DocumentCode :
719277
Title :
Nonuniform sampling with adaptive expectancy based on local variance
Author :
Guicquero, W. ; Verdant, A. ; Dupret, A. ; Vandergheynst, P.
Author_Institution :
DACLE L3i, CEA-LETI, Grenoble, France
fYear :
2015
fDate :
25-29 May 2015
Firstpage :
254
Lastpage :
258
Abstract :
A new trend in sensor array architectures is to provide compact implementations based on alternative acquisitions and sampling. In particular, with the recent rise of Compressive Sensing (CS), multiple sensing schemes have been developed. However, for the moment, CS reconstruction techniques take a relatively long time to properly converge. Therefore, it limits the sensor resolution and potential applications. On the other hand, it generally involves complex structures and circuitries at the sensor side. This work proposes an acquisition chain performing an adaptive sensing of pseudo-randomly selected samples. This specific nonuniform sampling scheme allows to parallelize and simplify the acquisition thanks to a compact design based on sigma delta converters and cellular automata. Previous works show that compared to state of the art and without an important image degradation, dedicated reconstructions to this specific sampling can considerably reduce the overall computation time.
Keywords :
cellular automata; compressed sensing; image reconstruction; image resolution; image sampling; sensor arrays; CS image reconstruction technique; acquisition chain; adaptive expectancy; cellular automata; compressive sensing; computation time reduction; local variance; multiple sensing scheme; nonuniform sampling; sensor array architecture; sensor resolution; sigma delta converter; specific nonuniform sampling scheme; Automata; Circuits and systems; Compressed sensing; Image reconstruction; Nonuniform sampling; Radiation detectors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Sampling Theory and Applications (SampTA), 2015 International Conference on
Conference_Location :
Washington, DC
Type :
conf
DOI :
10.1109/SAMPTA.2015.7148891
Filename :
7148891
Link To Document :
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