DocumentCode
1944134
Title
A novel technique for face recognition using range imaging
Author
Hesher, Curt ; Srivastava, Anuj ; Erlebacher, Gordon
Author_Institution
Florida State Univ., Tallahassee, FL, USA
Volume
2
fYear
2003
fDate
1-4 July 2003
Firstpage
201
Abstract
We consider a novel technique for recognizing people from range images (RI) of their faces. Range images have the advantage of capturing the shape variation irrespective of illumination variabilities. We describe a procedure for generating RI effaces using data from a 3D scanner, and registering them in the image plane by aligning salient facial features. For statistical analysis of RI, we use standard projections such as PCA and ICA, and then impose probability models on the coefficients. An experiment describing recognition effaces using the FSU 3D face database is presented.
Keywords
face recognition; independent component analysis; principal component analysis; 3D face database; 3D scanner; ICA; PCA; face recognition; illumination variabilities; probability models; range imaging; salient facial features; shape variation; statistical analysis; Face recognition; Facial features; Image databases; Image recognition; Independent component analysis; Lighting; Principal component analysis; Probability; Shape; Statistical analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing and Its Applications, 2003. Proceedings. Seventh International Symposium on
Print_ISBN
0-7803-7946-2
Type
conf
DOI
10.1109/ISSPA.2003.1224850
Filename
1224850
Link To Document