Total variation as a multiplicative constraint for solving inverse problems

Citation
A. Abubakar et Pm. Van Den Berg, Total variation as a multiplicative constraint for solving inverse problems, IEEE IM PR, 10(9), 2001, pp. 1384-1392
Citations number
29
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON IMAGE PROCESSING
ISSN journal
10577149 → ACNP
Volume
10
Issue
9
Year of publication
2001
Pages
1384 - 1392
Database
ISI
SICI code
1057-7149(200109)10:9<1384:TVAAMC>2.0.ZU;2-W
Abstract
The total variation minimization method for deblurring noise is shown to be effective in increasing the resolution in a contrast source inversion appr oach to index reconstruction from measured scattered field data. Main drawb ack is the presence of an artificial weighting parameter in the cost functi onal, which can only be determined through considerable experimentation. Th erefore, we introduce the total variation as a multiplicative constraint. N umerical examples demonstrate that the algorithm based on this multiplicati ve regularization seems to be robust and handling noisy data very well with out the necessity of the weighting parameter.