TY - JOUR
T1 - Reducing decoding complexity by improving motion field using bicubic and lanczos interpolation techniques in Wyner-Ziv video coding
AU - Widyantara, I. Made O.
AU - Wirawan,
AU - Hendrantoro, Gamantyo
N1 - Publisher Copyright:
© 2012 KSII.
PY - 2012/9
Y1 - 2012/9
N2 - This paper describes interpolation method of motion field in the Wyner-Ziv video coding (WZVC) based on Expectation-Maximization (EM) algorithm. In the EM algorithm, the estimated motion field distribution is calculated on a block-by-block basis. Each pixel in the block shares similar probability distribution, producing an undesired blocking artefact on the pixel-based motion field. The proposed interpolation techniques are Bicubic and Lanczos which successively use 16 and 32 neighborhood probability distributions of block-based motion field for one pixel in k-by-k block on pixel-based motion field. EM-based WZVC codec updates the estimated probability distribution on block-based motion field, and interpolates it to pixel resolution. This is required to generate higher-quality soft side information (SI) such that the decoding algorithm is able to make syndrome estimation more quickly. Our experiments showed that the proposed interpolation methods have the capability to reduce EM-based WZVC decoding complexity with small increment of bit rate.
AB - This paper describes interpolation method of motion field in the Wyner-Ziv video coding (WZVC) based on Expectation-Maximization (EM) algorithm. In the EM algorithm, the estimated motion field distribution is calculated on a block-by-block basis. Each pixel in the block shares similar probability distribution, producing an undesired blocking artefact on the pixel-based motion field. The proposed interpolation techniques are Bicubic and Lanczos which successively use 16 and 32 neighborhood probability distributions of block-based motion field for one pixel in k-by-k block on pixel-based motion field. EM-based WZVC codec updates the estimated probability distribution on block-based motion field, and interpolates it to pixel resolution. This is required to generate higher-quality soft side information (SI) such that the decoding algorithm is able to make syndrome estimation more quickly. Our experiments showed that the proposed interpolation methods have the capability to reduce EM-based WZVC decoding complexity with small increment of bit rate.
KW - Bicubic interpolation
KW - EM algorithm
KW - Lanczos interpolation
KW - Motion field interpolation
KW - Wyner-Ziv video coding
UR - http://www.scopus.com/inward/record.url?scp=84927740829&partnerID=8YFLogxK
U2 - 10.3837/tiis.2012.09.022
DO - 10.3837/tiis.2012.09.022
M3 - Article
AN - SCOPUS:84927740829
SN - 1976-7277
VL - 6
SP - 2351
EP - 2369
JO - KSII Transactions on Internet and Information Systems
JF - KSII Transactions on Internet and Information Systems
IS - 9
ER -