MPCACodes

所属分类:matlab编程
开发工具:matlab
文件大小:3254KB
下载次数:121
上传日期:2011-03-30 17:02:07
上 传 者ren_fan
说明:  多线性主成分分析的MATLAB源代码 最初用于人脸识别和步态识别 后被扩展到其他应用领域
(The codes implement two algorithms: Multilinear Principal Component Analysis (MPCA) and MPCA+LDA.)

文件列表:
MPCACodes (0, 2011-03-12)
MPCACodes\FERETC80A45.mat (240059, 2008-06-24)
MPCACodes\MPCA.m (11273, 2011-03-12)
MPCACodes\MPCALDA.m (11029, 2011-03-12)
MPCACodes\MPCApublications.bib (2362, 2011-03-12)
MPCACodes\MPCA_TNN08Jan.pdf (1707669, 2008-02-28)
MPCACodes\SurveyMSL_PR2011.pdf (1421052, 2011-03-04)
MPCACodes\USF17Gal.mat (284583, 2007-12-11)

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % Matlab source codes for % % Multilinear Principal Component Analysis (MPCA) % % % % Author: Haiping LU % % Email : hplu@ieee.org or eehplu@gmail.com % % Release date: March 12, 2011 % %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %[Algorithms]% The matlab codes provided here implement two algorithms presented in the paper "MPCA_TNN08Jan.pdf" included in this package: Haiping Lu, K.N. Plataniotis, and A.N. Venetsanopoulos, "MPCA: Multilinear Principal Component Analysis of Tensor Objects", IEEE Transactions on Neural Networks, Vol. 19, No. 1, Page: 18-39, January 2008. Algorithm 1: "MPCA.m" implements the MPCA algorithm described in this paper Algorithm 2: "MPCALDA.m" implements the MPCA+LDA algorithm in this paper %[Usages]% Please refer to the comments in the codes, which include example usage on 2D data and 3D data below: FERETC80A45.mat: 320 faces (32x32) of 80 subjects (4 samples per class) from the FERET database USF17Gal.mat: 731 gait samples (32x22x10) of 71 subjects from the gallery set of the USF gait challenge data sets version 1.7 %[Restriction]% In all documents and papers reporting research work that uses the matlab codes provided here, the respective author(s) must reference the following paper: [1] Haiping Lu, K.N. Plataniotis, and A.N. Venetsanopoulos, "MPCA: Multilinear Principal Component Analysis of Tensor Objects", IEEE Transactions on Neural Networks, Vol. 19, No. 1, Page: 18-39, January 2008. %[Comment/Question?]% Please send your comment (e.g., ways to improve the codes) or question (e.g., difficulty in using the codes) to hplu@ieee.org or eehplu@gmail.com %[Update history]% 1. March 1, 2008: Version 1.0 is released. 2. June 24, 2008: Version 1.1 is released. [Example usage on 2D data is included] [Recommendation on parameter MPCADADim is updated] 3. March 12, 2011: Version 1.2 is released. [Minor change to code: insertion of line 275 to MPCALDA.m] [Since the publication of MPCA, several extensions have been developed. Therefore, in this update, we include a survey paper "SurveyMSL_PR2011.pdf" and a BibTeX file "MPCApublications.bib" for user convenience]

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