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Models/ELD

ELD

Reported on 36 benchmarks across 3 tasks · 2 papers · 21 SOTA

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

Computer Vision12 results

  • DenoisingonSID x100
    SSIM· 2021-08-04
    0.963
    SOTA
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • DenoisingonSID SonyA7S2 x100
    PSNR (Raw)· 2021-08-04
    41.95
    best: 43.16 (PMN)
    SOTA
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • DenoisingonSID SonyA7S2 x100
    SSIM (Raw)· 2021-08-04
    0.953
    best: 0.96 (PMN)
    SOTA
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • DenoisingonELD SonyA7S2 x200
    PSNR (Raw)· 2020-03-28
    43.43
    best: 44.95 (LLD*)
    SOTA
    A Physics-based Noise Formation Model for Extreme Low-light Raw DenoisingarXiv:2003.12751
  • DenoisingonELD SonyA7S2 x200
    SSIM (Raw)· 2020-03-28
    0.954
    best: 0.977 (LLD*)
    SOTA
    A Physics-based Noise Formation Model for Extreme Low-light Raw DenoisingarXiv:2003.12751
  • DenoisingonELD SonyA7S2 x100
    PSNR (Raw)· 2020-03-28
    45.45
    best: 46.74 (LLD*)
    SOTA
    A Physics-based Noise Formation Model for Extreme Low-light Raw DenoisingarXiv:2003.12751
  • DenoisingonELD SonyA7S2 x100
    SSIM (Raw)· 2020-03-28
    0.975
    best: 0.986 (LLD*)
    SOTA
    A Physics-based Noise Formation Model for Extreme Low-light Raw DenoisingarXiv:2003.12751
  • DenoisingonSID SonyA7S2 x250
    PSNR (Raw)· 2021-08-04
    39.44
    best: 41.02 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • DenoisingonSID SonyA7S2 x250
    SSIM (Raw)· 2021-08-04
    0.931
    best: 0.948 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • DenoisingonSID x100
    PSNR (Raw)· 2021-08-04
    41.95
    best: 43.36 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • DenoisingonSID x300
    PSNR (Raw)· 2021-08-04
    36.36
    best: 37.8 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • DenoisingonSID x300
    SSIM· 2021-08-04
    0.911
    best: 0.935 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158

Medical12 results

  • Image DenoisingonSID x100
    SSIM· 2021-08-04
    0.963
    SOTA
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • Image DenoisingonSID SonyA7S2 x100
    PSNR (Raw)· 2021-08-04
    41.95
    best: 43.16 (PMN)
    SOTA
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • Image DenoisingonSID SonyA7S2 x100
    SSIM (Raw)· 2021-08-04
    0.953
    best: 0.96 (PMN)
    SOTA
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • Image DenoisingonELD SonyA7S2 x200
    PSNR (Raw)· 2020-03-28
    43.43
    best: 44.95 (LLD*)
    SOTA
    A Physics-based Noise Formation Model for Extreme Low-light Raw DenoisingarXiv:2003.12751
  • Image DenoisingonELD SonyA7S2 x200
    SSIM (Raw)· 2020-03-28
    0.954
    best: 0.977 (LLD*)
    SOTA
    A Physics-based Noise Formation Model for Extreme Low-light Raw DenoisingarXiv:2003.12751
  • Image DenoisingonELD SonyA7S2 x100
    PSNR (Raw)· 2020-03-28
    45.45
    best: 46.74 (LLD*)
    SOTA
    A Physics-based Noise Formation Model for Extreme Low-light Raw DenoisingarXiv:2003.12751
  • Image DenoisingonELD SonyA7S2 x100
    SSIM (Raw)· 2020-03-28
    0.975
    best: 0.986 (LLD*)
    SOTA
    A Physics-based Noise Formation Model for Extreme Low-light Raw DenoisingarXiv:2003.12751
  • Image DenoisingonSID SonyA7S2 x250
    PSNR (Raw)· 2021-08-04
    39.44
    best: 41.02 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • Image DenoisingonSID SonyA7S2 x250
    SSIM (Raw)· 2021-08-04
    0.931
    best: 0.948 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • Image DenoisingonSID x100
    PSNR (Raw)· 2021-08-04
    41.95
    best: 43.36 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • Image DenoisingonSID x300
    PSNR (Raw)· 2021-08-04
    36.36
    best: 37.8 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • Image DenoisingonSID x300
    SSIM· 2021-08-04
    0.911
    best: 0.935 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158

Adversarial12 results

  • 3D ArchitectureonSID x100
    SSIM· 2021-08-04
    0.963
    SOTA
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • 3D ArchitectureonSID SonyA7S2 x100
    PSNR (Raw)· 2021-08-04
    41.95
    best: 43.16 (PMN)
    SOTA
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • 3D ArchitectureonSID SonyA7S2 x100
    SSIM (Raw)· 2021-08-04
    0.953
    best: 0.96 (PMN)
    SOTA
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • 3D ArchitectureonELD SonyA7S2 x200
    PSNR (Raw)· 2020-03-28
    43.43
    best: 44.95 (LLD*)
    SOTA
    A Physics-based Noise Formation Model for Extreme Low-light Raw DenoisingarXiv:2003.12751
  • 3D ArchitectureonELD SonyA7S2 x200
    SSIM (Raw)· 2020-03-28
    0.954
    best: 0.977 (LLD*)
    SOTA
    A Physics-based Noise Formation Model for Extreme Low-light Raw DenoisingarXiv:2003.12751
  • 3D ArchitectureonELD SonyA7S2 x100
    PSNR (Raw)· 2020-03-28
    45.45
    best: 46.74 (LLD*)
    SOTA
    A Physics-based Noise Formation Model for Extreme Low-light Raw DenoisingarXiv:2003.12751
  • 3D ArchitectureonELD SonyA7S2 x100
    SSIM (Raw)· 2020-03-28
    0.975
    best: 0.986 (LLD*)
    SOTA
    A Physics-based Noise Formation Model for Extreme Low-light Raw DenoisingarXiv:2003.12751
  • 3D ArchitectureonSID SonyA7S2 x250
    PSNR (Raw)· 2021-08-04
    39.44
    best: 41.02 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • 3D ArchitectureonSID SonyA7S2 x250
    SSIM (Raw)· 2021-08-04
    0.931
    best: 0.948 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • 3D ArchitectureonSID x100
    PSNR (Raw)· 2021-08-04
    41.95
    best: 43.36 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • 3D ArchitectureonSID x300
    PSNR (Raw)· 2021-08-04
    36.36
    best: 37.8 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158
  • 3D ArchitectureonSID x300
    SSIM· 2021-08-04
    0.911
    best: 0.935 (LLD*)
    Physics-based Noise Modeling for Extreme Low-light PhotographyarXiv:2108.02158