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Introduction
Thesis Outline
Roy Schestowitz
1
Research Student
March 15
, 2006
Imaging Science and Biomedical Engineering
Introduction
Opening Notes
Non-Rigid Registration (NRR)
Models
The Tie Between NRR and Models
Optimal Shapes and Assessment of Shape Models
Aims Of the Project
Extending the Existing Framework (Shape
Appearance)
Assessment of Registration
Contributions
Thesis Organisation
Non-rigid Registration
Image Warping
Similarity Measures
Introduction
Methods
Group-wise versus Pair-wise
Existing NRR Assessment Methods
Models
Statistical Models
Introduction
Rationale
Shape Models
Deformable Models
Correspondence
Principal Component Analysis
Model Construction
Shape Models
Appearance Models
Intensity Models
Combined Models
Active Models and Fitting
MDL Shape Models
Shapes and Correspondence
Learning Shapes
Objective Function and Optimisation
Model-Based Registration
Model-based Registration
Model Building
Assessment of Models and Non-Rigid Registration
Generalisation and Specificity
Image distance measures
Normalisation
Validation Methodology and Experiments
Application to Non-Rigid Registration Evaluation
Extensions to 3-D
Future Exploration
Pitfalls
Extending the Scheme
Conclusions
Appendices
About this document ...
Roy Schestowitz 2006-04-22
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Appearance)
, 2006