Title :
Motion Based Perceptual Distortion and Rate Optimization for Video Coding
Author :
Xi Wang ; Li Su ; Qingming Huang ; Chunxi Liu ; Ling-Yu Duan
Author_Institution :
Grad. Univ. of Chinese Acad. of Sci., Beijing, China
Abstract :
Most conventional distortion metrics regard a video frame as a static image, and seldom exploit using the motion information of video frames in succession. Moreover, these methods usually calculate the visual distortion based on the independent spatial pixels. Recently, many researches show that the way people perceive the video signals is similar to the way filters process signals in the frequency domain. Therefore, in order to achieve better visual quality, we introduce a novel distortion measurement into the video coding system, which is consistent with human visual perception, and establish a perception-based rate-distortion optimization model. In this paper, we adopt Gabor filter family to decompose the video signals into frequency domain, and combine the video motion information to measure the perceptual distortion. We call it Motion tuned Distortion metric For Video coding (MDFV). After that we set up an MDFV based rate-distortion optimization model to select the best encoding mode. The experimental results show that the proposed approach is effective.
Keywords :
Gabor filters; frequency-domain analysis; image motion analysis; optimisation; video coding; Gabor filter; MDFV coding; MDFV-based rate-distortion optimization model; conventional distortion metrics; distortion measurement; filter signal process; frequency domain; human visual perception; motion-based perceptual distortion-rate optimization; motion-tuned distortion metric-for-video coding; perception-based rate-distortion optimization model; spatial pixels; static image; video coding system; video frame motion information; video signal decomposition; visual distortion; visual quality; Filter banks; Gabor filters; Measurement; Vectors; Video coding; Visualization; distortion metric; frequency domain; motion information; rate-distortion optimization;
Conference_Titel :
Multimedia and Expo (ICME), 2012 IEEE International Conference on
Conference_Location :
Melbourne, VIC
Print_ISBN :
978-1-4673-1659-0
DOI :
10.1109/ICME.2012.140