Restoration of original image from deteriorated image by probabilistic image model

Bibliographic Information

Published
2008-08-01
DOI
  • 10.1109/sice.2008.4655196
Publisher
IEEE

Description

The conventional noise removal methods are based on spatial filtering and frequency filtering. But these methods have problems associated with degradation of image along side the noise removal. In this study, we propose the method that formulates noise based on multi-dimension Gaussian distribution and restore original image from deteriorated image by Probabilistic inference based on Bayesian statistics. The effectiveness of the proposed method has been validated using benchmark images.

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