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
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