Title :
Frame rate up-conversion using global and local higher-order motion
Author :
Chun Qian ; Bajic, Ivan V.
Author_Institution :
Sch. of Eng. Sci., Simon Fraser Univ., Burnaby, BC, Canada
Abstract :
A region-based frame rate up-conversion (FRUC) algorithm based on higher-order global and local motion is proposed in this paper. First, perspective global motion parameters are estimated so that backgrounds of neighboring frames can be aligned. Then, the foreground is separated from the background using structural similarity, and iteratively decomposed into regions with homogeneous motion that fit a local affine or perspective model. Also, regions entering or leaving the scene are identified. Finally, an intermediate frame is synthesized by warping the background and foreground regions towards the desired frame location using their associated motion parameters. Experimental results show that the proposed algorithm outperforms several recent FRUC methods in both PSNR and SSIM, and produces more aesthetically pleasing frames, free of blocking artifacts.
Keywords :
iterative methods; motion compensation; motion estimation; FRUC algorithm; global higher-order motion; higher-order global motion; higher-order local motion; homogeneous motion; intermediate frame synthesis; iterative decomposition; local affine model; local higher-order motion; motion compensation; motion estimation; perspective global motion parameter; perspective model; region identification; region-based frame rate up-conversion algorithm; structural similarity; Abstracts; Art; Educational institutions; Indexes; Frame rate up-conversion; global and local motion; higher-order motion;
Conference_Titel :
Multimedia and Expo (ICME), 2013 IEEE International Conference on
Conference_Location :
San Jose, CA
DOI :
10.1109/ICME.2013.6607490