Literature DB >> 28855745

SHAPE BASED IMAGE RECONSTRUCTION USING LINEARIZED DEFORMATIONS.

Ozan Öktem1, Chong Chen2, Nevzat Onur Domaniç3, Pradeep Ravikumar3, Chandrajit Bajaj3.   

Abstract

We introduce a reconstruction framework that can account for shape related a priori information in ill-posed linear inverse problems in imaging. It is a variational scheme that uses a shape functional defined using deformable templates machinery from shape theory. As proof of concept, we apply the proposed shape based reconstruction to 2D tomography with very sparse measurements, and demonstrate strong empirical results.

Entities:  

Keywords:  37C05; 44A12; 47A52; 54C56; 57N25; 57R27; 65F22; 65R30; 65R32; 92C55; 94A08; 94A12; Tomography; electron tomography; inverse problems; reconstruction; regularization; shape analysis

Year:  2017        PMID: 28855745      PMCID: PMC5573282          DOI: 10.1088/1361-6420/aa55af

Source DB:  PubMed          Journal:  Inverse Probl        ISSN: 0266-5611            Impact factor:   2.407


  7 in total

1.  4D CT image reconstruction with diffeomorphic motion model.

Authors:  Jacob Hinkle; Martin Szegedi; Brian Wang; Bill Salter; Sarang Joshi
Journal:  Med Image Anal       Date:  2012-06-16       Impact factor: 8.545

2.  Geodesic Shooting for Computational Anatomy.

Authors:  Michael I Miller; Alain Trouvé; Laurent Younes
Journal:  J Math Imaging Vis       Date:  2006-01-31       Impact factor: 1.627

Review 3.  Hamiltonian Systems and Optimal Control in Computational Anatomy: 100 Years Since D'Arcy Thompson.

Authors:  Michael I Miller; Alain Trouvé; Laurent Younes
Journal:  Annu Rev Biomed Eng       Date:  2015-11-04       Impact factor: 9.590

4.  Image formation modeling in cryo-electron microscopy.

Authors:  Miloš Vulović; Raimond B G Ravelli; Lucas J van Vliet; Abraham J Koster; Ivan Lazić; Uwe Lücken; Hans Rullgård; Ozan Öktem; Bernd Rieger
Journal:  J Struct Biol       Date:  2013-05-25       Impact factor: 2.867

5.  Deformable template models for emission tomography.

Authors:  Y Amit; K M Manbeck
Journal:  IEEE Trans Med Imaging       Date:  1993       Impact factor: 10.048

6.  Shape-based regularization of electron tomographic reconstruction.

Authors:  Ajay Gopinath; Guoliang Xu; David Ress; Ozan Öktem; Sriram Subramaniam; Chandrajit Bajaj
Journal:  IEEE Trans Med Imaging       Date:  2012-08-20       Impact factor: 10.048

7.  PET image segmentation using a Gaussian mixture model and Markov random fields.

Authors:  Thomas Layer; Matthias Blaickner; Barbara Knäusl; Dietmar Georg; Johannes Neuwirth; Richard P Baum; Christiane Schuchardt; Stefan Wiessalla; Gerald Matz
Journal:  EJNMMI Phys       Date:  2015-03-12
  7 in total

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