Sparse representations and compressive sensing for imaging...

Sparse representations and compressive sensing for imaging and vision

Vishal M. Patel, Rama Chellappa (auth.)
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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.

Категории:
Година:
2013
Издание:
1
Издателство:
Springer-Verlag New York
Език:
english
Страници:
102
ISBN 10:
1461463815
ISBN 13:
9781461463818
Серия:
SpringerBriefs in Electrical and Computer Engineering
Файл:
PDF, 2.33 MB
IPFS:
CID , CID Blake2b
english, 2013
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