Regularized image restoration based on preconditioned conjugate gradient method
Authors
Meng Ling, Zhang Bing
Corresponding Author
Meng Ling
Available Online November 2013.
- DOI
- 10.2991/icmt-13.2013.176How to use a DOI?
- Keywords
- Image restoration, Preconditioned matrix, Conjugate gradient method, Toeplitz matrices, Preconditioned conjugate gradient method.
- Abstract
Image restoration can be attributed to solving a linear systems and conjugate gradient method is an effective iteration algorithm for solving various linear systems. However the convergence rate of CG method is determined by condition number of coefficient matrix. The level1 and level2 preconditioner were used to reduce the condition number of coefficient matrix and to accelerate the convergence rate. Simulation experiment show that with same iteration times the PCG method reached better results than other method.
- Copyright
- © 2013, the Authors. Published by Atlantis Press.
- Open Access
- This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).
Cite this article
TY - CONF AU - Meng Ling AU - Zhang Bing PY - 2013/11 DA - 2013/11 TI - Regularized image restoration based on preconditioned conjugate gradient method BT - Proceedings of 3rd International Conference on Multimedia Technology(ICMT-13) PB - Atlantis Press SP - 1435 EP - 1442 SN - 1951-6851 UR - https://doi.org/10.2991/icmt-13.2013.176 DO - 10.2991/icmt-13.2013.176 ID - Ling2013/11 ER -