Title :
Region adaptive subband image coding
Author :
Kwon, Oh-Jin ; Chellappa, Rama
Author_Institution :
Samsung Data Syst. Co. Ltd., Seoul, South Korea
fDate :
5/1/1998 12:00:00 AM
Abstract :
We present a region adaptive subband image coding scheme using the statistical properties of image subbands for various subband decompositions. Motivated by analytical results obtained when the input signal to the subband decomposition is a unit step function, we analyze the energy packing properties toward the lower frequency subbands, edges, and the dependency of energy distribution on the orientation of the edges, in subband decomposed images. Based on these investigations and ideal analysis/synthesis filtering done in the frequency domain, the region adaptive subband image coding scheme extracts suitably shaped regions in each subband and then uses adaptive entropy-constrained quantizers for different regions under the assumption of a generalized Gaussian distribution for the image subbands. We also address the problem of determining an optimal subband decomposition among all possible decompositions. Experimental results show that visual degradations in the reconstructed image are negligible at a bit rate of 1.0 b/pel and reasonable quality images are obtainable at rates as low as 0.25 b/pel
Keywords :
Gaussian distribution; adaptive codes; band-pass filters; entropy; filtering theory; frequency-domain analysis; frequency-domain synthesis; image coding; image reconstruction; image segmentation; quantisation (signal); statistical analysis; DPCM; adaptive entropy-constrained quantizers; analysis/synthesis filtering; bit rate; edge orientation; energy distribution; energy packing properties; experimental results; frequency domain; generalized Gaussian distribution; image quality; input signal; lower frequency subbands; optimal subband decomposition; reconstructed image; region adaptive subband image coding; statistical properties; unit step function; visual degradations; Adaptive filters; Degradation; Filtering; Frequency domain analysis; Gaussian distribution; Image analysis; Image coding; Image reconstruction; Signal analysis; Signal synthesis;
Journal_Title :
Image Processing, IEEE Transactions on