JOURNAL ARTICLE

Spherical Coding Algorithm for Wavelet Image Compression

Hasan F. AteşM.T. Orchard

Year: 2009 Journal:   IEEE Transactions on Image Processing Vol: 18 (5)Pages: 1015-1024   Publisher: Institute of Electrical and Electronics Engineers

Abstract

In recent literature, there exist many high-performance wavelet coders that use different spatially adaptive coding techniques in order to exploit the spatial energy compaction property of the wavelet transform. Two crucial issues in adaptive methods are the level of flexibility and the coding efficiency achieved while modeling different image regions and allocating bitrate within the wavelet subbands. In this paper, we introduce the "spherical coder," which provides a new adaptive framework for handling these issues in a simple and effective manner. The coder uses local energy as a direct measure to differentiate between parts of the wavelet subband and to decide how to allocate the available bitrate. As local energy becomes available at finer resolutions, i.e., in smaller size windows, the coder automatically updates its decisions about how to spend the bitrate. We use a hierarchical set of variables to specify and code the local energy up to the highest resolution, i.e., the energy of individual wavelet coefficients. The overall scheme is nonredundant, meaning that the subband information is conveyed using this equivalent set of variables without the need for any side parameters. Despite its simplicity, the algorithm produces PSNR results that are competitive with the state-of-art coders in literature.

Keywords:
Wavelet Wavelet transform Algorithm Set partitioning in hierarchical trees Computer science Cascade algorithm Second-generation wavelet transform Data compression Discrete wavelet transform Stationary wavelet transform Image compression Coding (social sciences) Lifting scheme Mathematics Artificial intelligence Image processing Image (mathematics) Statistics

Metrics

18
Cited By
4.03
FWCI (Field Weighted Citation Impact)
19
Refs
0.95
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

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