DocumentCode
118327
Title
Local Intensity Compensation using sparse representation with additional sparse dictionary
Author
Isechi, Kohei ; Kuroki, Yoshimitsu
Author_Institution
Adv. Eng. Sch., Kurume Nat. Coll. of Technol., Fukuoka, Japan
fYear
2014
fDate
9-12 Dec. 2014
Firstpage
1
Lastpage
4
Abstract
The novel motion compensation called LIC (Local Intensity Compensation) predicts a current block using a linear combination of reference blocks. The weight coefficients of the LIC should be sparse in order to predict and to encode frames effectively. Sparse representation aims at obtaining the least possible number of non-zero coefficients and is a powerful solution for the LIC. Our previous work has proposed the LIC using sparse representation and has achieved high prediction accuracy. Video coding standards encode motion vectors and prediction errors of the macro blocks independently. The prediction errors are converted via DCT (Discrete Cosine Transform), and the quantized DCT coefficients are encoded. This means that the video coding standards predicts the current block using two steps, namely motion compensation and the DCT. Sparse representation is applied to optional basis vectors as reference blocks; thus, this study proposes a framework to conduct motion compensation and the DCT simultaneously by adding the DCT basis vectors into the sparse dictionary. Additionally, this study employs macro blocks generated using intra prediction because the intra prediction is also applied to the current block by neighbouring macro blocks. Experimental results demonstrate that the proposed method integrating the two steps shows high prediction accuracy.
Keywords
discrete cosine transforms; image representation; motion compensation; video coding; LIC; discrete cosine transform; intra prediction; linear combination; local intensity compensation; motion vectors; neighbouring macro blocks; novel motion compensation; prediction errors; quantized DCT coefficients; reference blocks; sparse dictionary; sparse representation; video coding standards; Acceleration; Accuracy; Dictionaries; Discrete cosine transforms; Motion compensation; Vectors; Video coding;
fLanguage
English
Publisher
ieee
Conference_Titel
Asia-Pacific Signal and Information Processing Association, 2014 Annual Summit and Conference (APSIPA)
Conference_Location
Siem Reap
Type
conf
DOI
10.1109/APSIPA.2014.7041737
Filename
7041737
Link To Document