Title :
A New Wavelet Based Compression Scheme Replicating Human Visual System Processing
Author :
Sreelekha, G. ; Sathidevi, P.S.
Author_Institution :
Nat. Inst. of Technol., Calicut
Abstract :
A perceptual image coder for the compression of monochrome images is presented here, in which the coding structure is coupled with a vision model to produce coded images with an improved visual quality at low bit-rates. The coder is an improvement on the current image compression standard, JPEG2000. The proposed coding structure incorporates the human vision model in all stages of compression, and gives very good results compared to the existing wavelet based JPEG scheme. Though the mathematical model used are not new, the simple structure of it which can be easily incorporated into the coding structure of the JPEG2000, incorporates the visual processing stages in a very systematic manner in the same way as the visual neurons process the signal. The results presented in this paper reveal that the proposed structure gives very good perceptual quality compared to the existing scheme especially as we go for lower bit rates. One of the major advantages of the proposed scheme is that it can be easily extended to a structure in which the rate control optimization can be incorporated, as in the JPEG2000.
Keywords :
data compression; image coding; wavelet transforms; JPEG2000; human vision model; human visual system processing; mathematical model; monochrome image compression; perceptual image coder; visual neurons process; wavelet based JPEG scheme; wavelet based compression scheme; Discrete wavelet transforms; Frequency; Humans; Image coding; Machine vision; Optical distortion; Optical sensors; Quantization; Transform coding; Visual system;
Conference_Titel :
Conference on Computational Intelligence and Multimedia Applications, 2007. International Conference on
Conference_Location :
Sivakasi, Tamil Nadu
Print_ISBN :
0-7695-3050-8
DOI :
10.1109/ICCIMA.2007.174