Shadi_MLMI_Pr01

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

Cross-Modalities Image Synthesis

Introduction

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
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 r1.19 - 26 Apr 2015 - 18:13 - ShadiAlbarqouni