Sparse Representations and Compressive Sensing for Imaging and Vision

• Main Authors: Patel, Vishal M. (Author), Chellappa, Rama (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: New York, NY : Springer New York : Imprint: Springer, 2013.
• Series: SpringerBriefs in Electrical and Computer Engineering,
• Subjects: Engineering.; Image processing.; Signal, Image and Speech Processing.; Image Processing and Computer Vision.

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 measuremen...

Table of Contents:

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