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DeepSSM Test Systems

Open jadie1 opened this issue 1 year ago • 1 comments

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.

jadie1 avatar Jul 28 '23 15:07 jadie1

I have created a folder for this here: /usr/sci/datanew/SSM-Data/DeepSSM/ and added the left atrium

jadie1 avatar Sep 08 '23 03:09 jadie1