DocumentCode
75985
Title
Fusion of Global and Local Motion Estimation Using Foreground Objects for Distributed Video Coding
Author
Abou-Elailah, Abdalbassir ; Dufaux, Frederic ; Farah, Joumana ; Cagnazzo, Marco ; Srivastava, Anuj ; Pesquet-Popescu, Beatrice
Author_Institution
Dept. of Signal & Image Process., Inst. Telecom-Telecom ParisTech, Paris, France
Volume
25
Issue
6
fYear
2015
fDate
Jun-15
Firstpage
973
Lastpage
987
Abstract
The side information (SI) in Distributed Video Coding (DVC) is estimated using the available decoded frames and exploited for the decoding and reconstruction of other frames. The quality of the SI has a strong impact on the performance of DVC. Here, we propose a new approach that combines both global and local SI to improve coding performance. Since the background pixels in a frame are assigned to global estimation and the foreground objects to local estimation, one needs to estimate foreground objects in the SI using the backward and forward foreground objects, the background pixels are directly taken from the global SI. Specifically, elastic curves and local motion compensation are used to generate the foreground objects masks in the SI. Experimental results show that, as far as the rate-distortion performance is concerned, the proposed approach can achieve a PSNR improvement of up to 1.39 dB for a group of picture (GOP) size of 2, and up to 4.73 dB for larger GOP sizes, with respect to the reference DISCOVER codec.
Keywords
image fusion; motion estimation; object detection; video coding; DVC; SI; background pixels; decoded frames; distributed video coding; elastic curves; foreground objects; global motion estimation; image fusion; local motion estimation; side information; Decoding; Discrete cosine transforms; Encoding; Motion estimation; Motion segmentation; Silicon; Video coding; Distributed Video Coding (DVC); elastic curves; foreground objects; global estimation; key frames (KFs); local estimation; rate-distortion (RD) performance; side information (SI); wyner-Ziv frames;
fLanguage
English
Journal_Title
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher
ieee
ISSN
1051-8215
Type
jour
DOI
10.1109/TCSVT.2014.2358872
Filename
6902776
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