Python implementation of PCA-based registration of multi-temporal echocardiography sequences.
This code implements the algorithm presented in [1].
Implemented registrations
Registration of echocardiography sequences:
- registration using the PCA-based similarity measure;
- registration using the SSD similarity measure;
- registration using the phase-based similarity measure.
PCA class:
- implementation of unsupervised/supervised PCA in standard and dual formulation.
Required modules
Required modules:
- numpy
- matplotlib
- SimpleITK (v0.8).
References
[1] Peressutti D. et al. "Registration of multiview echocardiography sequences using a subspace error metric". IEEE Transactions on Biomedical Engineering, 64, 352-361, 2017