Cite Details
Rick Chartrand and Brendt Wohlberg, "Total-variation regularization with bound constraints", in
Proceedings of IEEE International Conference on Acoustics,
Speech, and Signal Processing (ICASSP), (Dallas, TX, USA), doi:
10.1109/ICASSP.2010.5494993, pp. 766--769, Mar 2010
Abstract
We present a new algorithm for bound-constrained
Total-Variation (TV) regularization that in comparison with its
predecessors is simple, fast, and flexible. We use a splitting
approach to decouple TV minimization from enforcing the
constraints. Consequently, existing TV solvers can be employed
with minimal alteration. This also makes the approach
straightforward to generalize to any situation where TV can be
applied. We consider deblurring of images with Gaussian or
salt-and-pepper noise, as well as Abel inversion of radiographs
with Poisson noise.
BibTeX Entry
@inproceedings{chartrand-2010-total,
author = {Rick Chartrand and Brendt Wohlberg},
title = {Total-variation regularization with bound constraints},
year = {2010},
month = Mar,
urlpdf = {http://brendt.wohlberg.net/publications/pdf/chartrand-2010-total.pdf},
booktitle = {Proceedings of IEEE International Conference on Acoustics,
Speech, and Signal Processing (ICASSP)},
address = {Dallas, TX, USA},
doi = {10.1109/ICASSP.2010.5494993},
pages = {766--769}
}
