DocumentCode :
16784
Title :
Fusion of Global and Local Motion Estimation for Distributed Video Coding
Author :
Abou-Elailah, Abdalbassir ; Dufaux, Frederic ; Farah, Joumana ; Cagnazzo, M. ; Pesquet-Popescu, B.
Author_Institution :
Signal & Image Process. Dept., Inst. Telecom-TELECOM, Paris, France
Volume :
23
Issue :
1
fYear :
2013
fDate :
Jan. 2013
Firstpage :
158
Lastpage :
172
Abstract :
The quality of side information plays a key role in distributed video coding. In this paper, we propose a new approach that consists of combining global and local motion compensation at the decoder side. The parameters of the global motion are estimated at the encoder using scale invariant feature transform features. Those estimated parameters are sent to the decoder in order to generate a globally motion compensated side information. Conversely, a locally motion compensated side information is generated at the decoder based on motion-compensated temporal interpolation of neighboring reference frames. Moreover, an improved fusion of global and local side information during the decoding process is achieved using the partially decoded Wyner-Ziv frame and decoded reference frames. The proposed technique improves significantly the quality of the side information, especially for sequences containing high global motion. Experimental results show that, as far as the rate-distortion performance is concerned, the proposed approach can achieve a PSNR improvement of up to 1.9 dB for a Group of Pictures (GOP) size of 2, and up to 4.65 dB for larger GOP sizes, with respect to the reference DISCOVER codec.
Keywords :
decoding; image fusion; motion compensation; motion estimation; rate distortion theory; transforms; video coding; GOP size; PSNR; decoded reference frames; decoder side; decoding process; distributed video coding; encoder; global motion estimation fusion; global side information fusion; globally motion compensated side information; group of picture size; local motion compensation; local motion estimation fusion; local side information fusion; motion-compensated temporal interpolation; neighboring reference frames; partially decoded Wyner-Ziv frame; rate-distortion performance; reference discover codec; scale invariant feature transform features; Decoding; Discrete cosine transforms; Feature extraction; Interpolation; Motion estimation; Silicon; Distributed video coding; Wyner–Ziv coding; global motion; local motion; rate-distortion performance; side information refinement;
fLanguage :
English
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher :
ieee
ISSN :
1051-8215
Type :
jour
DOI :
10.1109/TCSVT.2012.2203211
Filename :
6213092
Link To Document :
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