JOURNAL ARTICLE

Region adaptive subband image coding

Oh‐Jin KwonRama Chellappa

Year: 1998 Journal:   IEEE Transactions on Image Processing Vol: 7 (5)Pages: 632-648   Publisher: Institute of Electrical and Electronics Engineers

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:
Sub-band coding Entropy (arrow of time) Mathematics Algorithm Gaussian Artificial intelligence Pattern recognition (psychology) Adaptive filter Coding (social sciences) Computer vision Computer science Statistics

Metrics

22
Cited By
1.91
FWCI (Field Weighted Citation Impact)
31
Refs
0.86
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Data Compression Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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