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New metrics optimizations, refactoring and more

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@snk4tr snk4tr released this 25 May 12:38
· 126 commits to master since this release
cfe2051

New features

  • Visual Information Fidelity (VIF) and corresponding loss are implemented (#47)
  • Inception Score (IS) is implemented (#42)
  • TVLoss is changed. Now it is based on only predicted image, as it's used as a regularizer applied to the predicted images during NN training (#58)

Enchancements

  • Purely PyTorch-based computation of KID score (#27)
  • Assertion of minimal image resolution for MS-SSIM (#38)
  • Scipy-free computation of FID score (#32)
  • Fast InceptionNet initialization (#45)

Other

  • More strict formatting rules via workflow with flake8 checks
  • CI pipeline corrections: now workflows are triggered for PRs and merges into master
  • PR templates
  • API description and examples
  • Small fixes and refactoring

Contributors: @denproc, @zakajd, @snk4tr, @smikhai1