Title :
Fast algorithm for total variation minimization
Author :
Sakurai, Masaru ; Kiriyama, Satoshi ; Goto, Tomio ; Hirano, Satoshi
Author_Institution :
Dept. of Electr. & Electron. Eng., Nagoya Inst. of Technol., Nagoya, Japan
Abstract :
The total variation (TV) regularization method is very attractive for various image processing applications. In order to apply the TV approach to the motion pictures, it is required to reduce the computational time of the iterative TV regularization processing. In this paper, we propose a method that accelerates the convergence speed of the Chambolle´s algorithm. Our proposal is based on introduction of 4-directional TV criterion and 4-dimesional dual vector. The experimental results show that we obtain less than half iteration number and 56 % computational time compared with the original Chambolle´s algorithm.
Keywords :
image processing; minimisation; 4-dimesional dual vector; 4-directional TV criterion; Chambolle algorithm; computational time; image processing; iterative TV regularization; motion picture; total variation minimization; total variation regularization; Conferences; Convergence; Image processing; Minimization; Signal processing algorithms; TV; Vectors; Chambolle´s algorithm; Four Dimensional TV; Total Variation;
Conference_Titel :
Image Processing (ICIP), 2011 18th IEEE International Conference on
Conference_Location :
Brussels
Print_ISBN :
978-1-4577-1304-0
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2011.6115718