Sparse Representations and Compressive Sensing for Imaging and Vision

Author:   Vishal M. Patel ,  Rama Chellappa
Publisher:   Springer-Verlag New York Inc.
Edition:   2013 ed.
ISBN:  

9781461463801


Pages:   102
Publication Date:   08 February 2013
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Sparse Representations and Compressive Sensing for Imaging and Vision


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Overview

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.

Full Product Details

Author:   Vishal M. Patel ,  Rama Chellappa
Publisher:   Springer-Verlag New York Inc.
Imprint:   Springer-Verlag New York Inc.
Edition:   2013 ed.
Dimensions:   Width: 15.50cm , Height: 0.60cm , Length: 23.50cm
Weight:   1.825kg
ISBN:  

9781461463801


ISBN 10:   1461463807
Pages:   102
Publication Date:   08 February 2013
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

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

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