
Improvements to the itk::KernelTransform and Subclasses
Please use this identifier to cite or link to this publication: http://hdl.handle.net/1926/494 |
Published in The Insight Journal - 2007 January - June.
Submitted by Rupert Brooks on 03-09-2007.
Kernel-based transforms such as the thin plate spline are frequently used to model deformations in medical
imaging. The existing implementation in ITK is capable of being used to warp images, but does not
work in the registration framework. The existing implementation is inefficient, requiring recomputation
of all cached values at every parameter change, and the Jacobian calculation is not implemented. By
reversing the roles of the fixed and moving parameters, the transform can be adapted for registration use.
We present modified classes which are more efficient, and calculate the Jacobian correctly.
imaging. The existing implementation in ITK is capable of being used to warp images, but does not
work in the registration framework. The existing implementation is inefficient, requiring recomputation
of all cached values at every parameter change, and the Jacobian calculation is not implemented. By
reversing the roles of the fixed and moving parameters, the transform can be adapted for registration use.
We present modified classes which are more efficient, and calculate the Jacobian correctly.
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Categories: | Deformable registration, Registration, Transforms |
Keywords: | Transforms, Registration |
Toolkits: | ITK, CMake |
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