DocumentCode
2618230
Title
Incremental 2DMMC and its application in face recognition
Author
Wei, Liqing ; Chen, Xiuhong
Author_Institution
Sch. of Digital Media, Jiangnan Univ., Wuxi, China
fYear
2011
fDate
27-29 June 2011
Firstpage
1334
Lastpage
1337
Abstract
In this paper, we present a novel incremental 2DMMC method. Firstly, extract the feature of the initial face trainset using 2DMMC, then update the current projection space by I2DMMC. The method can not only avoid SSS problem, it can reduce the system computation and update the projection space dynamically. Experiments on YALE and FERET show that it achetives a better result on incremental learning.
Keywords
face recognition; feature extraction; learning (artificial intelligence); singular value decomposition; 2D maximum margin criterion; FERET database; YALE database; current projection space update; face recognition; feature extraction; incremental 2DMMC method; incremental learning; Educational institutions; Face recognition; Feature extraction; Learning systems; Media; Robustness; 2DMMC; I2DMMC; face recognition; feature extraction; incremental learning;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Science and Service System (CSSS), 2011 International Conference on
Conference_Location
Nanjing
Print_ISBN
978-1-4244-9762-1
Type
conf
DOI
10.1109/CSSS.2011.5974559
Filename
5974559
Link To Document