DocumentCode
1703045
Title
A statistical approach to create side information in distributed video coding
Author
Verbist, Frederik ; Deligiannis, Nikos ; Jacobs, Marc ; Barbarien, Joeri ; Schelkens, Peter ; Munteanu, Adrian
Author_Institution
Dept. of Electron. & Inf. (ETRO), Vrije Univ. Brussel, Brussels, Belgium
fYear
2011
Firstpage
1
Lastpage
6
Abstract
The distributed video coding (DVC) paradigm constitutes a flexible framework where computational complexity can be freely distributed between encoder and decoder, hence favoring up-link oriented video applications where recording devices are modest in terms of computational power and are faced with energy consumption constraints. This contribution presents an original transform domain DVC architecture, which performs hash-based motion estimation at the decoder combined with a novel probabilistic motion compensation technique to generate side information. The proposed probabilistic motion compensation incorporates knowledge of the correlation channel statistics and extracts additional information from the hash. Experimental results report Bjontegaard rate savings of up to 4.61%, when using the novel probabilistic motion compensation method instead of our previous approach. Moreover, the compression performance of the presented DVC architecture, featuring the proposed probabilistic motion compensation, surpasses the performance of the state-of-the-art DISCOVER codec, showing Bjontegaard rate savings of up to 15.69%.
Keywords
computational complexity; correlation methods; data compression; motion compensation; probability; video coding; computational complexity; correlation channel statistics; distributed video coding; energy consumption constraint; probabilistic motion compensation; side information; Codecs; Correlation; Decoding; Motion compensation; Probabilistic logic; Quantization; Transforms; Wyner-Ziv video coding; decoder-side motion estimation; distributed video coding; probabilistic motion compensation; side information;
fLanguage
English
Publisher
ieee
Conference_Titel
Distributed Smart Cameras (ICDSC), 2011 Fifth ACM/IEEE International Conference on
Conference_Location
Ghent
Print_ISBN
978-1-4577-1708-6
Electronic_ISBN
978-1-4577-1706-2
Type
conf
DOI
10.1109/ICDSC.2011.6042919
Filename
6042919
Link To Document