ShapeWorks
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DeepSSM Test Systems
Create datasets that can be used for consistent DeepSSM benchmarking.
Training data must include:
- Original and groomed images
- Original and groomed shapes (meshes or binary segmentations)
- Cutting planes and landmarks if available
- Transforms (grooming/alignment as well as procrustes if used)
- Local and world particles (where local are in the original coordinate system and world are in the aligned coordinate system)
- PCA data and sample-wise scores/loadings
- Augmented data (generated groomed images, world particles, and PCA loadings)
- Save reference used for alignment and bounding box used for image cropping
Testing and Validation data includes:
- Original images
- Groomed images using image-to-image registration
- Ground truth particles from fixed domain optimization
Datasets to be added include: In-House:
- Left Atrium
- Femur
- Shoulder Public:
- Med seg pancreas
We can add to this list as we go.
I have created a folder for this here: /usr/sci/datanew/SSM-Data/DeepSSM/
and added the left atrium