Paper: | IMDSP-P15.4 |
Session: | Image Restoration and Denoising |
Time: | Friday, May 19, 10:00 - 12:00 |
Presentation: |
Poster
|
Topic: |
Image and Multidimensional Signal Processing: Restoration and Enhancement |
Title: |
BLIND IMAGE RESTORATION USING A BLOCK-STATIONARY SIGNAL MODEL |
Authors: |
Tom Bishop, James Hopgood, University of Edinburgh, United Kingdom |
Abstract: |
We present a novel method for Blind image restoration which is a multidimensional extension of an approach used successfully for audio restoration. A nonstationary image model is used to increase reliability of blur estimates. This source model consists of a separate autoregressive model in each region of the image. A hierarchical Bayesian model for the observations is used, and a maximum marginalised a posteriori (MMAP) blur estimate is obtained by optimising the resulting probability density function. |