u62ec\u57fa\u4e8e\u51e0\u4f55\u7279\u5f81\u6cd5\u548c\u6a21\u677f\u5339\u914d\u6cd5\uff09\uff1a<\/p>\n<p>\u6839\u636e\u4eba\u8138\u5668\u5b98\u7684\u5f62\u72b6\u63cf\u8ff0\u4ee5\u53ca\u5b83\u4eec\u4e4b\u95f4\u7684\u8ddd\u79bb\u7279\u6027\u6765\u83b7\u5f97\u6709\u52a9\u4e8e\u4eba\u8138\u5206\u7c7b\u7684\u7279\u5f81\u6570\u636e\uff0c\u5176\u7279\u5f81\u5206\u91cf\u901a\u5e38\u5305\u62ec\u7279\u5f81\u70b9\u95f4\u7684\u6b27\u6c0f\u8ddd\u79bb\u3001\u66f2\u7387\u3001\u548c\u89d2\u5ea6\u7b49\u3002\u4eba\u8138\u7531\u773c\u775b\u3001\u9f3b\u5b50\u3001\u5634\u3001\u4e0b\u5df4\u7b49\u5c40\u90e8\u6784\u6210\uff0c\u5bf9\u8fd9\u4e9b\u5c40\u90e8\u548c\u4ed6\u4eec\u4e4b\u95f4\u7ed3\u6784\u5173\u7cfb\u7684\u51e0\u4f55\u63cf\u8ff0\uff0c\u53ef\u4f5c\u4e3a\u8bc6\u522b\u4eba\u8138\u7684\u91cd\u8981\u7279\u5f81\uff0c\u8fd9\u4e9b\u7279\u5f81\u88ab\u79f0\u4e3a\u51e0\u4f55\u7279\u5f81\u3002<\/p>\n<p>\uff082\uff09\u57fa\u4e8e\u4ee3\u6570\u7279\u5f81\u6216\u7edf\u8ba1\u5b66\u4e60\u7684\u8868\u5f81\u65b9\u6cd5\uff1a<\/p>\n<p>\u57fa\u4e8e\u4ee3\u6570\u7279\u5f81\u65b9\u6cd5\u7684\u57fa\u672c\u601d\u60f3\u662f\u5c06\u4eba\u8138\u5728\u7a7a\u57df\u5185\u7684\u9ad8\u7ef4\u63cf\u8ff0\u8f6c\u5316\u4e3a\u9891\u57df\u6216\u8005\u5176\u4ed6\u7a7a\u95f4\u5185\u7684\u4f4e\u7ef4\u63cf\u8ff0\uff0c\u5176\u8868\u5f81\u65b9\u6cd5\u4e3a\u7ebf\u6027\u6295\u5f71\u8868\u5f81\u65b9\u6cd5\u548c\u975e\u7ebf\u6027\u6295\u5f71\u8868\u5f81\u65b9\u6cd5\u3002\u57fa\u4e8e\u7ebf\u6027\u6295\u5f71\u7684\u65b9\u6cd5\u4e3b\u8981\u6709\u4e3b\u6210\u5206\u5206\u6790\u6cd5\u6216\u79f0K-L\u53d8\u5316\u3001\u72ec\u7acb\u6210\u52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Karhunen-Loeve \u53d8\u6362\uff0c\u628a\u4e00\u4e2a\u9ad8\u7ef4\u7684\u5411\u91cf\u8f6c\u5316\u4e3a\u4f4e\u7ef4\u7684\u5411\u91cf\uff0c\u4ece\u800c\u6d88\u9664\u6bcf\u4e2a\u5206\u91cf\u5b58\u5728\u7684\u5173\u8054\u6027\uff0c\u4f7f\u5f97\u53d8\u6362\u5f97\u5230\u7684\u56fe\u50cf\u4e0e\u4e4b\u5bf9\u5e94\u7279\u5f81\u503c\u9012\u51cf\u3002\u5728\u56fe\u50cf\u7ecf\u8fc7 K-L \u53d8\u6362\u540e\uff0c\u5176\u5177\u6709\u5f88\u597d\u7684\u4f4d\u79fb\u4e0d\u53d8\u6027\u548c\u7a33\u5b9a\u6027\u3002\u6240\u4ee5\uff0c\u7279\u5f81\u8138\u7684\u4eba\u8138\u8bc6\u522b\u65b9\u6cd5\u5177\u6709\u65b9\u4fbf\u5b9e\u73b0\uff0c\u5e76\u4e14\u53ef\u4ee5\u505a\u5230\u901f\u5ea6\u66f4\u5feb\uff0c\u4ee5\u53ca\u5bf9\u6b63\u9762\u4eba\u8138\u56fe\u50cf\u7684\u8bc6\u522b\u7387\u76f8\u5f53\u9ad8\u7b49\u4f18\u70b9\u3002\u4f46\u662f\uff0c\u8be5\u65b9\u6cd5\u4e5f\u5177\u6709\u4e0d\u8db3\u7684\u5730\u65b9\uff0c \u5c31\u662f\u6bd4\u8f83\u5bb9\u6613\u53d7\u4eba\u8138\u8868\u60c5\u3001\u59ff\u6001\u548c\u5149\u7167\u6539\u53d8\u7b49\u56e0\u7d20\u7684\u5f71\u54cd\uff0c\u4ece\u800c\u5bfc\u81f4\u8bc6\u522b\u7387\u4f4e\u7684\u60c5\u51b5\u3002\u5176\u4e3b\u8981\u6709\u7279\u5f81\u8138\u7684\u65b9\u6cd5\u4ee5\u53ca\u9690\u9a6c\u5c14\u79d1\u592b\u6a21\u578b\uff08HMM\uff0cHidden Markov Model\uff09\u65b9\u6cd5\u7b49\uff1b<\/p>\n<p>1\uff09Eigen Face\uff08\u7279\u5f81\u8138\uff09<\/p>\n<p>MIT\u5b9e\u9a8c\u5ba4\u7684\u7279\u514b\uff08Turk\uff09\u548c\u6f58\u7279\uff08Pentland\uff09\u63d0\u51fa\u7684\u201c\u7279\u5f81\u8138\u201d\u65b9\u6cd5\u7b2c\u4e00\u6b21\u5c06\u4e3b\u6210\u5206\u5206\u6790\u548c\u7edf\u8ba1\u7279\u5f81\u6280\u672f\u5f15\u5165\u4eba\u8138\u8bc6\u522b\uff0c\u5728\u5b9e\u7528\u6548\u679c\u4e0a\u53d6\u5f97\u4e86\u957f\u8db3\u7684\u8fdb\u6b65\u3002\u5f81\u8138\u6280\u672f\u662f\u8fd1\u671f\u53d1\u5c55\u8d77\u6765\u7684\u7528\u4e8e\u4eba\u8138\u6216\u8005\u4e00\u822c\u6027\u521a\u4f53\u8bc6\u522b\u4ee5\u53ca\u5176\u5b83\u6d89\u53ca\u5230\u4eba\u8138\u5904\u7406\u7684\u4e00\u79cd\u65b9\u6cd5\u3002\u4f7f\u7528\u7279\u5f81\u8138\u8fdb\u884c\u4eba\u8138\u8bc6\u522b\u7684\u65b9\u6cd5\u9996\u5148\u7531 Sirovich \u548c Kirby\uff081987\uff09\u63d0\u51fa\uff08\u300aLow- dimensional procedure for the characterization of human faces\u300b\uff09\uff0c\u5e76\u7531 Matthew Turk \u548c Alex Pentland \u7528\u4e8e\u4eba\u8138\u5206\u7c7b\uff08\u300aEigenfaces for recognition\u300b\uff09\u3002\u9996\u5148\u628a\u4e00\u6279\u4eba\u8138\u56fe\u50cf\u8f6c\u6362\u6210\u4e00\u4e2a\u7279\u5f81\u5411\u91cf\u96c6\uff0c\u79f0\u4e3a\u201cEigenfaces\u201d\uff0c\u5373\u201c\u7279\u5f81\u8138\u201d\uff0c\u5b83\u4eec\u662f\u6700\u521d\u8bad\u7ec3\u56fe\u50cf\u96c6\u7684\u57fa\u672c\u7ec4\u4ef6\u3002\u8bc6\u522b\u7684\u8fc7\u7a0b\u662f\u628a\u4e00\u526f\u65b0\u7684\u56fe\u50cf\u6295\u5f71\u5230\u7279\u5f81\u8138\u5b50\u7a7a\u95f4\uff0c\u5e76\u901a\u8fc7\u5b83\u7684\u6295\u5f71\u70b9\u5728\u5b50\u7a7a\u95f4\u7684\u4f4d\u7f6e\u4ee5\u53ca\u6295\u5f71\u7ebf\u7684\u957f\u5ea6\u6765\u8fdb\u884c\u5224\u5b9a\u548c\u8bc6\u522b\u3002<\/p>\n<p>\u5c06\u56fe\u50cf\u53d8\u6362\u5230\u53e6\u4e00\u4e2a\u7a7a\u95f4\u540e\uff0c\u540c\u4e00\u4e2a\u7c7b\u522b\u7684\u56fe\u50cf\u4f1a\u805a\u5230\u4e00\u8d77\uff0c\u4e0d\u540c\u7c7b\u522b\u7684\u56fe\u50cf\u4f1a\u805a\u529b\u6bd4\u8f83\u8fdc\uff0c\u5728\u539f\u50cf\u7d20\u7a7a\u95f4\u4e2d\u4e0d\u540c\u7c7b\u522b\u7684\u56fe\u50cf\u5728\u5206\u5e03\u4e0a\u5f88\u96be\u7528\u7b80\u5355\u7684\u7ebf\u6216\u8005\u9762\u5207\u5206\uff0c\u53d8\u6362\u5230\u53e6\u4e00\u4e2a\u7a7a\u95f4\uff0c\u5c31\u53ef\u4ee5\u5f88\u597d\u7684\u628a\u4ed6\u4eec\u5206\u5f00\u4e86\u3002Eigenfaces \u9009\u62e9\u7684\u7a7a\u95f4\u53d8\u6362\u65b9\u6cd5\u662f PCA\uff08\u4e3b\u6210\u5206\u5206\u6790\uff09\uff0c \u5229\u7528 PCA \u5f97\u5230\u4eba\u8138\u5206\u5e03\u7684\u4e3b\u8981\u6210\u5206\uff0c\u5177\u4f53\u5b9e\u73b0\u662f\u5bf9\u8bad\u7ec3\u96c6\u4e2d\u6240\u6709\u4eba\u8138\u56fe\u50cf\u7684\u534f\u65b9\u5dee\u77e9\u9635\u8fdb\u884c\u672c\u5f81\u503c\u5206\u89e3\uff0c\u5f97\u5230\u5bf9\u5e94\u7684\u672c\u5f81\u5411\u91cf\uff0c\u8fd9\u4e9b\u672c\u5f81\u5411\u91cf\u5c31\u662f\u201c\u7279\u5f81\u8138\u201d\u3002\u6bcf\u4e2a\u7279\u5f81\u5411\u91cf\u6216\u8005\u7279\u5f81\u8138\u76f8\u5f53\u4e8e\u6355\u6349\u6216\u8005\u63cf\u8ff0\u4eba\u8138\u4e4b\u95f4\u7684\u4e00\u79cd\u53d8\u5316\u6216\u8005\u7279\u6027\u3002\u8fd9\u5c31\u610f\u5473\u7740\u6bcf\u4e2a\u4eba\u8138\u90fd\u53ef\u4ee5\u8868\u793a\u4e3a\u8fd9\u4e9b\u7279\u5f81\u8138\u7684\u7ebf\u6027\u7ec4\u5408\u3002\u5176\u540e\u7684\u5f88\u591a\u4eba\u8138\u8bc6\u522b\u6280\u672f\u90fd\u6216\u591a\u6216\u5c11\u4e0e\u7279\u5f81\u8138\u6709\u5173\u7cfb\uff0c\u73b0\u5728\u7279\u5f81\u8138\u5df2\u7ecf\u4e0e\u5f52\u4e00\u5316\u7684\u534f\u76f8\u5173\u91cf(Normalized Correlation)\u65b9\u6cd5\u4e00\u9053\u6210\u4e3a\u4eba\u8138\u8bc6\u522b\u7684\u6027\u80fd\u6d4b\u8bd5\u57fa\u51c6\u7b97\u6cd5\u3002<\/p>\n<p>2\uff09\u5c40\u90e8\u4e8c\u503c\u6a21\u5f0f\uff08Local Binary Patterns\uff0cLBP\uff09<\/p>\n<p>\u5c40\u90e8\u4e8c\u503c\u6a21\u5f0f\uff08Local Binary Patterns LBP\uff09\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u91cc\u7528\u4e8e\u5206\u7c7b\u7684\u89c6\u89c9\u7b97\u5b50\u3002LBP \u4e00\u79cd\u7528\u6765\u63cf\u8ff0\u56fe\u50cf\u7eb9\u7406\u7279\u5f81\u7684\u7b97\u5b50\uff0c\u8be5\u7b97\u5b50\u7531\u82ac\u5170\u5965\u5362\u5927\u5b66\u7684 T.Ojala \u7b49\u4eba\u5728 1996 \u5e74\u63d0 \u51fa \uff08 \u300a A comparative study of texture measures with classification based on featured distributions\u300b\uff09\u30022002 \u5e74\uff0c T.Ojala \u7b49\u4eba\u5728 PAMI \u4e0a\u53c8\u53d1\u8868\u4e86\u4e00\u7bc7\u5173\u4e8e LBP \u7684\u6587\u7ae0\uff08\u300aMultiresolution gray-scale and rotation invariant texture classification with local binary patterns\u300b\uff09\u3002\u8fd9\u4e00\u6587\u7ae0\u975e\u5e38\u6e05\u695a\u7684\u9610\u8ff0\u4e86\u591a\u5206\u8fa8\u7387\u3001\u7070\u5ea6\u5c3a\u5ea6\u4e0d\u53d8\u548c\u65cb\u8f6c\u4e0d\u53d8\u3001\u7b49\u4ef7\u6a21\u5f0f\u7684\u6539\u8fdb\u7684 LBP \u7279\u5f81\u3002LBP \u7684\u6838\u5fc3\u601d\u60f3\u5c31\u662f\uff1a\u4ee5\u4e2d\u5fc3\u50cf\u7d20\u7684\u7070\u5ea6\u503c\u4f5c\u4e3a\u9608\u503c\uff0c\u4e0e\u4ed6\u7684\u9886\u57df\u76f8\u6bd4\u8f83\u5f97\u5230\u76f8\u5bf9\u5e94\u7684\u4e8c\u8fdb\u5236\u7801\u6765\u8868\u793a\u5c40\u90e8\u7eb9\u7406\u7279\u5f81\u3002<\/p>\n<p>LBP \u662f\u63d0\u53d6\u5c40\u90e8\u7279\u5f81\u4f5c\u4e3a\u5224\u522b\u4f9d\u636e\u7684\u3002LBP \u65b9\u6cd5\u663e\u8457\u7684\u4f18\u70b9\u662f\u5bf9\u5149\u7167\u4e0d\u654f\u611f\uff0c\u4f46\u662f\u4f9d\u7136\u6ca1\u6709\u89e3\u51b3\u59ff\u6001\u548c\u8868\u60c5\u7684\u95ee\u9898\u3002\u4e0d\u8fc7\u76f8\u6bd4\u4e8e\u7279\u5f81\u8138\u65b9\u6cd5\uff0cLBP \u7684\u8bc6\u522b\u7387\u5df2\u7ecf\u6709\u4e86\u5f88\u5927\u7684\u63d0\u5347\u3002<\/p>\n<p>3\uff09Fisher Face\uff08\u6e14\u592b\u8138\uff09\uff1a<\/p>\n<p>\u7ebf\u6027\u9274\u522b\u5206\u6790\u5728\u964d\u7ef4\u7684\u540c\u65f6\u8003\u8651\u7c7b\u522b\u4fe1\u606f\uff0c\u7531\u7edf\u8ba1\u5b66\u5bb6 Sir R. A. Fisher1936 \u5e74\u53d1\u660e\uff08\u300aThe use of multiple measurements in taxonomic problems\u300b\uff09\u3002\u4e3a\u4e86\u627e\u5230\u4e00\u79cd\u7279\u5f81\u7ec4\u5408\u65b9\u5f0f\uff0c\u8fbe\u5230\u6700\u5927\u7684\u7c7b\u95f4\u79bb\u6563\u5ea6\u548c\u6700\u5c0f\u7684\u7c7b\u5185\u79bb\u6563\u5ea6\u3002\u8fd9\u4e2a\u60f3\u6cd5\u5f88\u7b80\u5355\uff1a\u5728\u4f4e\u7ef4\u8868\u793a\u4e0b\uff0c\u76f8\u540c\u7684\u7c7b\u5e94\u8be5\u7d27\u7d27\u7684\u805a\u5728\u4e00\u8d77\uff0c\u800c\u4e0d\u540c\u7684\u7c7b\u522b\u5c3d\u91cf\u8ddd\u79bb\u8d8a\u8fdc\u30021997 \u5e74\uff0cBelhumer \u6210\u529f\u5c06 Fisher \u5224\u522b\u51c6\u5219\u5e94\u7528\u4e8e\u4eba\u8138\u5206\u7c7b\uff0c\u63d0\u51fa\u4e86\u57fa\u4e8e\u7ebf\u6027\u5224\u522b\u5206\u6790\u7684 Fisherface \u65b9\u6cd5\uff08\u300aEigenfaces vs. fisherfaces: Recognition using class specific linear projection\u300b\uff09\u3002\u8be5\u65b9\u6cd5\u9996\u5148\u91c7\u7528\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\u5bf9\u56fe\u50cf\u8868\u89c2\u7279\u5f81\u8fdb\u884c\u964d\u7ef4\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u91c7\u7528\u7ebf\u6027\u5224\u522b\u5206\u6790\uff08LDA\uff09\u7684\u65b9\u6cd5\u53d8\u6362\u964d\u7ef4\u540e\u7684\u4e3b\u6210\u5206\u4ee5\u671f\u83b7\u5f97\u201c\u5c3d\u91cf\u5927\u7684\u7c7b\u95f4\u6563\u5ea6\u548c\u5c3d\u91cf\u5c0f\u7684\u7c7b\u5185\u6563\u5ea6\u201d\u3002\u8be5\u65b9\u6cd5\u76ee\u524d\u4ecd\u7136\u662f\u4e3b\u6d41\u7684\u4eba\u8138\u8bc6\u522b\u65b9\u6cd5\u4e4b\u4e00\uff0c\u4ea7\u751f\u4e86\u5f88\u591a\u4e0d\u540c\u7684\u53d8\u79cd\uff0c\u6bd4\u5982\u96f6\u7a7a\u95f4\u6cd5\u3001\u5b50\u7a7a\u95f4\u5224\u522b\u6a21\u578b\u3001\u589e\u5f3a\u5224\u522b\u6a21\u578b\u3001\u76f4\u63a5\u7684LDA \u5224\u522b\u65b9\u6cd5\u4ee5\u53ca\u8fd1\u671f\u7684\u4e00\u4e9b\u57fa\u4e8e\u6838\u5b66\u4e60\u7684\u6539\u8fdb\u7b56\u7565\u3002<\/p>\n<p>\uff082\uff09\u57fa\u4e8e\u51e0\u4f55\u7279\u5f81\u7684\u65b9\u6cd5<\/p>\n<p>\u51e0\u4f55\u7279\u5f81\u53ef\u4ee5\u662f\u773c\u3001\u9f3b\u3001\u5634\u7b49\u7684\u5f62\u72b6\u548c\u5b83\u4eec\u4e4b\u95f4\u7684\u51e0\u4f55\u5173\u7cfb\uff08\u5982\u76f8\u4e92\u4e4b\u95f4\u7684\u8ddd\u79bb\uff09\uff0c\u5229\u7528\u4e86\u4eba\u8138\u7684\u51e0\u4f55\u7ed3\u6784\uff0c\u901a\u8fc7\u5206\u6790\u4eba\u8138\u5668\u5b98\u7279\u5f81\u70b9\u53ca\u5176\u4e4b\u95f4\u7684\u62d3\u6251\u5173\u7cfb\u8fdb\u884c\u8fa8\u8bc6\u3002\u8fd9\u4e9b\u7b97\u6cd5\u7b80\u5355\u76f4\u89c2\uff0c\u8bc6\u522b\u901f\u5ea6\u5feb\uff0c\u9700\u8981\u7684\u5185\u5b58\u5c0f\uff0c\u4f46\u4e00\u65e6\u4eba\u8138\u59ff\u6001\u3001\u8868\u60c5\u53d1\u751f\u53d8\u5316\uff0c\u7cbe\u5ea6\u5219\u4e25\u91cd\u4e0b\u964d\uff0c\u8bc6\u522b\u7387\u8f83\u4f4e\u3002<\/p>\n<p>\u57fa\u4e8e\u51e0\u4f55\u7279\u5f81\u8bc6\u522b\u7684\u6d41\u7a0b\u5927\u4f53\u5982\u4e0b\uff1a<\/p>\n<p>1\uff09\u9996\u5148\u5bf9\u4eba\u8138\u9762\u90e8\u7684\u5404\u4e2a\u7279\u5f81\u70b9\u53ca\u5176\u4f4d\u7f6e\u8fdb\u884c\u68c0\u6d4b\uff0c \u5982\u9f3b\u5b50\u3001\u5634\u5df4\u548c\u773c\u775b\u7b49\u4f4d\u7f6e\uff1b<\/p>\n<p>2\uff09\u7136\u540e\u8ba1\u7b97\u8fd9\u4e9b\u7279\u5f81\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c\u5f97\u5230\u53ef\u4ee5\u8868\u8fbe\u6bcf\u4e2a\u7279\u5f81\u8138\u7684\u77e2\u91cf\u7279\u5f81\u4fe1\u606f\uff0c\u4f8b\u5982\u773c\u775b\u7684\u4f4d\u7f6e\uff0c\u7709\u6bdb\u7684\u957f\u5ea6\u7b49\uff1b<\/p>\n<p>3\uff09\u5176\u6b21\u8fd8\u8ba1\u7b97\u6bcf\u4e2a\u7279\u5f81\u4e0e\u4e4b\u76f8\u5bf9\u5e94\u5173\u7cfb\uff0c\u4e0e\u4eba\u8138\u6570\u636e\u5e93\u4e2d\u5df2\u77e5\u4eba\u8138\u5bf9\u5e94\u7279\u5f81\u4fe1\u606f\u6765\u505a\u6bd4\u8f83\uff1b<\/p>\n<p>4\uff09\u6700\u540e\u5f97\u51fa\u6700\u4f73\u7684\u5339\u914d\u4eba\u8138\u3002<\/p>\n<p>\u57fa\u4e8e\u51e0\u4f55\u7279\u5f81\u7684\u65b9\u6cd5\u7b26\u5408\u4eba\u4eec\u5bf9\u4eba\u8138\u7279\u5f81\u7684\u8ba4\u8bc6\uff0c\u53e6\u5916\uff0c\u6bcf\u5e45\u4eba\u8138\u53ea\u5b58\u50a8\u4e00\u4e2a\u7279\u5f81\uff0c\u6240\u4ee5\u5360\u7528\u7684\u7a7a\u95f4\u6bd4\u8f83\u5c0f\uff1b\u540c\u65f6\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5bf9\u5149\u7167\u5f15\u8d77\u7684\u53d8\u5316\u5e76\u4e0d\u4f1a\u964d\u4f4e\u5176\u8bc6\u522b\u7387\uff0c\u800c\u4e14\u7279\u5f81\u6a21\u677f\u7684\u5339\u914d\u548c\u8bc6\u522b\u7387\u6bd4\u8f83\u9ad8\u3002\u4f46\u662f\uff0c\u57fa\u4e8e\u51e0\u4f55\u7279\u5f81\u7684\u65b9\u6cd5\u4e5f\u5b58\u5728\u7740\u9c81\u68d2\u6027\u4e0d\u597d\uff0c\u4e00\u65e6\u8868\u60c5\u548c\u59ff\u6001\u7a0d\u5fae\u53d8\u5316\uff0c\u8bc6\u522b\u6548\u679c\u5c06\u5927\u6253\u6298\u6263\u3002<\/p>\n<p>\uff083\uff09\u57fa\u4e8e\u7ebf\u6bb5Hausdorff \u8ddd\u79bb(LHD) \u7684\u65b9\u6cd5<\/p>\n<p>\u5fc3\u7406\u5b66\u7684\u7814\u7a76\u8868\u660e\uff0c\u4eba\u7c7b\u5728\u8bc6\u522b\u8f6e\u5ed3\u56fe\uff08\u6bd4\u5982\u6f2b\u753b\uff09\u7684\u901f\u5ea6\u548c\u51c6\u786e\u5ea6\u4e0a\u4e1d\u6beb\u4e0d\u6bd4\u8bc6\u522b\u7070\u5ea6\u56fe\u5dee\u3002LHD\u662f\u57fa\u4e8e\u4ece\u4eba\u8138\u7070\u5ea6\u56fe\u50cf\u4e2d\u63d0\u53d6\u51fa\u6765\u7684\u7ebf\u6bb5\u56fe\u7684\uff0c\u5b83\u5b9a\u4e49\u7684\u662f\u4e24\u4e2a\u7ebf\u6bb5\u96c6\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c\u4e0e\u4f17\u4e0d\u540c\u7684\u662f\uff0cLHD\u5e76\u4e0d\u5efa\u7acb\u4e0d\u540c\u7ebf\u6bb5\u96c6\u4e4b\u95f4\u7ebf\u6bb5\u7684\u4e00\u4e00\u5bf9\u5e94\u5173\u7cfb\uff0c\u56e0\u6b64\u5b83\u66f4\u80fd\u9002\u5e94\u7ebf\u6bb5\u56fe\u4e4b\u95f4\u7684\u5fae\u5c0f\u53d8\u5316\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cLHD\u5728\u4e0d\u540c\u5149\u7167\u6761\u4ef6\u4e0b\u548c\u4e0d\u540c\u59ff\u6001\u60c5\u51b5\u4e0b\u90fd\u6709\u975e\u5e38\u51fa\u8272\u7684\u8868\u73b0\uff0c\u4f46\u662f\u5b83\u5728\u5927\u8868\u60c5\u7684\u60c5\u51b5\u4e0b\u8bc6\u522b\u6548\u679c\u4e0d\u597d\u3002\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n<p>1\uff09\u4eba\u8138\u56fe\u50cf\u9884\u5904\u7406\uff1a\u5bf9\u9f50\u3001\u5c3a\u5bf8\u3001\u4eae\u5ea6\u548c\u5bf9\u6bd4\u5ea6\u5f52\u4e00\u5316<\/p>\n<p>2\uff09Canny\u7b97\u5b50\u63d0\u53d6\u4eba\u8138\u8fb9\u7f18\u56fe<\/p>\n<p>3\uff09\u53bb\u9664\u8fb9\u7f18\u7ebf\u6761\u4e2d\u7684\u88c2\u7f1d<\/p>\n<p>4\uff09\u8bbe\u7f6e\u9608\u503c\u53bb\u9664\u566a\u97f3\u7ebf<\/p>\n<p>5\uff09\u5728LEM\u4e2d\u7ed3\u5408ASM\u5f97\u5230\u4eba\u8138\u5bf9\u51c6\u7ed3\u679c\uff0c\u6d88\u9664\u4e86\u5934\u53d1\u548c\u80cc\u666f\u7684\u5f71\u54cd<\/p>\n<p>6\uff09\u589e\u52a0\u91cd\u8981\u90e8\u5206\u5730\u6743\u91cd<\/p>\n<p>7\uff09\u63d0\u51fa\u7ebf\u6bb5\u9886\u57df\u7684\u6982\u5ff5\uff0c\u4fdd\u6301\u8bc6\u522b\u7387\u5e76\u63d0\u5347\u8bc6\u522b\u901f\u5ea6<\/p>\n<p>\uff084\uff09\u57fa\u4e8e\u8fde\u63a5\u673a\u5236<\/p>\n<p>\u4e3b\u8981\u6709\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff08ANN\uff0cArtificial Neural Network\uff09\u65b9\u6cd5\u548c\u652f\u6301\u5411\u91cf\u673a\uff08SVM\uff0cSupport Vector Machine\uff09\u65b9\u6cd5\u7b49\u3002<\/p>\n<p>1\uff09EGM\uff08\u5f39\u6027\u56fe\u5339\u914d\uff09:<\/p>\n<p>\u5176\u57fa\u672c\u601d\u60f3\u662f\u7528\u4e00\u4e2a\u5c5e\u6027\u56fe\u6765\u63cf\u8ff0\u4eba\u8138\uff1a\u5c5e\u6027\u56fe\u7684\u9876\u70b9\u4ee3\u8868\u9762\u90e8\u5173\u952e\u7279\u5f81\u70b9\uff0c\u5176\u5c5e\u6027\u4e3a\u76f8\u5e94\u7279\u5f81\u70b9\u5904\u7684\u591a\u5206\u8fa8\u7387\u3001\u591a\u65b9\u5411\u5c40\u90e8\u7279\u5f81\u2014\u2014Gabor\u53d8\u636212\u7279\u5f81\uff0c\u79f0\u4e3aJet\uff1b\u8fb9\u7684\u5c5e\u6027\u5219\u4e3a\u4e0d\u540c\u7279\u5f81\u70b9\u4e4b\u95f4\u7684\u51e0\u4f55\u5173\u7cfb\u3002\u5bf9\u4efb\u610f\u8f93\u5165\u4eba\u8138\u56fe\u50cf\uff0c\u5f39\u6027\u56fe\u5339\u914d\u901a\u8fc7\u4e00\u79cd\u4f18\u5316\u641c\u7d22\u7b56\u7565\u6765\u5b9a\u4f4d\u9884\u5148\u5b9a\u4e49\u7684\u82e5\u5e72\u9762\u90e8\u5173\u952e\u7279\u5f81\u70b9\uff0c\u540c\u65f6\u63d0\u53d6\u5b83\u4eec\u7684Jet\u7279\u5f81\uff0c\u5f97\u5230\u8f93\u5165\u56fe\u50cf\u7684\u5c5e\u6027\u56fe\u3002\u6700\u540e\u901a\u8fc7\u8ba1\u7b97\u5176\u4e0e\u5df2\u77e5\u4eba\u8138\u5c5e\u6027\u56fe\u7684\u76f8\u4f3c\u5ea6\u6765\u5b8c\u6210\u8bc6\u522b\u8fc7\u7a0b\u3002\u8be5\u65b9\u6cd5\u7684\u4f18\u70b9\u662f\u65e2\u4fdd\u7559\u4e86\u9762\u90e8\u7684\u5168\u5c40\u7ed3\u6784\u7279\u5f81\uff0c\u4e5f\u5bf9\u4eba\u8138\u7684\u5173\u952e\u5c40\u90e8\u7279\u5f81\u8fdb\u884c\u4e86\u5efa\u6a21\u3002<\/p>\n<p>2\uff09\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u65b9\u6cd5<\/p>\n<p>\u795e\u7ecf\u7f51\u7edc\u7684\u8f93\u5165\u53ef\u4ee5\u662f\u964d\u4f4e\u5206\u8fa8\u7387\u7684\u4eba\u8138\u56fe\u50cf\u3001\u5c40\u90e8\u533a\u57df\u7684\u81ea\u76f8\u5173\u51fd\u6570\u3001\u5c40\u90e8\u7eb9\u7406\u7684\u4e8c\u9636\u77e9\u7b49\u3002\u8fd9\u7c7b\u65b9\u6cd5\u540c\u6837\u9700\u8981\u8f83\u591a\u7684\u6837\u672c\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u5728\u8bb8\u591a\u5e94\u7528\u4e2d\uff0c\u6837\u672c\u6570\u91cf\u662f\u5f88\u6709\u9650\u7684\u3002<\/p>\n<p>3\uff09\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u65b9\u6cd5<\/p>\n<p>\u6df1\u5ea6\u5b66\u4e60\u5f97\u5230\u7684\u4eba\u8138\u7279\u5f81\u8868\u8fbe\u5177\u6709\u624b\u5de5\u7279\u5f81\u8868\u8fbe\u6240\u4e0d\u5177\u5907\u7684\u91cd\u8981\u7279\u6027\uff0c\u4f8b\u5982\u5b83\u662f\u4e2d\u5ea6\u7a00\u758f\u7684\u3001\u5bf9\u4eba\u8138\u8eab\u4efd\u548c\u4eba\u8138\u5c5e\u6027\u6709\u5f88\u5f3a\u7684\u9009\u62e9\u6027\u3001\u5bf9\u5c40\u90e8\u906e\u6321\u5177\u6709\u826f\u597d\u7684\u9c81\u68d2\u6027\u3002\u8fd9\u4e9b\u7279\u6027\u662f\u901a\u8fc7\u5927\u6570\u636e\u8bad\u7ec3\u81ea\u7136\u5f97\u5230\u7684\uff0c\u5e76\u672a\u5bf9\u6a21\u578b\u52a0\u5165\u663e\u5f0f\u7ea6\u675f\u6216\u540e\u671f\u5904\u7406\uff0c\u8fd9\u4e5f\u662f\u6df1\u5ea6\u5b66\u4e60\u80fd\u6210\u529f\u5e94\u7528\u5728\u4eba\u8138\u8bc6\u522b\u4e2d\u7684\u4e3b\u8981\u539f\u56e0\u3002<\/p>\n<p>\u6df1\u5ea6\u5b66\u4e60\u5728\u4eba\u8138\u8bc6\u522b\u4e0a\u6709 7 \u4e2a\u65b9\u9762\u7684\u5178\u578b\u5e94\u7528\uff1a\u57fa\u4e8e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc(CNN)\u7684\u4eba\u8138\u8bc6\u522b\u65b9\u6cd5\uff0c\u6df1\u5ea6\u975e\u7ebf\u6027\u4eba\u8138\u5f62\u72b6\u63d0\u53d6\u65b9\u6cd5\uff0c\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u4eba\u8138\u59ff\u6001\u9c81\u68d2\u6027\u5efa\u6a21\uff0c\u6709\u7ea6\u675f\u73af\u5883\u4e2d\u7684\u5168\u81ea\u52a8\u4eba\u8138\u8bc6\u522b\uff0c\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u89c6\u9891\u76d1\u63a7\u4e0b\u7684\u4eba\u8138\u8bc6\u522b\uff0c\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u4f4e\u5206\u8fa8\u7387\u4eba\u8138\u8bc6\u522b\u53ca\u5176\u4ed6\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u4eba\u8138\u76f8\u5173\u4fe1\u606f\u7684\u8bc6\u522b\u3002<\/p>\n<p>\u5176\u4e2d\uff0c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08Convolutional Neural Networks,CNN\uff09\u662f\u7b2c\u4e00\u4e2a\u771f\u6b63\u6210\u529f\u8bad\u7ec3\u591a\u5c42\u7f51\u7edc\u7ed3\u6784\u7684\u5b66\u4e60\u7b97\u6cd5\uff0c\u57fa\u4e8e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u4eba\u8138\u8bc6\u522b\u65b9\u6cd5\u662f\u4e00\u79cd\u6df1\u5ea6\u7684\u76d1\u7763\u5b66\u4e60\u4e0b\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u80fd\u6316\u6398\u6570\u636e\u5c40\u90e8\u7279\u5f81\uff0c\u63d0\u53d6\u5168\u5c40\u8bad\u7ec3\u7279\u5f81\u548c\u5206\u7c7b\uff0c\u5176\u6743\u503c\u5171\u4eab\u7ed3\u6784\u7f51\u7edc\u4f7f\u4e4b\u66f4\u7c7b\u4f3c\u4e8e\u751f\u7269\u795e\u7ecf\u7f51\u7edc\uff0c\u5728\u6a21\u5f0f\u8bc6\u522b\u5404\u4e2a\u9886\u57df\u90fd\u5f97\u5230\u6210\u529f\u5e94\u7528\u3002CNN \u901a\u8fc7\u7ed3\u5408\u4eba\u8138\u56fe\u50cf\u7a7a\u95f4\u7684\u5c40\u90e8\u611f\u77e5\u533a\u57df\u3001\u5171\u4eab\u6743\u91cd\u3001\u5728\u7a7a\u95f4\u6216\u65f6\u95f4\u4e0a\u7684\u964d\u91c7\u6837\u6765\u5145\u5206\u5229\u7528\u6570\u636e\u672c\u8eab\u5305\u542b\u7684\u5c40\u90e8\u6027\u7b49\u7279\u5f81\uff0c\u4f18\u5316\u6a21\u578b\u7ed3\u6784\uff0c\u4fdd\u8bc1\u4e00\u5b9a\u7684\u4f4d\u79fb\u4e0d\u53d8\u6027\u3002<\/p>\n<p>4\uff09\u57fa\u4e8e\u652f\u6301\u5411\u91cf\u673a(SVM) \u7684\u65b9\u6cd5<\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u652f\u6301\u5411\u91cf\u673a\u662f\u7edf\u8ba1\u6a21\u5f0f\u8bc6\u522b\u9886\u57df\u7684\u4e00\u4e2a\u65b0\u7684\u70ed\u70b9\uff0c\u5b83\u8bd5\u56fe\u4f7f\u5f97\u5b66\u4e60\u673a\u5728\u7ecf\u9a8c\u98ce\u9669\u548c\u6cdb\u5316\u80fd\u529b\u4e0a\u8fbe\u5230\u4e00\u79cd\u59a5\u534f\uff0c\u4ece\u800c\u63d0\u9ad8\u5b66\u4e60\u673a\u7684\u6027\u80fd\u3002\u652f\u6301\u5411\u91cf\u673a\u4e3b\u8981\u89e3\u51b3\u7684\u662f\u4e00\u4e2a2\u5206\u7c7b\u95ee\u9898\uff0c\u5b83\u7684\u57fa\u672c\u601d\u60f3\u662f\u8bd5\u56fe\u628a\u4e00\u4e2a\u4f4e\u7ef4\u7684\u7ebf\u6027\u4e0d\u53ef\u5206\u7684\u95ee\u9898\u8f6c\u5316\u6210\u4e00\u4e2a\u9ad8\u7ef4\u7684\u7ebf\u6027\u53ef\u5206\u7684\u95ee\u9898\u3002\u901a\u5e38\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660eSVM\u6709\u8f83\u597d\u7684\u8bc6\u522b\u7387\uff0c\u4f46\u662f\u5b83\u9700\u8981\u5927\u91cf\u7684\u8bad\u7ec3\u6837\u672c\uff08\u6bcf\u7c7b300\u4e2a\uff09\uff0c\u8fd9\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5f80\u5f80\u662f\u4e0d\u73b0\u5b9e\u7684\u3002\u800c\u4e14\u652f\u6301\u5411\u91cf\u673a\u8bad\u7ec3\u65f6\u95f4\u957f\uff0c\u65b9\u6cd5\u5b9e\u73b0\u590d\u6742\uff0c\u8be5\u51fd\u6570\u7684\u53d6\u6cd5\u6ca1\u6709\u7edf\u4e00\u7684\u7406\u8bba\u3002<\/p>\n<p>\u57fa\u4e8e\u9057\u4f20\u7b97\u6cd5\u3001\u652f\u6301\u5411\u91cf\u673a\uff08Support Vector Machine\uff0cSVM\uff09\u3001boosting\u3001\u6d41\u5f62\u5b66\u4e60\u4ee5\u53ca\u6838\u65b9\u6cd5\u7b49\u8fdb\u884c\u4eba\u8138\u8bc6\u522b\u30022009 \u5e74\u81f3 2012 \u5e74\uff0c\u7a00\u758f\u8868\u8fbe\uff08Sparse Representation\uff09\u56e0\u4e3a\u5176\u4f18\u7f8e\u7684\u7406\u8bba\u548c\u5bf9\u906e\u6321\u56e0\u7d20\u7684\u9c81\u68d2\u6027\u6210\u4e3a\u5f53\u65f6\u7684\u7814\u7a76\u70ed\u70b9\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u4e1a\u754c\u4e5f\u57fa\u672c\u8fbe\u6210\u5171\u8bc6\uff1a\u57fa\u4e8e\u4eba\u5de5\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u5c40\u90e8\u63cf\u8ff0\u5b50\u8fdb\u884c\u7279\u5f81\u63d0\u53d6\u548c\u5b50\u7a7a\u95f4\u65b9\u6cd5\u8fdb\u884c\u7279\u5f81\u9009\u62e9\u80fd\u591f\u53d6\u5f97\u6700\u597d\u7684\u8bc6\u522b\u6548\u679c\u3002<\/p>\n<p>5\uff09\u7efc\u5408\u591a\u79cd\u8bc6\u522b\u65b9\u5f0f\u7684\u65b9\u6cd5<\/p>\n<p>\u4ee5\u4e0a\u51e0\u79cd\u6bd4\u8f83\u5e38\u7528\u7684\u4eba\u8138\u8bc6\u522b\u65b9\u6cd5\uff0c\u6211\u4eec\u4e0d\u96be\u770b\u51fa\uff0c\u6bcf\u4e00\u79cd\u8bc6\u522b\u65b9\u6cd5\u90fd\u4e0d\u80fd\u505a\u5230\u5b8c\u7f8e\u7684\u8bc6\u522b\u7387\u4e0e\u66f4\u5feb\u7684\u8bc6\u522b\u901f\u5ea6\uff0c\u90fd\u6709\u7740\u5404\u81ea\u7684\u4f18\u70b9\u548c\u7f3a\u70b9\uff0c\u56e0\u6b64\uff0c\u73b0\u5728\u8bb8\u591a\u7814\u7a76\u4eba\u5458\u5219\u66f4\u559c\u6b22\u4f7f\u7528\u591a\u79cd\u8bc6\u522b\u65b9\u6cd5\u7efc\u5408\u8d77\u6765\u5e94\u7528\uff0c\u53d6\u5404\u79cd\u8bc6\u522b\u65b9\u6cd5\u7684\u4f18\u52bf\uff0c\u7efc\u5408\u8fd0\u7528\uff0c\u4ee5\u8fbe\u5230\u66f4\u9ad8\u7684\u8bc6\u522b\u7387\u548c\u8bc6\u522b\u6548\u679c\u3002<\/p>\n<p>5\u3001\u6d3b\u4f53\u9274\u522b<\/p>\n<p>\u751f\u7269\u7279\u5f81\u8bc6\u522b\u7684\u5171\u540c\u95ee\u9898\u4e4b\u4e00\u5c31\u662f\u8981\u533a\u522b\u8be5\u4fe1\u53f7\u662f\u5426\u6765\u81ea\u4e8e\u771f\u6b63\u7684\u751f\u7269\u4f53\uff0c\u6bd4\u5982\uff0c\u6307\u7eb9\u8bc6\u522b\u7cfb\u7edf\u9700\u8981\u533a\u522b\u5e26\u8bc6\u522b\u7684\u6307\u7eb9\u662f\u6765\u81ea\u4e8e\u4eba\u7684\u624b\u6307\u8fd8\u662f\u6307\u7eb9\u624b\u5957\uff0c\u4eba\u8138\u8bc6\u522b\u7cfb\u7edf\u6240\u91c7\u96c6\u5230\u7684\u4eba\u8138\u56fe\u50cf\uff0c\u662f\u6765\u81ea\u4e8e\u771f\u5b9e\u7684\u4eba\u8138\u8fd8\u662f\u542b\u6709\u4eba\u8138\u7684\u7167\u7247\u3002\u56e0\u6b64\uff0c\u5b9e\u9645\u7684\u4eba\u8138\u8bc6\u522b\u7cfb\u7edf\u4e00\u822c\u9700\u8981\u589e\u52a0\u6d3b\u4f53\u9274\u522b\u73af\u8282\uff0c\u4f8b\u5982\uff0c\u8981\u6c42\u4eba\u5de6\u53f3\u8f6c\u5934\uff0c\u7728\u773c\u775b\uff0c\u5f00\u5f00\u53e3\u8bf4\u53e5\u8bdd\u7b49\u3002<\/p>\n<p>\u4e94\u3001\u7ecf\u5178\u8bba\u6587<\/p>\n<p>1\u3001Sirovich,L.,&amp;Kirby,M.(1987).Low-dimensional procedure for the characterization of human faces.Josa a,4(3),519-524. \u7814\u7a76\u8bc1\u660e\u4efb\u4f55\u7684\u7279\u6b8a\u4eba\u8138\u90fd\u53ef\u4ee5\u901a\u8fc7\u79f0\u4e3a Eigenpictures \u7684\u5750\u6807\u7cfb\u7edf\u6765\u8868\u793a\u3002Eigenpictures \u662f\u9762\u90e8\u96c6\u5408\u7684\u5e73\u5747\u534f\u65b9\u5dee\u7684\u672c\u5f81\u51fd\u6570\u3002<\/p>\n<p>2\u3001Turk,M.,&amp;Pentland,A.(1991).Eigenfaces for recognition.Journal of cognitive neuroscience, 3(1), 71-86. \u7814\u7a76\u5f00\u53d1\u4e86\u4e00\u79cd\u8fd1\u5b9e\u65f6\u7684\u8ba1\u7b97\u673a\u7cfb\u7edf\uff0c\u53ef\u4ee5\u5b9a\u4f4d\u548c\u8ffd\u8e2a\u4eba\u7684\u5934\u90e8\uff0c\u7136\u540e\u901a\u8fc7\u6bd4\u8f83\u9762\u90e8\u7279\u5f81\u548c\u5df2\u77e5\u4e2a\u4f53\u7684\u7279\u5f81\u6765\u8bc6\u522b\u8be5\u4eba\u3002\u8be5\u65b9\u6cd5\u5c06\u9762\u90e8\u8bc6\u522b\u95ee\u9898\u89c6\u4e3a\u4e8c\u7ef4\u8bc6\u522b\u95ee\u9898\u3002\u8bc6\u522b\u7684\u8fc7\u7a0b\u662f\u628a\u4e00\u526f\u65b0\u7684\u56fe\u50cf\u6295\u5f71\u5230\u7279\u5f81\u8138\u5b50\u7a7a\u95f4\uff0c\u8be5\u7279\u5f81\u7a7a\u95f4\u6355\u6349\u5230\u5df2\u77e5\u9762\u90e8\u56fe\u50cf\u4e4b\u95f4\u7684\u663e\u8457\u53d8\u5316\u3002\u91cd\u8981\u7279\u5f81\u79f0\u4e3a\u7279\u5f81\u8138\uff0c\u56e0\u4e3a\u5b83\u4eec\u662f\u9762\u96c6\u7684\u7279\u5f81\u5411\u91cf\u3002<\/p>\n<p>3\u3001Ojala,T.,Pietik\u00e4inen,M.,&amp;Harwood,D.(1996).A comparative study of texture measures with classification based on featured distributions.Pattern recognition,29(1),51-59. \u7814\u7a76\u5bf9\u4e0d\u540c\u7684\u56fe\u5f62\u7eb9\u7406\u8fdb\u884c\u6bd4\u8f83\uff0c\u5e76\u63d0\u51fa\u4e86\u7528\u6765\u63cf\u8ff0\u56fe\u50cf\u7eb9\u7406\u7279\u5f81\u7684 LBP \u7b97\u5b50\u3002<\/p>\n<p>4\u3001Ojala,T.,Pietikainen,M.,&amp;Maenpaa,T.(2002).Multiresolution gray-scale and rotation invariant texture classification with local binary patterns.IEEE Transactions on pattern analysis and machine intelligence,24(7),971-987. \u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u79cd\u7406\u8bba\u4e0a\u975e\u5e38\u7b80\u5355\u800c\u6709\u6548\u7684\u7070\u5ea6\u548c\u65cb\u8f6c\u4e0d\u53d8\u7eb9\u7406\u5206\u7c7b\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u57fa\u4e8e\u5c40\u90e8\u4e8c\u503c\u6a21\u5f0f\u548c\u6837\u672c\u548c\u539f\u578b\u5206\u5e03\u7684\u975e\u53c2\u6570\u5224\u522b\u3002\u8be5\u65b9\u6cd5\u5177\u6709\u7070\u5ea6\u53d8\u5316\u7a33\u5065\u3001\u8ba1\u7b97\u7b80\u5355\u7684\u7279\u70b9\u3002<\/p>\n<p>5\u3001Fisher,R.A.(1936).The use of multiple measurements in taxonomic problems.Annals of eugenics,7(2),179-188. \u7814\u7a76\u627e\u5230\u4e00\u79cd\u7279\u5f81\u7ec4\u5408\u65b9\u5f0f\uff0c\u4ee5\u8fbe\u5230\u6700\u5927\u7684\u7c7b\u95f4\u79bb\u6563\u5ea6\u548c\u6700\u5c0f\u7684\u7c7b\u5185\u79bb\u6563\u5ea6\u3002\u89e3\u51b3\u65b9\u5f0f\u4e3a\uff1a\u5728\u4f4e\u7ef4\u8868\u793a\u4e0b\uff0c\u76f8\u540c\u7684\u7c7b\u5e94\u8be5\u7d27\u7d27\u7684\u805a\u5728\u4e00\u8d77\uff0c\u800c\u4e0d\u540c\u7684\u7c7b\u522b\u5c3d\u91cf\u8ddd\u79bb\u8d8a\u8fdc\u3002<\/p>\n<p>6\u3001Belhumeur,P.N.,Hespanha,J.P.,&amp;Kriegman,D.J.(1997).Eigenfaces<\/p>\n<p>vs.fisherfaces:Recognition using class specific linear projection. Yale University New Haven United States. \u7814\u7a76\u57fa\u4e8e Fisher \u7684\u7ebf\u6027\u5224\u522b\u8fdb\u884c\u9762\u90e8\u6295\u5f71\uff0c\u80fd\u591f\u5728\u4f4e\u7ef4\u5b50\u7a7a\u95f4\u4e2d\u4ea7\u751f\u826f\u597d\u5206\u79bb\u7684\u7c7b\uff0c\u5373\u4f7f\u5728\u5149\u7167\u548c\u9762\u90e8\u8868\u60c5\u7684\u53d8\u5316\u8f83\u5927\u60c5\u51b5\u4e0b\u4e5f\u662f\u5982\u6b64\u3002\u5e7f\u6cdb\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c \u6240\u63d0\u51fa\u7684\u201cFisherface\u201d\u65b9\u6cd5\u7684\u8bef\u5dee\u7387\u4f4e\u4e8e\u54c8\u4f5b\u548c\u8036\u9c81\u4eba\u8138\u6570\u636e\u5e93\u6d4b\u8bd5\u7684\u7279\u5f81\u8138\u6280\u672f\u3002<\/p>\n<p>\u516d\u3001\u4eba\u8138\u8bc6\u522b\u6570\u636e\u5e93<\/p>\n<p>1\u3001ERET\u4eba\u8138\u6570\u636e\u5e93<\/p>\n<p>http:\/\/www.nist.gov\/itl\/iad\/ig\/colorferet.cfm<\/p>\n<p>\u7531 FERET \u9879\u76ee\u521b\u5efa\uff0c\u6b64\u56fe\u50cf\u96c6\u5305\u542b\u5927\u91cf\u7684\u4eba\u8138\u56fe\u50cf\uff0c\u5e76\u4e14\u6bcf\u5e45\u56fe\u4e2d\u5747\u53ea\u6709\u4e00\u4e2a\u4eba\u8138\u3002\u8be5\u96c6\u4e2d\uff0c\u540c\u4e00\u4e2a\u4eba\u7684\u7167\u7247\u6709\u4e0d\u540c\u8868\u60c5\u3001\u5149\u7167\u3001\u59ff\u6001\u548c\u5e74\u9f84\u7684\u53d8\u5316\u3002\u5305\u542b 1 \u4e07\u591a\u5f20\u591a\u59ff\u6001\u548c\u5149\u7167\u7684\u4eba\u8138\u56fe\u50cf\uff0c\u662f\u4eba\u8138\u8bc6\u522b\u9886\u57df\u5e94\u7528\u6700\u5e7f\u6cdb\u7684\u4eba\u8138\u6570\u636e\u5e93\u4e4b\u4e00\u3002\u5176\u4e2d\u7684\u591a\u6570\u4eba\u662f\u897f\u65b9\u4eba\uff0c\u6bcf\u4e2a\u4eba\u6240\u5305\u542b\u7684\u4eba\u8138\u56fe\u50cf\u7684\u53d8\u5316\u6bd4\u8f83\u5355\u4e00\u3002<\/p>\n<p>2\u3001Yale\u4eba\u8138\u6570\u636e\u5e93<\/p>\n<p>3\u3001ORL\u4eba\u8138\u6570\u636e\u5e93<\/p>\n<p>4\u3001CMU Multi- PIE\u4eba\u8138\u6570\u636e\u5e93<\/p>\n<p>http:\/\/www.flintbox.com\/public\/project\/4742\/<\/p>\n<p>\u7531\u7f8e\u56fd\u5361\u8010\u57fa\u6885\u9686\u5927\u5b66\u5efa\u7acb\u3002\u6240\u8c13\u201cPIE\u201d\u5c31\u662f\u59ff\u6001\uff08Pose\uff09\uff0c\u5149\u7167\uff08Illumination\uff09\u548c\u8868\u60c5\uff08Expression\uff09\u7684\u7f29\u5199\u3002CMU Multi-PIE \u4eba\u8138\u6570\u636e\u5e93\u662f\u5728 CMU-PIE \u4eba\u8138\u6570\u636e\u5e93\u7684\u57fa\u7840\u4e0a\u53d1\u5c55\u8d77\u6765\u7684\u3002\u5305\u542b 337 \u4f4d\u5fd7\u613f\u8005\u7684 75000 \u591a\u5f20\u591a\u59ff\u6001\uff0c\u5149\u7167\u548c\u8868\u60c5\u7684\u9762\u90e8\u56fe\u50cf\u3002\u5176\u4e2d\u7684\u59ff\u6001\u548c\u5149\u7167\u53d8\u5316\u56fe\u50cf\u4e5f\u662f\u5728\u4e25\u683c\u63a7\u5236\u7684\u6761\u4ef6\u4e0b\u91c7\u96c6\u7684\uff0c\u76ee\u524d\u5df2\u7ecf\u9010\u6e10\u6210\u4e3a\u4eba\u8138\u8bc6\u522b\u9886\u57df\u7684\u4e00\u4e2a\u91cd\u8981\u7684\u6d4b\u8bd5\u96c6\u5408\u3002<\/p>\n<p>5\u3001YALE\u4eba\u8138\u6570\u636e\u5e93\uff08\u7f8e\u56fd\uff0c\u8036\u9c81\u5927\u5b66\uff09<\/p>\n<p>http:\/\/cvc.cs.yale.edu\/cvc\/projects\/yalefaces\/yalefaces.html<\/p>\n<p>\u7531\u8036\u9c81\u5927\u5b66\u8ba1\u7b97\u89c6\u89c9\u4e0e\u63a7\u5236\u4e2d\u5fc3\u521b\u5efa\uff0c\u5305\u542b 15 \u4f4d\u5fd7\u613f\u8005\u7684 165 \u5f20\u56fe\u7247\uff0c\u5305\u542b\u5149\u7167\u3001\u8868\u60c5\u548c\u59ff\u6001\u7684\u53d8\u5316\u3002<\/p>\n<p>6\u3001YALE\u4eba\u8138\u6570\u636e\u5e93 B<\/p>\n<p>https:\/\/computervisiononline.com\/dataset\/1105138686<\/p>\n<p>\u5305\u542b\u4e86 10 \u4e2a\u4eba\u7684 5850 \u5e45\u5728 9 \u79cd\u59ff\u6001\uff0c64 \u79cd\u5149\u7167\u6761\u4ef6\u4e0b\u7684\u56fe\u50cf\u3002\u5176\u4e2d\u7684\u59ff\u6001\u548c\u5149\u7167\u53d8\u5316\u7684\u56fe\u50cf\u90fd\u662f\u5728\u4e25\u683c\u63a7\u5236\u7684\u6761\u4ef6\u4e0b\u91c7\u96c6\u7684\uff0c\u4e3b\u8981\u7528\u4e8e\u5149\u7167\u548c\u59ff\u6001\u95ee\u9898\u7684\u5efa\u6a21\u4e0e\u5206\u6790\u3002\u7531\u4e8e\u91c7\u96c6\u4eba\u6570\u8f83\u5c11\uff0c\u8be5\u6570\u636e\u5e93\u7684\u8fdb\u4e00\u6b65\u5e94\u7528\u53d7\u5230\u4e86\u6bd4\u8f83\u5927\u7684\u9650\u5236\u3002<\/p>\n<p>7\u3001ORL\u4eba\u8138\u6570\u636e\u5e93<\/p>\n<p>https:\/\/www.cl.cam.ac.uk\/research\/dtg\/attarchive\/facedatabase.html<\/p>\n<p>\u7531\u82f1\u56fd\u5251\u6865\u5927\u5b66 AT&amp;T \u5b9e\u9a8c\u5ba4\u521b\u5efa\uff0c\u5305\u542b 40 \u4eba\u5171 400 \u5f20\u9762\u90e8\u56fe\u50cf\uff0c\u90e8\u5206\u5fd7\u613f\u8005\u7684\u56fe\u50cf\u5305\u62ec\u4e86\u59ff\u6001,\u8868\u60c5\u548c\u9762\u90e8\u9970\u7269\u7684\u53d8\u5316\u3002\u8be5\u4eba\u8138\u5e93\u5728\u4eba\u8138\u8bc6\u522b\u7814\u7a76\u7684\u65e9\u671f\u7ecf\u5e38\u88ab\u4eba\u4eec\u91c7\u7528\uff0c\u4f46\u7531\u4e8e\u53d8\u5316\u6a21\u5f0f\u8f83\u5c11\uff0c\u591a\u6570\u7cfb\u7edf\u7684\u8bc6\u522b\u7387\u5747\u53ef\u4ee5\u8fbe\u5230 90%\u4ee5\u4e0a\uff0c\u56e0\u6b64\u8fdb\u4e00\u6b65\u5229\u7528\u7684\u4ef7\u503c\u5df2\u7ecf\u4e0d\u5927\u3002<\/p>\n<p>ORL \u4eba\u8138\u6570\u636e\u5e93\u4e2d\u4e00\u4e2a\u91c7\u96c6\u5bf9\u8c61\u7684\u5168\u90e8\u6837\u672c\u5e93\u4e2d\u6bcf\u4e2a\u91c7\u96c6\u5bf9\u8c61\u5305\u542b10 \u5e45\u7ecf\u8fc7\u5f52\u4e00\u5316\u5904\u7406\u7684\u7070\u5ea6\u56fe\u50cf\uff0c\u56fe\u50cf\u5c3a\u5bf8\u5747\u4e3a 92\u00d7112 \uff0c\u56fe\u50cf\u80cc\u666f\u4e3a\u9ed1\u8272\u3002\u5176\u4e2d\u91c7\u96c6\u5bf9\u8c61\u7684\u9762\u90e8\u8868\u60c5\u548c\u7ec6\u8282\u5747\u6709\u53d8\u5316\uff0c\u4f8b\u5982\u7b11\u4e0e\u4e0d\u7b11\u3001\u773c\u775b\u7741\u7740\u6216\u95ed\u7740\u4ee5\u53ca\u6234\u6216\u4e0d\u6234\u773c\u955c\u7b49\uff0c\u4e0d\u540c\u4eba\u8138\u6837\u672c\u7684\u59ff\u6001\u4e5f\u6709\u53d8\u5316\uff0c\u5176\u6df1\u5ea6\u65cb\u8f6c\u548c\u5e73\u9762\u65cb\u8f6c\u53ef\u8fbe 20 \u5ea6\u3002<\/p>\n<p>8\u3001BioID\u4eba\u8138\u6570\u636e\u5e93<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"H5JFgPworc\"><p><a href=\"https:\/\/www.bioid.com\/facedb\/\">FaceDB<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;FaceDB&#8221; &#8212; BioID\" src=\"https:\/\/www.bioid.com\/facedb\/embed\/#?secret=OOqRshIN8F#?secret=H5JFgPworc\" data-secret=\"H5JFgPworc\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<p>\u5305\u542b\u5728\u5404\u79cd\u5149\u7167\u548c\u590d\u6742\u80cc\u666f\u4e0b\u7684 1521 \u5f20\u7070\u5ea6\u9762\u90e8\u56fe\u50cf\uff0c\u773c\u775b\u4f4d\u7f6e\u5df2\u7ecf\u88ab\u624b\u5de5\u6807\u6ce8\u3002<\/p>\n<p>9\u3001UMIST\u56fe\u50cf\u96c6<\/p>\n<p>\u7531\u82f1\u56fd\u66fc\u5f7b\u65af\u7279\u5927\u5b66\u5efa\u7acb\u3002\u5305\u62ec 20 \u4e2a\u4eba\u5171 564 \u5e45\u56fe\u50cf\uff0c\u6bcf\u4e2a\u4eba\u5177\u6709\u4e0d\u540c\u89d2\u5ea6\u3001\u4e0d\u540c\u59ff\u6001\u7684\u591a\u5e45\u56fe\u50cf\u3002<\/p>\n<p>10\u3001Yale \u4eba\u8138\u6570\u636e\u5e93\u4e2d\u4e00\u4e2a\u91c7\u96c6\u5fd7\u613f\u8005\u7684 10 \u5f20\u6837\u672c\uff0c\u76f8\u6bd4\u8f83 ORL \u4eba\u8138\u6570\u636e\u5e93 Yale \u5e93\u4e2d\u6bcf\u4e2a\u5bf9\u8c61\u91c7\u96c6\u7684\u6837\u672c\u5305\u542b\u66f4\u660e\u663e\u7684\u5149\u7167\u3001\u8868\u60c5\u548c\u59ff\u6001\u4ee5\u53ca\u906e\u6321\u53d8\u5316\u3002<\/p>\n<p>11\u3001FERET\u4eba\u8138\u6570\u636e\u5e93<\/p>\n<p>12\u3001\u5e74\u9f84\u8bc6\u522b\u6570\u636e\u96c6IMDB-WIKI<\/p>\n<p>https:\/\/data.vision.ee.ethz.ch\/cvl\/rrothe\/imdb-wiki\/<\/p>\n<p>\u5305\u542b 524230 \u5f20\u4ece IMDB \u548c Wikipedia \u722c\u53d6\u7684\u540d\u4eba\u6570\u636e\u56fe\u7247\u3002\u5e94\u7528\u4e86\u4e00\u4e2a\u65b0\u9896\u7684\u5316\u56de\u5f52\u4e3a\u5206\u7c7b\u7684\u5e74\u9f84\u7b97\u6cd5\u3002\u672c\u8d28\u5c31\u662f\u5728 0-100 \u4e4b\u95f4\u7684 101 \u7c7b\u5206\u7c7b\u540e\uff0c\u5bf9\u4e8e\u5f97\u5230\u7684\u5206\u6570\u548c 0-100 \u76f8\u4e58\uff0c 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\uff0c\u51c6\u786e\u7684\u4eba\u8138\u8bc6\u522b\u4ecd\u8f83\u56f0\u96be\u3002\u4e3a\u4e86\u6ee1\u8db3\u81ea\u52a8\u4eba\u8138\u8bc6\u522b\u6280\u672f\u5177\u6709\u5b9e\u65f6\u8981\u6c42\uff0c\u5728\u5fc5\u8981\u65f6\u9700\u8981\u7814\u7a76\u4eba\u8138\u4e0e\u6307\u7eb9\u3001\u8679\u819c\u3001\u8bed\u97f3\u7b49\u8bc6\u522b\u6280\u672f\u7684\u878d\u5408\u65b9\u6cd5\u3002<\/p>\n<p>8\u30013D\u5f62\u53d8\u6a21\u578b\u53ef\u4ee5\u5904\u7406\u591a\u79cd\u53d8\u5316\u56e0\u7d20\uff0c\u5177\u6709\u5f88\u597d\u7684\u53d1\u5c55\u524d\u666f\u3002\u5df2\u6709\u7814\u7a76\u4e5f\u8868\u660e\uff0c\u5bf9\u5404\u79cd\u53d8\u5316\u56e0\u7d20\u91c7\u7528\u6a21\u62df\u6216\u8865\u507f\u7684\u65b9\u6cd5\u5177\u6709\u8f83\u597d\u7684\u6548\u679c\u3002\u4e09\u7ef4\u4eba\u8138\u8bc6\u522b\u7b97\u6cd5\u7684\u9009\u53d6\u8fd8\u5904\u4e8e\u63a2\u7d22\u9636\u6bb5\uff0c\u9700\u8981\u5728\u539f\u6709\u4f20\u7edf\u8bc6\u522b\u7b97\u6cd5\u7684\u57fa\u7840\u4e0a\u6539\u8fdb\u548c\u521b\u65b0\u3002<\/p>\n<p>9\u3001\u8868\u9762\u7eb9\u7406\u8bc6\u522b\u7b97\u6cd5\u662f\u4e00\u79cd\u6700\u65b0\u7684\u7b97\u6cd5 [52]\uff0c\u6709\u5f85\u4e8e\u6211\u4eec\u7ee7\u7eed\u5b66\u4e60\u548c\u7814\u7a76\u51fa\u66f4\u597d\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u603b\u4e4b\uff0c\u4eba\u8138\u8bc6\u522b\u662f\u6781\u5bcc\u6311\u6218\u6027\u7684\u8bfe\u9898\u4ec5\u4ec5\u91c7\u7528\u4e00\u79cd\u73b0\u6709\u65b9\u6cd5\u96be\u4ee5\u53d6\u5f97\u826f\u597d\u7684\u8bc6\u522b\u6548\u679c\uff0c\u5982\u4f55\u4e0e\u5176\u5b83\u6280\u672f\u76f8\u7ed3\u5408\uff0c\u5982\u4f55\u63d0\u9ad8\u8bc6\u522b\u7387\u548c\u8bc6\u522b\u901f\u5ea6\u3001\u51cf\u5c11\u8ba1\u7b97\u91cf\u3001\u63d0\u9ad8\u9c81\u68d2\u6027\uff0c\u5982\u4f55\u91c7\u7528\u5d4c\u5165\u5f0f\u53ca\u786c\u4ef6\u5b9e\u73b0\uff0c\u5982\u4f55\u5b9e\u7528\u5316\u90fd\u662f\u5c06\u6765\u503c\u5f97\u7814\u7a76\u7684\u3002<\/p>\n<p>\u516b\u3001\u6280\u672f\u6307\u6807<\/p>\n<p>1\u3001\u4eba\u8138\u68c0\u6d4b\u4e2d\u7684\u5173\u952e\u6307\u6807\uff1a\u4f8b\u5b50\uff1a\u5728\u6444\u50cf\u5934\u67d0\u5f20\u6293\u62cd\u56fe\u50cf\u4e2d\uff0c\u4e00\u5171\u6709100\u5f20\u4eba\u8138\uff0c\u7b97\u6cd5\u68c0\u6d4b\u51fa80\u5f20\u4eba\u8138\uff0c\u5176\u4e2d75\u5f20\u662f\u771f\u5b9e\u4eba\u8138\uff0c5 \u5f20\u662f\u628a\u8def\u6807\u8bef\u8bc6\u4e3a\u4eba\u8138\u3002<\/p>\n<p>\uff081\uff09\u68c0\u6d4b\u7387\uff1a\u8bc6\u522b\u6b63\u786e\u7684\u4eba\u8138\/\u56fe\u4e2d\u6240\u6709\u7684\u4eba\u8138\u3002\u68c0\u6d4b\u7387\u8d8a\u9ad8\uff0c\u4ee3\u8868\u68c0\u6d4b\u6a21\u578b\u6548\u679c\u8d8a\u597d\u3002<\/p>\n<p>\uff082\uff09\u8bef\u68c0\u7387\uff1a\u8bc6\u522b\u9519\u8bef\u7684\u4eba\u8138\/\u8bc6\u522b\u51fa\u6765\u7684\u4eba\u8138\u3002\u8bef\u68c0\u7387\u8d8a\u4f4e\uff0c\u4ee3\u8868\u68c0\u6d4b\u6a21\u578b\u6548\u679c\u8d8a\u597d\u3002<\/p>\n<p>\uff083\uff09\u6f0f\u68c0\u7387\uff1a\u672a\u8bc6\u522b\u51fa\u6765\u7684\u4eba\u8138\/\u56fe\u4e2d\u6240\u6709\u7684\u4eba\u8138\u3002\u6f0f\u68c0\u7387\u8d8a\u4f4e\uff0c\u4ee3\u8868\u68c0\u6d4b\u6a21\u578b\u6548\u679c\u8d8a\u597d\u3002<\/p>\n<p>\uff084\uff09\u901f\u5ea6\uff1a\u4ece\u91c7\u96c6\u56fe\u50cf\u5b8c\u6210\u5230\u4eba\u8138\u68c0\u6d4b\u5b8c\u6210\u7684\u65f6\u95f4\u3002\u65f6\u95f4\u8d8a\u77ed\uff0c\u68c0\u6d4b\u6a21\u578b\u6548\u679c\u8d8a\u597d\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u5b9e\u9645\u6848\u4f8b\u4e2d\uff1a\u68c0\u6d4b\u7387=75\/100 \u8bef\u68c0\u7387=5\/80 \u6f0f\u68c0\u7387=\uff08100-75\uff09\/100<\/p>\n<p>2\u3001\u4eba\u8138\u8bc6\u522b\u4e2d\u7684\u5173\u952e\u6307\u6807\uff1a1000\u5f20\u6837\u672c\u56fe\u7247\u91cc\uff0c\u5171600\u5f20\u6b63\u6837\u672c\u3002\u76f8\u4f3c\u5ea6\u4e3a0.9\u7684\u56fe\u7247\u4e00\u5171100\u5f20\uff0c\u5176\u4e2d\u6b63\u6837\u672c\u4e3a99\u5f20\u3002\u867d\u71360.9\u9608\u503c\u7684\u6b63\u786e\u7387\u5f88\u9ad8\uff0c\u4e3a99\/100\uff1b\u4f46\u662f0.9\u9608\u503c\u6b63\u786e\u8f93\u51fa\u7684\u6570\u91cf\u786e\u5f88\u5c11\uff0c\u53ea\u670999\/600\u3002\u8fd9\u6837\u5f88\u5bb9\u6613\u53d1\u751f\u6f0f\u8bc6\u7684\u60c5\u51b5\u3002<\/p>\n<p>\uff081\uff09\u7cbe\u786e\u7387\uff08precision\uff09\uff1a\u8bc6\u522b\u4e3a\u6b63\u786e\u7684\u6837\u672c\u6570\/\u8bc6\u522b\u51fa\u6765\u7684\u6837\u672c\u6570=99\/100<\/p>\n<p>\uff082\uff09\u53ec\u56de\u7387\uff08recall\uff09\uff1a\u8bc6\u522b\u4e3a\u6b63\u786e\u7684\u6837\u672c\u6570\/\u6240\u6709\u6837\u672c\u4e2d\u6b63\u786e\u7684\u6570=99\/600<\/p>\n<p>\uff083\uff09\u9519\u8bef\u63a5\u53d7\u7387\/\u8ba4\u5047\u7387\/\u8bef\u8bc6\u7387\uff08FAR\uff0cFalse Accept Rate\uff09\uff1a<\/p>\n<p>\u5b9a\u4e49\uff1a\u6307\u5c06\u8eab\u4efd\u4e0d\u540c\u7684\u4e24\u5f20\u7167\u7247\uff0c\u5224\u522b\u4e3a\u76f8\u540c\u8eab\u4efd\uff0c\u8d8a\u4f4e\u8d8a\u597d<\/p>\n<p>FAR = NFA \/ NIRA<\/p>\n<p>\u5f0f\u4e2d NIRA \u4ee3\u8868\u7684\u662f\u7c7b\u95f4\u6d4b\u8bd5\u6b21\u6570\uff0c\u65e2\u4e0d\u540c\u7c7b\u522b\u95f4\u7684\u6d4b\u8bd5\u6b21\u6570\uff0c\u6253\u6bd4\u65b9\u5982\u679c\u67091000\u4e2a\u8bc6\u522b \u6a21\u578b\uff0c\u67091000\u4e2a\u4eba\u8981\u8bc6\u522b\uff0c\u800c\u4e14\u6bcf\u4eba\u53ea\u63d0\u4f9b\u4e00\u4e2a\u5f85\u8bc6\u522b\u7684\u7d20\u6750\uff0c\u90a3 NIRA=1000*(1000-1) \u3002NFA\u662f\u9519\u8bef\u63a5\u53d7\u6b21\u6570\u3002<\/p>\n<p>\uff084\uff09\u9519\u8bef\u62d2\u7edd\u7387\/\u62d2\u771f\u7387\/\u62d2\u8bc6\u7387\uff08FRR\uff0c False Reject Rate\uff09\uff1a<\/p>\n<p>\u5b9a\u4e49\uff1a\u6307\u5c06\u8eab\u4efd\u76f8\u540c\u7684\u4e24\u5f20\u7167\u7247\uff0c\u5224\u522b\u4e3a\u4e0d\u540c\u8eab\u4efd\uff0c\u8d8a\u4f4e\u8d8a\u597d<\/p>\n<p>FRR = NFR \/ NGRA<\/p>\n<p>\u4e0a\u5f0f\u4e2dNFR\u662f\u7c7b\u5185\u6d4b\u8bd5\u6b21\u6570\uff0c\u65e2\u540c\u7c7b\u522b\u5185\u7684\u6d4b\u8bd5\u6b21\u6570\uff0c\u6253\u6bd4\u65b9\u5982\u679c\u67091000\u4e2a\u8bc6\u522b\u6a21\u578b\uff0c \u67091000\u4e2a\u4eba\u8981\u8bc6\u522b\uff0c \u800c\u4e14\u6bcf\u4eba\u53ea\u63d0\u4f9b\u4e00\u4e2a\u5f85\u8bc6\u522b\u7684\u7d20 \u6750\uff0c\u90a3 NIRA=1000\uff0c\u5982\u679c\u6bcf\u4e2a\u4eba\u63d0\u4f9bN\u5f20\u56fe\u7247\uff0c\u90a3\u4e48 NIRA=N*1000 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