Sparse Representations and Compressive Sensing for Imaging and Vision - Brossura

Patel, Vishal M.; Chellappa, Rama

 
9781461463801: Sparse Representations and Compressive Sensing for Imaging and Vision

Sinossi

Compressed sensing or compressive sensing is a new concept in signal processing where one measures a small number of non-adaptive linear combinations of the signal. These measurements are usually much smaller than the number of samples that define the signal. From these small numbers of measurements, the signal is then reconstructed by non-linear procedure. Compressed sensing has recently emerged as a powerful tool for efficiently processing data in non-traditional ways. In this book, we highlight some of the key mathematical insights underlying sparse representation and compressed sensing and illustrate the role of these theories in classical vision, imaging and biometrics problems.

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Contenuti

Introduction.- Compressive Sensing.- Compressive Acquisition.- Compressive Sensing for Vision.- Sparse Representation-based Object Recognition.- Dictionary Learning.- Concluding Remarks.

Product Description

Book by Patel Vishal M Chellappa Rama

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Altre edizioni note dello stesso titolo

9781461463825: Sparse Representations and Compressive Sensing for Imaging and Vision

Edizione in evidenza

ISBN 10:  1461463823 ISBN 13:  9781461463825
Casa editrice: Springer, 2013
Brossura