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NeuralCompression 0.3.0 Release, generative compression refactor

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@mmuckley mmuckley released this 25 Aug 15:40
· 15 commits to main since this release
v0.3.0
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This release is paired with the MS-ILLM open-source implementation and includes utilities for generative compression, focusing on autoencoders with adversarial training.

List of updates:

  • Removed models redundant with CompressAI and added HiFiC autoencoder model (PR #196)
  • Metrics refactor to new metrics module, adding HiFiC FID/256 implementation, SwAV-based FID, and DISTS metric (PR #197)
  • Datasets implementation for OpenImages, DIV2K, plus testing improvements (PR #198)
  • Loss functions for non-saturating GAN, OASIS, MSE, and MSE-LPIPS (PR #199)
  • Creation of model zoo and MS-ILLM model weights open-sourcing (PR #211)
  • MS-ILLM training framework (PRs #200, #210, #216, #220)
  • Repository build updates (PRs #208, #207, #214, #221)
  • Bug fix for DVC decompress function (PR #202)
  • Bug fix for optical flow color (PR #203)
  • Apple Silicon support tail estimation (PR #205)

Contributors: @N1ghtstalker2022, @txya900619, @NripeshN @mmuckley

Contributors

txya900619, mmuckley, and 2 other contributors
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