Releases: photosynthesis-team/piq
Releases · photosynthesis-team/piq
GMSD/MS-GMSD index, BRISQUE and bug fixes
New Features
- Gradient magnitude similarity deviation (GMSD)(#68)
- Multi scale gradient magnitude similarity deviation (MS-GMSD) (#68)
- Blind/Referenceless Image Spatial Quality Evaluator (BRISQUE) (#79)
Enhancement
- Update of Total Variation interface (#78)
- Upgrade of input tensor validation to improve robustness (#73, #78)
- Tests for utils (#78)
Other
Geometry Score, 5D SSIM/MS-SSIM and bug fixes
New features
- Geometry Score (GS) (#41)
- Support of SSIM and MS-SSIM for 5D tensors in the form that is used in the medical imaging (#55)
Enchancements
- Total Variation (TV) now supports 2D, 3D and 4D tensors (#55)
- MS-SSIM was upgraded to use custom scale weights of different size (#55)
Other
New metrics optimizations, refactoring and more
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
Changes in SSIM and MS-SSIM interfaces
data_range argument was moved to the class initializer.
New measures
This release includes new measures:
- FID
- KID
- MSID
- TV
It also includes more extensive testing and documentation.
CI & CD
initial release
chore(readme): update readme Signed-off-by: Sergey Kastryulin <[email protected]>