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Next steps to improve SPADE + AdaIN architecture

Open 51N84D opened this issue 4 years ago • 0 comments

We've converged to a SPADE + MUNIT hybrid, but we need some tricks to improve. Here are the short term ideas to try:

  • [x] Gram Matrix as measure of style
  • [x] Feature matching loss on global discriminator
  • [ ] Give style information directly to spade (via addition, for example)
  • [x] Use decaying non-binary masks for smoothing
  • [ ] Use image of only water for perceptual loss
  • [x] Compute perceptual loss on intersection of ground + flood mask

51N84D avatar Apr 20 '20 20:04 51N84D