DocumentCode
178002
Title
RGB-D-T Based Face Recognition
Author
Nikisins, O. ; Nasrollahi, K. ; Greitans, M. ; Moeslund, T.B.
Author_Institution
Inst. of Electron. & Comput. Sci., Riga, Latvia
fYear
2014
fDate
24-28 Aug. 2014
Firstpage
1716
Lastpage
1721
Abstract
Facial images are of critical importance in many real-world applications from gaming to surveillance. The current literature on facial image analysis, from face detection to face and facial expression recognition, are mainly performed in either RGB, Depth (D), or both of these modalities. But, such analyzes have rarely included Thermal (T) modality. This paper paves the way for performing such facial analyzes using synchronized RGB-D-T facial images by introducing a database of 51 persons including facial images of different rotations, illuminations, and expressions. Furthermore, a face recognition algorithm has been developed to use these images. The experimental results show that face recognition using such three modalities provides better results compared to face recognition in any of such modalities in most of the cases.
Keywords
face recognition; image colour analysis; RGB-D-T based face recognition; face detection; facial expression recognition; facial image analysis; thermal modality; Databases; Face; Face recognition; Feature extraction; Lighting; Training; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Pattern Recognition (ICPR), 2014 22nd International Conference on
Conference_Location
Stockholm
ISSN
1051-4651
Type
conf
DOI
10.1109/ICPR.2014.302
Filename
6977013
Link To Document