Title :
Compensating for variable recording conditions in frontal face authentication algorithms
Author :
Tefas, A. ; Menguy, Y. ; Kotropoulos, C. ; Richard, G. ; Pitas, I. ; Lockwood, P.
Author_Institution :
Dept. of Inf., Aristotelian Univ. of Thessaloniki, Greece
Abstract :
This paper addresses the problem of compensating for variable recording conditions such as changes in illumination, scale differences, and varying face position. It is well known that the performance of any face authentication/recognition algorithm deteriorates significantly in the presence of the aforementioned conditions as well as the expression variations. The use of simple and powerful pre-processing techniques aiming at compensating for variable recording conditions prior to the application of any authentication algorithm is proposed. It is shown that such an approach overcomes indeed the image variations and guarantees an almost stable performance for the Morphological Dynamic Link Architecture developed within the European research project M2VTS
Keywords :
face recognition; lighting; research initiatives; M2VTS European research project; Morphological Dynamic Link Architecture; expression variations; face normalization method; face recognition algorithm; frontal face authentication algorithms; illumination; image variations; performance; pre-processing techniques; scale differences; stable performance; variable recording conditions compensation; varying face position; Authentication; Face recognition; Gabor filters; Image databases; Image representation; Informatics; Law enforcement; Lighting; Neural networks; Robustness;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1999. Proceedings., 1999 IEEE International Conference on
Conference_Location :
Phoenix, AZ
Print_ISBN :
0-7803-5041-3
DOI :
10.1109/ICASSP.1999.757612