University of Basel - Statistical Shape Modelling: Computing the Human Anatomy
- Offered byFutureLearn
Statistical Shape Modelling: Computing the Human Anatomy at FutureLearn Overview
Duration | 8 weeks |
Total fee | ₹2,763 |
Mode of learning | Online |
Official Website | Go to Website  |
Credential | Certificate |
Statistical Shape Modelling: Computing the Human Anatomy at FutureLearn Highlights
- Duration 8 weeks
- Weekly study 4 hours
- 100% online Learn at your own pace
Statistical Shape Modelling: Computing the Human Anatomy at FutureLearn Course details
- Statistical shape models are one of the most important technologies in computer vision and medical image analysis. With this technology, the computer learns the characteristic shape variations of an object or organ. The model resulting from this analysis may then be used in implant design, image analysis, surgery planning and many other fields.
- In this free online course, you will get insights from mathematics, statistics and machine learning, in order to address practical problems, as well as a theoretical and practical introduction to the open source software Scalismo.
Statistical Shape Modelling: Computing the Human Anatomy at FutureLearn Curriculum
Basic concepts of shape modelling and the Scalismo software
Course introduction
Shape modelling basics
Introducing the software environment
Building shape models: fundamental concepts in theory and practice
Modelling shape variations using Gaussian Processes
Experimenting on a face dataset using Scalismo
Probabilistic aspects of shape models
Shape models and the normal distribution
Probabilistic aspects of shape models in Scalismo
Parametric representations of shape models
Modelling with Gaussian Processes
Modelling with kernels
Modelling with kernels in Scalismo
Flexibility of statistical shape models
Half-time!
Reconstructing missing parts
Shape modelling in medical practice
Incorporating known deformations into shape models
Gaussian Process regression in Scalismo
Femur project
Fitting models to data
The fitting problem
Iterative Closest Points in Scalismo
Femur project
Model-based image analysis
Fitting shape models to images
Fitting images in Scalismo
Femur project: progress
Conclusion and outlook
Applications and future directions
Femur project
Summary and outlook
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