DocumentCode
2533028
Title
A weighted low-rank matrix approximation based template matching scheme for inter-frame prediction
Author
Huang, Zhi-Long ; Hsiao, Hsu-Feng
Author_Institution
Dept. of Comput. Sci., Nat. Chiao Tung Univ., Hsinchu, Taiwan
fYear
2012
fDate
18-21 Sept. 2012
Firstpage
1
Lastpage
5
Abstract
In the field of video coding, inter-frame prediction plays an important role in improving compression efficiency. This task is achieved by finding a predictor for each block such that the residual data can be close to zero as much as possible. For recent video coding standards, motion vectors are required for a decoder to locate the predictors during video reconstruction. Block matching algorithms are usually utilized in the stage of motion estimation to find such motion vectors. For decoderside inter-frame predictive coding, proper templates are defined and template matching algorithms are used to produce a predictor for each block such that the overhead information to transmit motion vectors can be avoided. However, the conventional criteria of either block matching or template matching algorithms may lead to the generation of worse predictors. To enhance coding efficiency, a weighted low-rank matrix approximation approach for decoder-side inter-frame prediction is proposed in this paper. By finding dominating block candidates as well as their corresponding importance factors, a predictor for each block is formed. Together with mode decision, the coder can switch to a better mode between the motion compensation by block matching and the proposed template matching scheme which can operate at decoder side.
Keywords
approximation theory; matrix algebra; video codecs; video coding; block matching; compression efficiency; decoder-side inter-frame prediction; inter-frame prediction; motion vectors; template matching scheme; video coding standards; weighted low-rank matrix approximation; weighted low-rank matrix approximation approach; Algorithm design and analysis; Approximation algorithms; Approximation methods; Conferences; Matching pursuit algorithms; Prediction algorithms; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Signals and Electronic Systems (ICSES), 2012 International Conference on
Conference_Location
Wroclaw
Print_ISBN
978-1-4673-1710-8
Electronic_ISBN
978-1-4673-1709-2
Type
conf
DOI
10.1109/ICSES.2012.6382248
Filename
6382248
Link To Document