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The anti-reflective algebra: structural and computational analysis with application to image deblurring and denoising

Articolo
Data di Pubblicazione:
2008
Abstract:
Anti-reflective (AR) boundary conditions (BC) have been introduced recently in connection with fast deblurring algorithms, both in the case of signals and images. Here we extend such BCs to d dimensions (d ≥ 1) and we study in detail the algebra induced by the AR-BCs, with strongly symmetric point spread functions (PSF), both from a structural and computational point of view. The use of the re-blurring idea and the computational features of the AR-algebra allow us to apply Tikhonov-like techniques within O(n d log(n)) arithmetic operations, where n d is the number of pixels of the reconstructed object. Extensive numerical experimentation concerning 2D images and strongly symmetric PSFs confirms the effectiveness of our proposal.
Tipologia CRIS:
Articolo su Rivista
Keywords:
Boundary conditions - fast transforms and matrix algebras - re-blurring - Tikhonov-like regularization
Elenco autori:
Aricò, A.; Donatelli, Marco; SERRA CAPIZZANO, Stefano
Autori di Ateneo:
DONATELLI MARCO
SERRA CAPIZZANO STEFANO
Link alla scheda completa:
https://irinsubria.uninsubria.it/handle/11383/9442
Pubblicato in:
CALCOLO
Journal
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