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

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Cross-Modalities Image Synthesis


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.

The following diagram shows you the overall concept of cross-modalities dictionary learning:

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
Mid-term Presentation
Label Consistant/Discriminative Dictionary Learning 10 Dec - 18 Dec Christoph & Chandra Paper: BMVC 2013
Paper: CVPR 2011
Transformation Invariant Dictionary Learning - - Paper: ICASSP 2014  
Bonus: Mapping 18 Dec - 23 Jan Christoph & Chandra Linear Mapping
Iterative Linear Mapping
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


Useful Links

Edit | Attach | Refresh | Diffs | More | Revision r1.19 - 26 Apr 2015 - 18:13 - ShadiAlbarqouni