Sparse Signal Processing and Compressed Sensing Recovery - Couverture souple

Sahoo, Sujit Kumar; Makur, Anamitra

 
9783659762130: Sparse Signal Processing and Compressed Sensing Recovery
Couverture souple
ISBN 10 : 365976213X ISBN 13 : 9783659762130
Editeur : LAP LAMBERT Academic Publishing, 2015

Synopsis

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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Présentation de l'éditeur

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.

Biographie de l'auteur

Sujit Kumar Sahoo received the B.Tech. degree in electrical engineering in 2006 from NIT, Rourkela, India, and the Ph.D. degrees in electrical and electronic engineering in 2014 from NTU, Singapore. From 2006 to 2007, he was a Software Engineer at Sasken Comm. Tech. Ltd., Bangalore, India. Since 2012, he has been a Researcher at NTU, Singapore.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2015
Langue
anglais
ISBN 10 
365976213X
ISBN 13 
9783659762130
Reliure
Broché
Nombre de pages
136
Coordonnées du fabricant
non disponible
Personne responsable
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