Title
Tikhonov Regularization Versus Scale Space: A New Result
Abstract
It is well-known that scale space theory and Tikhonov regularization are close-knit. In previous studies qualitative analogies and formal relations had already been found, but none of these estahlished both,in exact as well as operational connection. We establish such a connection for the case of a Gaussian scale space representation and a first order Tikhonov scheme. The free parameter of the latter turns Out to be related to a particular attenuation of scales in a procedure whereby one "collapses" the scale space image along the scale axis via the Laplace transform. The result provides a physical interpretation of first order Tikhonov regularizaton and its associated control parameter.
Year
DOI
Venue
2004
10.1109/ICIP.2004.1418742
ICIP: 2004 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1- 5
Keywords
DocType
ISSN
scale space,laplace transform,tikhonov regularization
Conference
1522-4880
Citations 
PageRank 
References 
2
0.42
5
Authors
3
Name
Order
Citations
PageRank
L. M. J. Florack11212210.47
Remco Duits238033.83
Joris Bierkens342.58