DocumentCode
382136
Title
Rate-distortion optimized image compression using wedgelets
Author
Wakin, Michael ; Romberg, Justin ; Choi, Hyeokho ; Baraniuk, Richard
Author_Institution
Dept. of Electr. & Comput. Eng., Rice Univ., Houston, TX, USA
Volume
3
fYear
2002
fDate
2002
Abstract
Most wavelet-based image coders fail to model the joint coherent behavior of wavelet coefficients near edges. Wedgelets offer a convenient parameterization for the edges in an image, but they have yet to yield a viable compression algorithm. In this paper, we propose an extension of the zerotree-based space-frequency quantization (SFQ) algorithm by adding a wedgelet symbol to its tree-pruning optimization. This incorporates wedgelets into a rate-distortion compression framework and allows simple, coherent descriptions of the wavelet coefficients near edges. The resulting method yields improved visual quality and increased compression efficiency over the standard SFQ technique.
Keywords
data compression; edge detection; image coding; optimisation; quantisation (signal); rate distortion theory; transform coding; tree data structures; wavelet transforms; SFQ technique; coherent behavior; compression efficiency; image compression; image edges; rate-distortion compression; tree-pruning optimization; visual quality; wavelet-based image coders; wedgelets; zerotree-based space-frequency quantization algorithm; Code standards; Compression algorithms; Dictionaries; Frequency domain analysis; Image coding; PSNR; Quantization; Rate-distortion; Wavelet coefficients; Wavelet transforms;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing. 2002. Proceedings. 2002 International Conference on
ISSN
1522-4880
Print_ISBN
0-7803-7622-6
Type
conf
DOI
10.1109/ICIP.2002.1038949
Filename
1038949
Link To Document