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基于fisherface的人脸图像识别,采用lda降维的方法来识别人脸图像-This package implements a well-known FLD-based face recognition
method, which is called Fisherface [1].
All functions are easy to use, as they are heavy commented.
Furtheremore, a sample scr ipt is incl
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自动人脸检测识别系统V5.0是一套集图象处理、人脸检测和人脸识别以及人脸图像数据库管理于一体的完整人脸识别系统。-Automatic Face Detection and Recognition System V5.0 is a set of image processing, face detection and face recognition and human face image database management in one complete face recognition
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二维线性鉴别分析(2DLDA)算法能有效解决线性鉴别分析(LDA)算法的“小样本”效应,支持向量机
(SVM)具有结构风险最小化的特点,将两者结合起来用于人脸识别。首先,利用小波变换获取人脸图像的低频分量,忽
略高频分量:然后,用2DLDA算法提取人脸图像低频分量的线性鉴别特征,用“一对多”的SVM 多类分类算法完成人脸
识别。基于ORL人脸数据库和Yale人脸数据库的实验结果验证了2DLDA+SVM算法应用于人脸识别的有效性。-”Small sample size”problem
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SVM face recognition
程序源代码
s1-s40 --------- 人脸数据库
face.m --------- 人脸识别主程序
load_database.m------载入数据函数
其他-------------LIBSVM工具箱函数
注意:LIBSVM需要手动安装,先安装编译器,再执行make.m-Source code
S1-s40-----face database
Face. M-----face recognition t
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结合DCT和BP神经网络进行人脸识别。先利用DCT提取特征,然后利用BP神经网络分类,在ORL人脸库上测试效果不错。-The combination of DCT and BP neural network for face recognition. First DCT Feature Extraction, and then use the BP neural network classifier, a good test results on the ORL face database.
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结合DCT和概率神经网络进行人脸识别。先利用DCT提取特征,然后利用PNN分类,在ORL人脸库上测试效果不错。-The combination of DCT and probabilistic neural network for face recognition. First DCT Feature Extraction, and then use a PNN classification, good test results on the ORL face database.
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本程序是基于ICA(独立成分分析)方法进行人脸识别,人脸库已经给出,有需要的童靴自行下载-This procedure is based on ICA (independent component analysis) method for face recognition, face database has been given, there is a need to download children' s boots
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一个完整的人脸识别算法实验,快速pca+svm算法,里面还带有orl人脸数据库,并且代码还有相应注释,大小有几十m,是一个很好的人脸实验-A complete face recognition algorithm experiments, fast pca+svm algorithm, which also comes with orl face database, and the code as well as the corresponding notes, there are dozens
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(1)Bayes分类
已知N=9, =3,n=2,C=3,问x= 应属于哪一类?
(2)聚类
使用c-均值聚类算法在IRIS数据上进行聚类分析
(3)鉴别分析
在ORL或Yale标准人脸数据库上完成模式识别任务。
用PCA与基于核的PCA(KPCA)方法完成人脸图像的重构与识别试验。-(1) Bayes classification
Known N = 9, = 3, n = 2, C = 3, x = should ask which cat
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人脸识别,采用ASM和欧氏距离的方法,训练样本和测试样本来自SCface视频人脸库。ASM的特征点通过手工标记获得,并保存为mat文件。想要训练样本的原始图像,请联系我-Face recognition, using the ASM method and Euclidean distance, the training samples and testing samples from the SCface video database. Characteristics of ASM obtain
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第一个m文件:构造、训练BP神经网络并计算其识别率;第二个文件将进行人脸检测。注意:orl人脸数据库需要在网上下载。(The function of the first m file is to construct and train the BP neural network and calculate its recognition rate. The second is the detection of face. Note: the ORL face database needs to
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