DocumentCode
3264115
Title
A parallel compressive imaging architecture for one-shot acquisition
Author
Bjorklund, Tomas ; Magli, Enrico
Author_Institution
Dept. of Electron. & Telecommun., Politec. di Torino, Turin, Italy
fYear
2013
fDate
8-11 Dec. 2013
Firstpage
65
Lastpage
68
Abstract
A limitation of many compressive imaging architectures lies in the sequential nature of the sensing process, which leads to long sensing times. In this paper we present a novel architecture that uses fewer detectors than the number of reconstructed pixels and is able to acquire the image in a single acquisition. This paves the way for the development of video architectures that acquire several frames per second. We specifically address the diffraction problem, showing that deconvolution normally used to recover diffraction blur can be replaced by convolution of the sensing matrix, and how measurements of a 0/1 physical sensing matrix can be converted to -1/1 compressive sensing matrix without any extra acquisitions. Simulations of our architecture show that the image quality is comparable to that of a classic Compressive Imaging camera, whereas the proposed architecture avoids long acquisition times due to sequential sensing. This one-shot procedure also allows to employ a fixed sensing matrix instead of a complex device such as a Digital Micro Mirror array or Spatial Light Modulator. It also enables imaging at bandwidths where these are not efficient.
Keywords
data compression; image coding; image reconstruction; image sensors; matrix algebra; compressive imaging camera; diffraction blur; diffraction problem; digital micro mirror array; one-shot acquisition; parallel compressive imaging architecture; physical sensing matrix; sensing matrix convolution; sensing process; spatial light modulator; video architectures development; Cameras; Detectors; Diffraction; Image coding; Modulation;
fLanguage
English
Publisher
ieee
Conference_Titel
Picture Coding Symposium (PCS), 2013
Conference_Location
San Jose, CA
Print_ISBN
978-1-4799-0292-7
Type
conf
DOI
10.1109/PCS.2013.6737684
Filename
6737684
Link To Document