Title :
Frame rate up-conversion with true motion estimation and adaptive motion vector refinement
Author :
Xu, Chong ; Chen, Yingqi ; Gao, Zhiyong ; Ye, Yizhou ; Shan, Tuo
Author_Institution :
Inst. of Image Commun. & Inf. Process., Shanghai Jiao Tong Univ., Shanghai, China
Abstract :
Frame rate up-conversion is a useful post processing technique to enhance the visual quality of low frame rate video materials. In this paper, we propose a novel frame rate up-conversion algorithm utilizing true motion estimation and adaptive motion vector refinement. First, block-matching algorithm (BMA) based on an efficient motion similarity constrained criterion is employed to track the true motion between adjacent frames and produce a preliminary intermediate motion vector field (MVF).We then classify the intermediate motion vectors into two categories, isolated group and connected group adaptively by motion clustering. A smooth resampling method is later applied to connected group to obtain consistent motion, while isolated motion vectors are re-estimated with bilateral edge-weighted block decomposition (BEWBD). Finally, overlapped block motion compensation (OBMC) is adopted to interpolate the intermediate frame. Extensive experimental results show that the proposed algorithm outperforms conventional methods both subjectively and objectively.
Keywords :
image enhancement; image matching; image sampling; motion estimation; pattern clustering; adaptive motion vector refinement; adjacent frames; bilateral edge-weighted block decomposition; block-matching algorithm; connected group; frame rate up-conversion; frame rate video material; intermediate motion vector; isolated group; isolated motion vector; motion clustering; motion estimation; motion similarity; motion vector field; post processing technique; smooth resampling method; visual quality enhancement; Motion compensation; Motion estimation; PSNR; Support vector machine classification; Tracking; Vectors; Visualization; Frame rate up-conversion; block-matching algorithm; motion vector field; smooth resampling; true motion estimation;
Conference_Titel :
Image and Signal Processing (CISP), 2011 4th International Congress on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-9304-3
DOI :
10.1109/CISP.2011.6100010