__init__.py 3.0 KB

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  1. # Copyright The Lightning team.
  2. #
  3. # Licensed under the Apache License, Version 2.0 (the "License");
  4. # you may not use this file except in compliance with the License.
  5. # You may obtain a copy of the License at
  6. #
  7. # http://www.apache.org/licenses/LICENSE-2.0
  8. #
  9. # Unless required by applicable law or agreed to in writing, software
  10. # distributed under the License is distributed on an "AS IS" BASIS,
  11. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  12. # See the License for the specific language governing permissions and
  13. # limitations under the License.
  14. from torchmetrics.image.d_lambda import SpectralDistortionIndex
  15. from torchmetrics.image.d_s import SpatialDistortionIndex
  16. from torchmetrics.image.dists import DeepImageStructureAndTextureSimilarity
  17. from torchmetrics.image.ergas import ErrorRelativeGlobalDimensionlessSynthesis
  18. from torchmetrics.image.mifid import MemorizationInformedFrechetInceptionDistance
  19. from torchmetrics.image.psnr import PeakSignalNoiseRatio
  20. from torchmetrics.image.psnrb import PeakSignalNoiseRatioWithBlockedEffect
  21. from torchmetrics.image.qnr import QualityWithNoReference
  22. from torchmetrics.image.rase import RelativeAverageSpectralError
  23. from torchmetrics.image.rmse_sw import RootMeanSquaredErrorUsingSlidingWindow
  24. from torchmetrics.image.sam import SpectralAngleMapper
  25. from torchmetrics.image.scc import SpatialCorrelationCoefficient
  26. from torchmetrics.image.ssim import MultiScaleStructuralSimilarityIndexMeasure, StructuralSimilarityIndexMeasure
  27. from torchmetrics.image.tv import TotalVariation
  28. from torchmetrics.image.uqi import UniversalImageQualityIndex
  29. from torchmetrics.image.vif import VisualInformationFidelity
  30. from torchmetrics.utilities.imports import (
  31. _TORCH_FIDELITY_AVAILABLE,
  32. _TORCHVISION_AVAILABLE,
  33. )
  34. __all__ = [
  35. "DeepImageStructureAndTextureSimilarity",
  36. "ErrorRelativeGlobalDimensionlessSynthesis",
  37. "MemorizationInformedFrechetInceptionDistance",
  38. "MultiScaleStructuralSimilarityIndexMeasure",
  39. "PeakSignalNoiseRatio",
  40. "PeakSignalNoiseRatioWithBlockedEffect",
  41. "QualityWithNoReference",
  42. "RelativeAverageSpectralError",
  43. "RootMeanSquaredErrorUsingSlidingWindow",
  44. "SpatialCorrelationCoefficient",
  45. "SpatialDistortionIndex",
  46. "SpectralAngleMapper",
  47. "SpectralDistortionIndex",
  48. "StructuralSimilarityIndexMeasure",
  49. "TotalVariation",
  50. "UniversalImageQualityIndex",
  51. "VisualInformationFidelity",
  52. ]
  53. if _TORCH_FIDELITY_AVAILABLE:
  54. from torchmetrics.image.fid import FrechetInceptionDistance
  55. from torchmetrics.image.inception import InceptionScore
  56. from torchmetrics.image.kid import KernelInceptionDistance
  57. __all__ += [
  58. "FrechetInceptionDistance",
  59. "InceptionScore",
  60. "KernelInceptionDistance",
  61. ]
  62. if _TORCHVISION_AVAILABLE:
  63. from torchmetrics.image.lpip import LearnedPerceptualImagePatchSimilarity
  64. from torchmetrics.image.perceptual_path_length import PerceptualPathLength
  65. __all__ += ["LearnedPerceptualImagePatchSimilarity", "PerceptualPathLength"]