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What's Next for HSF?

Here are some ideas for what is yet to be included in the next major version of HSF:

  • HSF
  • Complete the documentation
  • Remove pytorch and torch.io deps (use DALI?)
  • Provide a way to QC segmentations
    • Voxel-wise aleatoric uncertainty.
  • Models
  • Single shouldn't be part of the bag because it hasn't seen all the data
  • Increase the amount of training data
  • Enhance data augmentation
  • Float16-int8 / Quantization (delayed)
  • Quantization Aware Training (delayed)
  • Pruning (WIP)

Please note that this list 1/ is not exhaustive, 2/ is not a guarantee that the mentioned features will be included in the next major version.