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MICCAI 2010 Tutorial
Intensity-based Deformable Registration
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The organizers and speakers would like to thank everybody for the active participation, the interesting discussions, and an overall great tutorial experience!
The materials are now online.
Abstract
The goal of this tutorial is to give an overview of different intensity-based methods for deformable registration of medical images, as well as to present in-depth technical information about these techniques. Given the tremendous development of deformable registration methods in the last 20 years, our goal is to give a general overview of the subject, comprising many different and commonly used approaches, such as classic variational, viscous fluid, parametric, or demons methods, and to include different points of view on the subject. The first part of the tutorial provides a comprehensive high-level overview, including historical development, and focuses on providing connections between the different points of view. Building on the general presentation in the first part, the second session provides an in-depth treatment of specific topics and methods. Detailed issues are covered in this part, providing insights into different transformation models, continuous and discrete optimization techniques, etc. This tutorial should provide researchers new to the field of registration with an overview of the field and with a working knowledge of the basic concepts. Furthermore, the tutorial is of interest to researchers working with one particular method, who are interested in other approaches and their connections and differences. The tutorial takes place on Friday, 24 SEP 2010.Schedule and Materials
| 08:30 - 08:45 | Introduction | ||
| 08:45 - 10:00 |
Overview of Intensity-based Deformable Registration (Part I)
slides (PDF) |
Darko Zikic | dense deformable registration, variational approaches, optimization strategies, fluid and elastic approaches |
| 10:00 - 10:20 | COFFEE BREAK | rest, break, caffeine, discussion | |
| 10:20 - 11.15 | Overview of Intensity-based Deformable Registration (Part II) | Darko Zikic | parametric approaches, registration in Sobolev spaces, demons, relations between different methods |
| 11:15 - 12:00 |
(Tissue-dependent) Regularization in Deformable Registration
slides (PDF) |
Marius Staring | keywords: regularisation, well-posedness, folding, invertibility, smoothness, rigidity |
| 12:00 - 13:00 | LUNCH BREAK | rest, hunger, food, discussion | |
| 13:00 - 14:00 |
Similarity Measures
slides (PDF) |
Christian Wachinger | Similarity Measures, Information theoretic approach, probabilistic framework, pre-processing steps, recently proposed methods, rigid vs. deformable registration |
| 14:00 - 15:00 |
Demons: A Deformable Registration Toolbox
slides (PDF) |
Tom Vercauteren | demons algorithms, transformation spaces constraints, diffeomorphisms, DTI and similarity metrics |
| 15:00 - 15:30 | COFFEE BREAK / EMPIRE 10 Poster Session |
We can use this break to have a look at the poster session of the EMPIRE10 challenge.
For more details, please see:
http://empire10.isi.uu.nl/ |
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| 15:30 - 16:30 |
Registration by continuous optimisation
slides (PDF) |
Stefan Klein | Parametric registration, derivative-based optimisation methods, ELASTIX Software |
| 16:30 - 17:30 |
Markov Random Fields for Image Registration
slides (PDF) |
Ben Glocker | Markov Random Fields,MAP-MRF Estimation, Discrete Optimization, Random Fields for Image Registration, DROP Software |
| Stefan Klein | Biomedical Imaging Group Rotterdam, Erasmus MC, Rotterdam, The Netherlands | ||
| Marius Staring | Division of Image Processing, Leiden University Medical Center, The Netherlands | ||
| Tom Vercauteren | Mauna Kea Technologies, Paris, France | ||
| Ben Glocker | Computer Aided Medical Procedures (CAMP), TU München, Germany | ||
| Christian Wachinger | Computer Aided Medical Procedures (CAMP), TU München, Germany | ||
| Darko Zikic | Computer Aided Medical Procedures (CAMP), TU München, Germany |
Organization
| Darko Zikic | Computer Aided Medical Procedures (CAMP), TU München, Germany | ||
| Ben Glocker | Computer Aided Medical Procedures (CAMP), TU München, Germany | ||
| Ali Kamen | Siemens Corporate Research (SCR), Princeton, NJ, USA | ||
| Nikos Paragios | Laboratoire MAS, Ecole Centrale Paris, Chatenay-Malabry, France | ||
| Nassir Navab | Computer Aided Medical Procedures (CAMP), TU München, Germany |
Target Audience
- Students and researchers starting or interested in the field of deformable registration
- Researchers experienced with one class of methods, interested in other approaches
- Researchers in industry working on deformable registration applications