Publication details
Conference Paper (international conference)
Understanding image priors in blind deconvolution
, ,
: 2014 IEEE International Conference on Image Processing, p. 4492-4496
: 2014 IEEE International Conference on Image Processing, (Paris, FR, 27.10.2014-30.10.2014)
: GA13-29225S, GA ČR, GAUK 938213, Grantová agentura UK
: blind deconvolution, variational Bayes, automatic relevance determination
: http://library.utia.cas.cz/separaty/2014/ZOI/sroubek-0434275.pdf
(eng): Removing blurs from a single degraded image without any knowledge of the blur kernel is an ill-posed blind deconvolution problem. Proper estimators together with correct image priors play a fundamental role in accurate blind deconvolution. We demonstrate a superior performance of the variational Bayesian estimator and discuss suitability of automatic relevance determination distributions as image priors. Restoration of real photos blurred by out-of-focus and motion blur, and comparison with a state-of-the-art method is provided.
: JD