Title :
Towards Face Recognition in JPEG2000 Compressed Domain
Author :
Delac, Kresimir ; Grgic, Mislav ; Grgic, Sonja
Author_Institution :
Univ. of Zagreb, Zagreb
Abstract :
The goal of this research is to examine the feasibility of implementing face recognition algorithms directly into JPEG2000 compressed domain. By exploring some standard face recognition algorithms´ behavior when fed with standard JPEG2000 DWT coefficients (CDF 9/7 wavelet), we will prove that recognition can be done directly in JPEG2000 compressed domain, avoiding inverse discrete wavelet transform (IDWT). Such an approach would consequently enable the use of compressed images in recognition purposes, thus reducing both computational time and storage requirements. Our experimental results indicate that face recognition performance in JPEG2000 compressed domain is comparable, or even better in some cases, than face recognition performance in pixel domain.
Keywords :
data compression; face recognition; image coding; JPEG2000 compressed domain; face recognition; image compression; pixel domain; Discrete wavelet transforms; Face recognition; Image coding; Image recognition; Image storage; Independent component analysis; Linear discriminant analysis; Principal component analysis; Transform coding; Visual system; ICA; JPEG2000; LDA; PCA; compressed domain; face recognition;
Conference_Titel :
Systems, Signals and Image Processing, 2007 and 6th EURASIP Conference focused on Speech and Image Processing, Multimedia Communications and Services. 14th International Workshop on
Conference_Location :
Maribor
Print_ISBN :
978-961-248-029-5
Electronic_ISBN :
978-961-248-029-5
DOI :
10.1109/IWSSIP.2007.4381175