East China Normal University Fang Li Image Fusion East China Normal University Fang Li
Outline Multifocus image fusion Aerial Image Fusion Pan-Sharpening
Multifocus image fusion Reference 1: Variational Models for Fusion and Denoising of Multifocus Images, IEEE SIGNAL PROCESSING LETTERS, VOL. 15, 2008 Spatial Variational model
Variational model in wavelet domain
Reference 2: Stefan Kluckner, Thomas Pock and Horst Bischof, Exploiting Redundancy for Aerial Image Fusion using Convex Optimization,2010. Reference 3: Xue-Cheng Tai et. al, Efficient Convex Optimization Approaches to Variational Image Fusion, cam11-86. Using primal-dual algorithm
Primal-dual algorithm
P2 Primal-dual algorithm
Conjugate function
Simulated data
Real data
P3
Iteration (p=1) p=2 ALM
GPU implementation Size 217*181*181
Pan-Sharpening The technique of using the panchromatic image to enhance the resolution of the multispectral image is called sensor fusion or pan-sharpening. P+XS,IJCV,2006