SOMface_demo
所属分类:模式识别(视觉/语音等)
开发工具:matlab
文件大小:2167KB
下载次数:22
上传日期:2014-05-19 14:36:22
上 传 者:
zqmalyssa
说明: 基于som脸编写的人脸识别算法,应用在feret数据集上,效果不错
(Face recognition algorithm based on som face writing, applied on feret dataset, effect is good)
文件列表:
block_pos.m (161, 2004-08-08)
bmu_pos.m (288, 2005-04-28)
distance_2_norm.m (1233, 2004-11-19)
face_dist_matrix_fast_BMU.m (1089, 2005-04-28)
face_fetch.m (657, 2005-04-29)
face_identify_kNN.m (1611, 2005-04-28)
face_map.m (709, 2005-04-28)
face_train.m (315, 2005-04-28)
PartiToBlocks.m (3504, 2005-04-26)
SOM_face_main.m (630, 2005-04-29)
feretfaces.mat (1440240, 2003-05-22)
SOMface_demo\block_pos.m (161, 2004-08-08)
SOMface_demo\bmu_pos.m (288, 2005-04-28)
SOMface_demo\distance_2_norm.m (1233, 2004-11-19)
SOMface_demo\face_dist_matrix_fast_BMU.m (1089, 2005-04-28)
SOMface_demo\face_fetch.m (657, 2005-04-29)
SOMface_demo\face_identify_kNN.m (1611, 2005-04-28)
SOMface_demo\face_map.m (709, 2005-04-28)
SOMface_demo\face_train.m (315, 2005-04-28)
SOMface_demo\feretfaces.mat (1440240, 2003-05-22)
SOMface_demo\PartiToBlocks.asv (3505, 2010-02-23)
SOMface_demo\PartiToBlocks.m (3504, 2005-04-26)
SOMface_demo\som_batchtrain.m (20584, 2002-10-01)
SOMface_demo\som_bmus.m (8495, 2002-10-01)
SOMface_demo\som_data_struct.m (6067, 2002-10-01)
SOMface_demo\SOM_face_main.m (630, 2005-04-29)
SOMface_demo\som_lininit.m (8310, 2002-10-01)
SOMface_demo\som_make.m (12629, 2002-10-01)
SOMface_demo\som_map_struct.m (9482, 2002-10-01)
SOMface_demo\som_quality.m (4930, 2002-10-01)
SOMface_demo\som_seqtrain.m (20925, 2002-10-01)
SOMface_demo\som_set.m (26243, 2002-10-01)
SOMface_demo\som_showforstudent.m (226, 2010-04-14)
SOMface_demo\som_topol_struct.m (9653, 2002-10-01)
SOMface_demo\som_train_struct.m (14146, 2002-10-01)
SOMface_demo\som_unit_coords.m (8082, 2002-10-01)
SOMface_demo\som_unit_dists.m (9215, 2002-10-01)
SOMface_demo\som_unit_neighs.m (5418, 2002-10-01)
... ...
Simple description of the files:
1.feretfaces.mat: a sample dataset
details can be found at:
http://cs.nju.edu.cn/people/zhouzh/zhouzh.files/publication/annex/singleface-datafile.htm
2.SOM_face_main.m: the main program of SOM-face
3.face_fetch.m: load the dataset and partition the faces
4.face_train.m: train the sub-blocks with SOM network
5.face_map.m: mapping the sub-block to its BMU.
6.face_dist_matrix_fast_BMU.m: calculate the pairwise distance between two sub-blocks in the SOM topological space.
7.face_identify_kNN.m: Recognition with soft k_NN.
8.PartiToBlocks.m: routine to perform partition
9.distance_2_norm.m:routine to calculate the L2 distance.
10.bmu_pos.m: routine to get the location of BMU in 2D space.
11.block_pos.m:sub-routine called by bmu_pos.m
How to run?
1.download and install the SOMtoolbox from:
http://www.cis.hut.fi/projects/somtoolbox/
2. run SOM_face_main.m in Matlab.
If any problem,pls contact :
xiaoyang tan
x.tan@nuaa.edu.cn
For details of the algorithm, pls refer to the following paper:
1.X. Tan, S. Chen, Z.-H. Zhou, and F. Zhang. Recognizing partially occluded, expression variant faces from single training image per person with SOM and soft kNN ensemble. IEEE Transactions on Neural Networks, in press.
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