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Image compression using an efficient edge cartoon + texture model

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4 Author(s)
Wakin, M. ; Dept. of Electr. & Comput. Eng., Rice Univ., Houston, TX, USA ; Romberg, J. ; Hyeokho Choi ; Baraniuk, R.

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.

Published in:

Data Compression Conference, 2002. Proceedings. DCC 2002

Date of Conference:

2002

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