Title
Dynamic Tomography Reconstruction by Projection-Domain Separable Modeling
Abstract
In dynamic tomography the object undergoes changes while projections are being acquired sequentially in time. The resulting inconsistent set of projections cannot be used directly to reconstruct an object corresponding to a time instant. Instead, the objective is to reconstruct a spatio-temporal representation of the object, which can be displayed as a movie. We analyze conditions for unique and stable solution of this ill-posed inverse problem, and present a recovery algorithm, validating it experimentally. We compare our approach to one based on the recently proposed GMLR variation on deep prior for video, demonstrating the advantages of the proposed approach.
Year
DOI
Venue
2022
10.1109/IVMSP54334.2022.9816298
2022 IEEE 14th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP)
Keywords
DocType
ISBN
Dynamic tomography,Partially-separable,Bilinear,Unique recovery
Conference
978-1-6654-7823-6
Citations 
PageRank 
References 
0
0.34
0
Authors
3
Name
Order
Citations
PageRank
Berk Iskender100.34
Yoram Bresler21104119.17
Marc L. Klasky300.34