DocumentCode :
44133
Title :
Video super resolution using contourlet transform and bilateral total variation filter
Author :
Ashouri, Zahra ; Shirani, Shahram
Author_Institution :
Dept. of Syst. Design Eng., Univ. of Waterloo, Waterloo, ON, Canada
Volume :
59
Issue :
3
fYear :
2013
fDate :
Aug-13
Firstpage :
604
Lastpage :
609
Abstract :
This paper introduces a new approach for video super resolution problem. To this end Compressive Sensing (CS) theory along with contourlet transform has been used. In CS framework the signal is assumed to be sparse in a transform domain. An approach has been suggested using this fact in which contourlet domain is used as the transform domain and a CS algorithm helps to find the high resolution frame. A post processing step is applied afterward to the estimated outputs to increase the quality. The post processing step consists of a deblurring term and a Bilateral Total Variation (BTV) filter for increasing the consistency. This method helps to relax the conditions on hardware and increase the quality of the video after capturing, in fact the quality of the video streams in consumer applications can be increased even the capturing device represents the scene in a low resolution format. Experimental results show significant improvement over existing super resolution methods in both objective and subjective quality.
Keywords :
compressed sensing; filtering theory; image resolution; image restoration; transforms; video signal processing; BTV filter; CS algorithm; CS theory; bilateral total variation filter; compressive sensing theory; contourlet domain; contourlet transform; deblurring term; low-resolution format; post processing step; resolution frame; transform domain; video stream quality; video super resolution problem; Image reconstruction; Image resolution; Interpolation; Matching pursuit algorithms; Signal resolution; Streaming media; Transforms; BilateralTotal Variation Filter; CompressiveSensing; Contourlet Transform; Video Resolution Enhancement;
fLanguage :
English
Journal_Title :
Consumer Electronics, IEEE Transactions on
Publisher :
ieee
ISSN :
0098-3063
Type :
jour
DOI :
10.1109/TCE.2013.6626245
Filename :
6626245
Link To Document :
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