Title
Time Discrete Extrapolation in a Riemannian Space of Images.
Abstract
The Riemannian metamorphosis model introduced and analyzed in [7,12] is taken into account to develop an image extrapolation tool in the space of images. To this end, the variational time discretization for the geodesic interpolation proposed in [2] is picked up to define a discrete exponential map. For a given weakly differentiable initial image and a sufficiently small initial image variation it is shown how to compute a discrete geodesic extrapolation path in the space of images. The resulting discrete paths are indeed local minimizers of the corresponding discrete path energy. A spatial Galerkin discretization with cubic splines on coarse meshes for image deformations and piecewise bilinear finite elements on fine meshes for image intensity functions is used to derive a fully practical algorithm. The method is applied to real images and image variations recorded with a digital camera.
Year
DOI
Venue
2017
10.1007/978-3-319-58771-4_38
Lecture Notes in Computer Science
Keywords
Field
DocType
Image extrapolation,Shape space,Elastic registration,Exponential map
Discretization,Mathematical analysis,Galerkin method,Interpolation,Extrapolation,Real image,Exponential map (Riemannian geometry),Mathematics,Geodesic,Bilinear interpolation
Conference
Volume
ISSN
Citations 
10302
0302-9743
1
PageRank 
References 
Authors
0.37
9
3
Name
Order
Citations
PageRank
Alexander Effland195.41
Martin Rumpf223018.97
Florian Schäfer3105.80