DocumentCode :
2477082
Title :
Image compression using an efficient edge cartoon + texture model
Author :
Wakin, Michael ; Romberg, Justin ; Choi, Hyeokho ; Baraniuk, R. Ichard
Author_Institution :
Dept. of Electr. & Comput. Eng., Rice Univ., Houston, TX, USA
fYear :
2002
fDate :
2002
Firstpage :
43
Lastpage :
52
Abstract :
Wavelet-based image coders optimally represent smooth regions and isolated point singularities. However, wavelet coders are less adept at representing perceptually important edge singularities, and coding performance suffers significantly as a result. We propose a novel two-stage image coder framework based on modeling images as edge cartoons + textures. In stage 1, we infer and efficiently code the edge information from the image using a multiscale wedgelet decomposition. In stage 2, we code the residual, "edgeless" texture image using a standard wavelet coder. Our preliminary coder improves significantly over standard wavelet coding techniques in terms of visual quality.
Keywords :
data compression; image coding; image texture; transform coding; wavelet transforms; edge information coding; efficient edge cartoon model; efficient texture model; image compression; multiscale wedgelet decomposition; smooth region representation; texture image coding; two-stage image coder; wavelet coding; wavelet-based image coders; Chromium; Computed tomography; Data compression; Image coding;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Data Compression Conference, 2002. Proceedings. DCC 2002
ISSN :
1068-0314
Print_ISBN :
0-7695-1477-4
Type :
conf
DOI :
10.1109/DCC.2002.999942
Filename :
999942
Link To Document :
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