Face recognition with 3D real-time face imaging system based on LOGMAP

Author

Changming, Ye ; Jianguo Jiang ; Shu Zhan ; Zhihua, Zhang ; Ando, Shigeru

Author_Institution

Sch. of Comput. & Inf., Hefei Univ. of Technol., Hefei, China

Volume

3

fYear

2011

Firstpage

373

Lastpage

376

Abstract

3D human face recognition with 3D imaging technology is a frontier in image processing and pattern recognition. The 3D real-time human face imaging system based on CIS is able to obtain corresponding 2D gray data and 3D depth data from human face. Dimensionality reduction of high-dimensional observation data is the key problem of face recognition. This paper applies LOGMAP theory to dimensionality reduction of 2D facial gray data 3D depth data. Tests show that the recognition results based on dimensionality reduction with LOGMAP perform well.

Keywords

face recognition; image colour analysis; learning (artificial intelligence); real-time systems; 2D facial gray data; 3D depth data; 3D human face recognition; 3D real-time face imaging system; 3D real-time human face imaging system; LOGMAP theory; dimensionality reduction; image processing; logarithmic mapping; manifold learning; pattern recognition; Face; Face recognition; Humans; Imaging; Manifolds; Real time systems; Three dimensional displays; 3D imaging system; LOGMAP; dimensionality reduction; face recognition; manifold learning;

fLanguage

English

Publisher

ieee

Conference_Titel

Electronic Measurement & Instruments (ICEMI), 2011 10th International Conference on

Conference_Location

Chengdu

Print_ISBN

978-1-4244-8158-3

Type

conf

DOI

10.1109/ICEMI.2011.6037927

Filename

6037927