ProjectImageSynth

Chair for Computer Aided Medical Procedures & Augmented Reality
Lehrstuhl für Informatikanwendungen in der Medizin & Augmented Reality

Cross Modalities Image Synthesis

Cross Modalities Image Synthesis

Contact Person(s): Shadi Albarqouni

Keywords: Surgical Workflow, Medical Imaging, Computer-Aided Surgery, Machine Learning for Medical Applications

Abstract

One of the interesting talks in the Generative and Discriminative Learning for Medical Imaging Tutorial in the last MICCAI 2014 was presented by Jerry Prince regarding Image Synthesis and cross-modalities, motivating us to work on such a challenging topic. In our project for MLMI course, we would like to implement kind of Supervised Dictionary Learning incorporating the global consistency, discriminative labeling, and the Transformation-invariant.

Team

Contact Person(s)

Shadi Albarqouni
M.Sc. Shadi Albarqouni

Working Group

Diana Mateus
Dr. Diana Mateus
Shadi Albarqouni
M.Sc. Shadi Albarqouni
Stefanie Demirci
Dr. Stefanie Demirci

Location



Technische Universität München
Institut für Informatik / I16
Boltzmannstr. 3
85748 Garching bei München

Tel.: +49 89 289-17058
Fax: +49 89 289-17059
Visit our lab at Garching.



internal project page

Please contact Shadi Albarqouni for available student projects within this research project.

Project Phases

Phase Period Conducted by Materials Results so far
Sparse Coding and Dictionary Learning 06-14 Nov all Slides I
Slides II
 
Locally-constrained Linear Coding 14 Nov - 10 Dec Christoph & Chandra Paper: CVPR 2010
Code
Mid-term Presentation
Label Consistant/Discriminative Dictionary Learning 10 Dec - 18 Dec Christoph & Chandra Paper: BMVC 2013
Paper: CVPR 2011
Code
 
Transformation Invariant Dictionary Learning - - Paper: ICASSP 2014  
Bonus: Mapping 18 Dec - 23 Jan Christoph & Chandra Linear Mapping
Iterative Linear Mapping
TBA
Final Report

What you are going to learn:

  • Sparse Coding and Dictionary Learning
  • Figure out the global consistency with different similarity measures.
  • Figure out rotation and shift invariant dictionary
  • ...

Programming Language

  • MATLAB

Useful Links



Edit | Attach | Refresh | Diffs | More | Revision r1.2 - 11 Oct 2015 - 11:33 - ShadiAlbarqouni

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