Title :
Generalized Ricci curvature based sampling and reconstruction of images
Author :
A. Shu Lin;B. Zhongxuan Luo;C. Jielin Zhang;D. Emil Saucan
Author_Institution :
Dalian University of Technology, School of Mathematical Sciences, Dalian 116024, Liaoning, China
Abstract :
We introduce a novel method of image sampling based on viewing grayscale images as manifolds with density, and sampling them according to the generalized Ricci curvature introduced by Bakry, Emery and Ledoux. A variation of this approach, due to Morgan and his students is also considered. This new paradigm generalizes ideas and results that are by now common in Imaging and Graphics. We apply the new algorithm to natural and range images, as well as cartoons and show that the proposed method produces results similar to those obtained by employing more standard approaches. Furthermore, we show that our approach extends naturally to other types of images, in particular to MRI and CT, where its potential applications are maximal, as well as to meshes.
Keywords :
"Manifolds","Image reconstruction","Gray-scale","Laplace equations","Imaging","Surface reconstruction","Image coding"
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2015 23rd European
Electronic_ISBN :
2076-1465
DOI :
10.1109/EUSIPCO.2015.7362454