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June 21. Meeting ToDos #15

@sudo-Boris

Description

@sudo-Boris

Clean up code base

  • Merge all branches into one (then into main)
  • Extract functions and make modular

Training debugging

  • Sanity check for loss functions -> overfit on one training image

Architecture changes

  • (Optional) Try a smaller model without downscaling -> compression loses too much information
  • Change regularized loss
    • log scale
    • remove/ make weaker: mask decay
    • "completely" rethink extreme cases and tune loss regularizations.
    • SSIM loss??? (for occlusion?)
  • Change Unet branches final activations (see last meeting notes)

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