DocumentCode
3147836
Title
An explicit sharpness index related to global phase coherence
Author
Blanchet, Gwendoline ; Moisan, Lionel
Author_Institution
Centre Nat. d´´Etudes Spatiales, Toulouse, France
fYear
2012
fDate
25-30 March 2012
Firstpage
1065
Lastpage
1068
Abstract
We propose a definition of a Sharpness Index that is closely related to the notion of Global Phase Coherence recently introduced for automatic image restoration and image quality assessment. Using Gaussian random fields instead of random phase images, we can estimate the probability that a random image has a given Total Variation, which leads us to an explicit formula and a fast algorithm. Theoretical arguments and numerical experiments are given to assess the similarity between the Sharpness Index and the Global Phase Coherence, and an application to non-parametric blind deconvolution is presented, that illustrates the possibilities offered by this new approach.
Keywords
Gaussian processes; image restoration; numerical analysis; probability; Gaussian random fields; automatic image restoration; explicit sharpness index; global phase coherence; image quality assessment; nonparametric blind deconvolution; numerical experiments; probability; random phase images; Coherence; Convolution; Deconvolution; Image restoration; Indexes; Kernel; Noise; blind deconvolution; global phase coherence; image quality; image restoration; sharpness;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location
Kyoto
ISSN
1520-6149
Print_ISBN
978-1-4673-0045-2
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2012.6288070
Filename
6288070
Link To Document