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Face Recognition in JPEG and JPEG2000 Compressed Domain (CROSBI ID 152750)

Prilog u časopisu | izvorni znanstveni rad | međunarodna recenzija

Delač, Krešimir ; Grgić, Mislav ; Grgić, Sonja Face Recognition in JPEG and JPEG2000 Compressed Domain // Image and vision computing, 27 (2009), 8; 1108-1120. doi: 10.1016/j.imavis.2008.10.007

Podaci o odgovornosti

Delač, Krešimir ; Grgić, Mislav ; Grgić, Sonja

engleski

Face Recognition in JPEG and JPEG2000 Compressed Domain

In this paper we investigate the potential of performing face recognition in JPEG and JPEG2000 compressed domain. This is achieved by avoiding full decompression and using transform coefficients as input to face recognition algorithms. We propose a new comparison methodology and by employing it show that face recognition can efficiently be implemented directly into compressed domain. In the first part of our experiment we use all the available transform coefficients and show that recognition rates are comparable and in some cases even higher than recognition rates obtained by using pixels from uncompressed images (standard face recognition approach). In the second part, we propose an effective coefficient preselection method (applicable both in JPEG and JPEG2000 compressed domain). Our results show that by using the proposed method, recognition rates can be significantly improved while additionally reducing computational time. Finally, we propose what a hypothetical compressed domain face recognition system should look like.

face recognition; compressed domain; JPEG; JPEG2000; DCT; DWT

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Podaci o izdanju

27 (8)

2009.

1108-1120

objavljeno

0262-8856

10.1016/j.imavis.2008.10.007

Povezanost rada

Elektrotehnika, Računarstvo

Poveznice
Indeksiranost