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Utilis module: a module for auxilary functions

  • multiprocessing for pre-processing NIFTI volumes
  • metrics calculation and logging
  • adding noise to simulate noisy images for denoising

Inference

using whole-brain inference

  1. Generate LR whole brain volume
  2. Infer them to get whole brain SR volume
  3. Suggested to be used on device=cpu when your GPU mem is low

or using individual-patch inference

  1. Take a whole brain volume, downsample to LR
  2. Patch them into overlapped volumes
  3. Infer individual LR patches to get SR patches
  4. Assemble them to get a SR whole brain volume