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Sparse Signal Processing and Compressed Sensing Recovery

Sparse Signal Processing and Compressed Sensing Recovery

Paperback

Technology & Engineering

ISBN10: 365976213X
ISBN13: 9783659762130
Publisher: Lap Lambert Academic Pub
Published: Jul 22 2015
Pages: 136
Weight: 0.46
Height: 0.32 Width: 6.00 Depth: 9.00
Language: English
The presented work revolves around sparsity. It contributes to dictionary training for sparse representation with a new algorithm and analysis. It showcases the usability of trained dictionary in image processing problems. It demonstrates a new framework for image recovery (inpainting and denoising) using sparse representation. In the end, it proposes an extension of the well-known sparse signal recovery algorithm, Orthogonal Matching Pursuit (OMP) for compressed sensing. It also provides a complete analysis of the proposed extension, and its theoretical guarantees.

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