Natural Image Statistics: Foundations and Applications

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Date
2013
Journal Title
Journal ISSN
Volume Title
Publisher
The Eurographics Association
Abstract
Natural images exhibit statistical regularities that differentiate them from random collections of pixels. Moreover, the human visual system appears to have evolved to exploit such statistical regularities. As computer graphics is concernedwith producing imagery for observation by humans, it would be prudent to understandwhich statistical regularities occur in nature, so they can be emulated by image synthesis methods. In this tutorial we introduce all aspects of natural image statistics, ranging from data collection to analysis and finally their applications in computer graphics, computational photography, image processing and art.
Description

        
@inproceedings{
10.2312:conf/EG2013/tutorials/t8
, booktitle = {
Eurographics 2013 - Tutorials
}, editor = {
Diego Gutierrez and Karol Myszkowski
}, title = {{
Natural Image Statistics: Foundations and Applications
}}, author = {
Pouli, Tania
 and
Cunningham, Douglas
 and
Reinhard, Erik
}, year = {
2013
}, publisher = {
The Eurographics Association
}, ISSN = {
1017-4656
}, ISBN = {}, DOI = {
10.2312/conf/EG2013/tutorials/t8
} }
Citation