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
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;
Conference_Titel :
Image Processing. 2002. Proceedings. 2002 International Conference on
Print_ISBN :
0-7803-7622-6
DOI :
10.1109/ICIP.2002.1038949