Title :
Frame rate up-conversion with motion region segmentation based optimization
Author :
Zheng Ren ; Xiangzhong Fang
Author_Institution :
Sch. of EE, Shanghai Jiaotong Univ., Shanghai, China
Abstract :
Frame rate up conversion (FRUC) is used to enhance the visual quality of low frame rate materials by inserting the predicted frames into the original sequence. In this paper, we propose a novel FRUC algorithm which uses motion region segmentation technology to optimize the result. Firstly, block-matching algorithm (BMA) is employed to track the motion of each block between the adjacent two fames and motion vector refinement (MVF) is used to process the motion vectors. Secondly, we segment the motion region based on the motion vectors acquired in the first step, correct partial isolated motion vectors and classify them to the nearest region. Finally, we use variable size overlapped block motion compensation (OBMC) based on motion region segmentation result to interpolate the intermediate frame. The coefficient of the two original frames is also influenced by the segmentation result. Experiment results show that the proposed algorithm can achieve better effect compared with conventional methods both subjectively and objectively.
Keywords :
image matching; image motion analysis; image segmentation; interpolation; motion compensation; optimisation; BMA; FRUC; OBMC; adjacent two fames; block-matching algorithm; frame rate up-conversion; intermediate frame; interpolation; low frame rate materials; motion region segmentation based optimization; motion vector refinement; motion vectors; variable size overlapped block motion compensation; visual quality; Benchmark testing; Motion compensation; Motion estimation; Motion segmentation; Signal processing algorithms; Support vector machine classification; Vectors; Frame rate up-conversion; block-matching algorithm; motion region segmentation; motion vector refinement; overlapped block motion compensation;
Conference_Titel :
Image and Signal Processing (CISP), 2012 5th International Congress on
Conference_Location :
Chongqing
Print_ISBN :
978-1-4673-0965-3
DOI :
10.1109/CISP.2012.6469967