An algorithm for hybrid regularizers based image restoration with Poisson noise
Kybernetika, Tome 57 (2021) no. 3, pp. 446-473
Voir la notice de l'article provenant de la source Czech Digital Mathematics Library
In this paper, a hybrid regularizers model for Poissonian image restoration is introduced. We study existence and uniqueness of minimizer for this model. To solve the resulting minimization problem, we employ the alternating minimization method with rigorous convergence guarantee. Numerical results demonstrate the efficiency and stability of the proposed method for suppressing Poisson noise.
DOI :
10.14736/kyb-2021-3-0446
Classification :
35A15, 94A08
Keywords: total variation; image denoising; image deblurring; alternating minimization method
Keywords: total variation; image denoising; image deblurring; alternating minimization method
@article{10_14736_kyb_2021_3_0446,
author = {Pham, Cong Thang and Tran, Thi Thu Thao},
title = {An algorithm for hybrid regularizers based image restoration with {Poisson} noise},
journal = {Kybernetika},
pages = {446--473},
publisher = {mathdoc},
volume = {57},
number = {3},
year = {2021},
doi = {10.14736/kyb-2021-3-0446},
mrnumber = {4299458},
zbl = {07442519},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.14736/kyb-2021-3-0446/}
}
TY - JOUR AU - Pham, Cong Thang AU - Tran, Thi Thu Thao TI - An algorithm for hybrid regularizers based image restoration with Poisson noise JO - Kybernetika PY - 2021 SP - 446 EP - 473 VL - 57 IS - 3 PB - mathdoc UR - http://geodesic.mathdoc.fr/articles/10.14736/kyb-2021-3-0446/ DO - 10.14736/kyb-2021-3-0446 LA - en ID - 10_14736_kyb_2021_3_0446 ER -
%0 Journal Article %A Pham, Cong Thang %A Tran, Thi Thu Thao %T An algorithm for hybrid regularizers based image restoration with Poisson noise %J Kybernetika %D 2021 %P 446-473 %V 57 %N 3 %I mathdoc %U http://geodesic.mathdoc.fr/articles/10.14736/kyb-2021-3-0446/ %R 10.14736/kyb-2021-3-0446 %G en %F 10_14736_kyb_2021_3_0446
Pham, Cong Thang; Tran, Thi Thu Thao. An algorithm for hybrid regularizers based image restoration with Poisson noise. Kybernetika, Tome 57 (2021) no. 3, pp. 446-473. doi: 10.14736/kyb-2021-3-0446
Cité par Sources :