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Models/UnCRtainTS L2

UnCRtainTS L2

Reported on 16 benchmarks across 2 tasks · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical8 results

  • Image GenerationonSEN12MS-CR-TS
    RMSE· 2023-04-11
    0.049
    best: 0.045 (SeqDMs)
    SOTA
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464
  • Image GenerationonSEN12MS-CR
    MAE· 2023-04-11
    0.027
    best: 0.016 (DGMR)
    SOTA
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464
  • Image GenerationonSEN12MS-CR
    PSNR· 2023-04-11
    28.9
    best: 33.17 (DGMR)
    SOTA
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464
  • Image GenerationonSEN12MS-CR-TS
    PSNR· 2023-04-11
    27.23
    best: 28.07 (SeqDMs)
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464
  • Image GenerationonSEN12MS-CR-TS
    SAM· 2023-04-11
    10.168
    best: 12.777 (SeqDMs)
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464
  • Image GenerationonSEN12MS-CR-TS
    SSIM· 2023-04-11
    0.859
    best: 0.866 (UnCRtainTS σ)
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464
  • Image GenerationonSEN12MS-CR
    SAM· 2023-04-11
    8.32
    best: 18.085 (SpA GAN)
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464
  • Image GenerationonSEN12MS-CR
    SSIM· 2023-04-11
    0.88
    best: 0.929 (DGMR)
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464

Computer Vision8 results

  • Image InpaintingonSEN12MS-CR-TS
    RMSE· 2023-04-11
    0.049
    best: 0.045 (SeqDMs)
    SOTA
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464
  • Image InpaintingonSEN12MS-CR
    MAE· 2023-04-11
    0.027
    best: 0.016 (DGMR)
    SOTA
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464
  • Image InpaintingonSEN12MS-CR
    PSNR· 2023-04-11
    28.9
    best: 33.17 (DGMR)
    SOTA
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464
  • Image InpaintingonSEN12MS-CR-TS
    PSNR· 2023-04-11
    27.23
    best: 28.07 (SeqDMs)
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464
  • Image InpaintingonSEN12MS-CR-TS
    SAM· 2023-04-11
    10.168
    best: 12.777 (SeqDMs)
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464
  • Image InpaintingonSEN12MS-CR-TS
    SSIM· 2023-04-11
    0.859
    best: 0.866 (UnCRtainTS σ)
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464
  • Image InpaintingonSEN12MS-CR
    SAM· 2023-04-11
    8.32
    best: 18.085 (SpA GAN)
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464
  • Image InpaintingonSEN12MS-CR
    SSIM· 2023-04-11
    0.88
    best: 0.929 (DGMR)
    UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesarXiv:2304.05464