Title :
A coding artifacts removal algorithm based on spatial and temporal regularization
Author :
Yao, Senjing ; Feng, Genun ; Lin, Xiuo ; Lim, Keng Pang ; Lin, Weisi
Author_Institution :
Signal Process. Program, Inst. for Infocomm Res., Singapore
Abstract :
In this paper, we propose a new video post-processing algorithm for reducing coding artifacts. The algorithm is based on regularized image restoration technique, in which a nonconvex regularization function is used to enforce smoothness constraints on the spatial image pixels for suppressing coding artifacts while preserving important image attribute. Temporal regularization is carried out along the motion trajectories. We apply half-quadratic regularization and piecewise constraint strategy to simplify the optimization problem. Explicit filtering formulae are obtained and a recursive filtering algorithm is developed. Experimental results demonstrate that the proposed method can significantly improve both subjective and objective quality of MPEG-4 coded video sequences in comparison with the postprocessing technique in MPEG-4.
Keywords :
coding errors; image restoration; image sequences; quadratic programming; recursive filters; spatiotemporal phenomena; video coding; MPEG-4 coded video sequence; Moving Picture Experts Group; coding artifacts removal algorithm; explicit filtering formulae; half-quadratic regularization; image attribute; motion trajectory; nonconvex regularization function; optimization problem simplification; piecewise constraint strategy; recursive filtering algorithm; regularized image restoration technique; smoothness constraint enforcement; spatial image pixel; spatial regularization; temporal regularization; video post-processing algorithm; Degradation; Filtering algorithms; Image coding; Image restoration; MPEG 4 Standard; Pixel; Quantization; Signal processing algorithms; Video compression; Video sequences;
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7750-8
DOI :
10.1109/ICIP.2003.1246655