Title :
Side information extraction based on motion trajectory learning for distributed video coding
Author :
Na, Taeyoung ; Kim, Munchurl
Author_Institution :
Dept. of Electr. Eng., Korea Adv. Inst. of Sci. & Technol., Daejeon, South Korea
Abstract :
Distributed video coding (DVC) is an emerging application of distributed source coding (DSC). Since coding complexity is shifted from encoder sides to decoder sides, DVC is appropriate and useful for the environments where low power encoding is allowed. The coding performance of DVC is greatly affected by side information extracted from bi-directional key frames which is enhanced through channel decoding. Therefore, efficient side information extraction methods have been considered to be an important subject for better coding performance of DVC. In this paper, we propose a method to effectively extract the side information for which motion-compensated frame interpolation is performed based on asymmetric 6-tap FIR filters in sub-pel motion estimation. For more precise motion estimation, motion trajectories are found through several consecutive key frames by linear regression. To avoid unreliable estimation on motion, a criterion function decides whether the extracted side information is effective or not. Experimental results show that the proposed side information extraction method achieves average 0.3dB in BDPSNR and maximum 0.85 dB improvements in coding gain compared to the DISCOVER codec.
Keywords :
FIR filters; feature extraction; interpolation; learning (artificial intelligence); motion compensation; motion estimation; regression analysis; source coding; video coding; BDPSNR; DISCOVER codec; DSC; DVC; asymmetric 6-tap FIR filters; bidirectional key frames; channel decoding; coding complexity; distributed source coding; distributed video coding; linear regression; low power encoding; motion trajectory learning; motion-compensated frame interpolation; side information extraction method; subpel motion estimation; Codecs; Data mining; Decoding; Encoding; Interpolation; Silicon; Trajectory; Distributed video coding; linear regression; motion-compensated temporal interpolation (MCTI); side information extraction;
Conference_Titel :
Broadband Multimedia Systems and Broadcasting (BMSB), 2012 IEEE International Symposium on
Conference_Location :
Seoul
Print_ISBN :
978-1-4673-0293-7
Electronic_ISBN :
2155-504
DOI :
10.1109/BMSB.2012.6264295