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Sparse Signal Processing and Compressed Sensing Recovery by Sahoo Sujit Kumar, Makur Anamitra

Sparse Signal Processing and Compressed Sensing Recovery

by Sahoo Sujit Kumar , Makur Anamitra
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Book cover type: Paperback
  • ISBN13: 9783659762130
  • Binding: Paperback
  • Subject: N/A
  • Publisher: LAP Lambert Academic Publishing
  • Publisher Imprint: LAP Lambert Academic Publishing
  • Publication Date:
  • Pages: 136
  • Original Price: GBP 51.38
  • Language: English
  • Edition: N/A
  • Item Weight: 209 grams
  • BISAC Subject(s): Electronics / General

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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