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Models/RCOT

RCOT

Reported on 14 benchmarks across 6 tasks · 1 paper

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

Computer Vision7 results

  • DenoisingonCBSD68 sigma50
    PSNR· 2024-05-05
    28.25
    best: 29.39 (IPT)
    Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationarXiv:2405.02843
  • Image Super-ResolutiononDIV2K val - 4x upscaling
    LPIPS· 2024-05-05
    0.104
    best: 0.0893 (AESOP)
    Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationarXiv:2405.02843
  • Image Super-ResolutiononDIV2K val - 4x upscaling
    PSNR· 2024-05-05
    28.41
    best: 29.25 (EDSR)
    Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationarXiv:2405.02843
  • Image Super-ResolutiononDIV2K val - 4x upscaling
    SSIM· 2024-05-05
    0.804
    best: 0.9017 (EDSR)
    Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationarXiv:2405.02843
  • 3D Object Super-ResolutiononDIV2K val - 4x upscaling
    LPIPS· 2024-05-05
    0.104
    best: 0.0893 (AESOP)
    Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationarXiv:2405.02843
  • 3D Object Super-ResolutiononDIV2K val - 4x upscaling
    PSNR· 2024-05-05
    28.41
    best: 29.25 (EDSR)
    Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationarXiv:2405.02843
  • 3D Object Super-ResolutiononDIV2K val - 4x upscaling
    SSIM· 2024-05-05
    0.804
    best: 0.9017 (EDSR)
    Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationarXiv:2405.02843

Graphs3 results

  • Super-ResolutiononDIV2K val - 4x upscaling
    LPIPS· 2024-05-05
    0.104
    best: 0.0893 (AESOP)
    Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationarXiv:2405.02843
  • Super-ResolutiononDIV2K val - 4x upscaling
    PSNR· 2024-05-05
    28.41
    best: 29.25 (EDSR)
    Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationarXiv:2405.02843
  • Super-ResolutiononDIV2K val - 4x upscaling
    SSIM· 2024-05-05
    0.804
    best: 0.9017 (EDSR)
    Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationarXiv:2405.02843

Methodology3 results

  • 16konDIV2K val - 4x upscaling
    LPIPS· 2024-05-05
    0.104
    best: 0.0893 (AESOP)
    Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationarXiv:2405.02843
  • 16konDIV2K val - 4x upscaling
    PSNR· 2024-05-05
    28.41
    best: 29.25 (EDSR)
    Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationarXiv:2405.02843
  • 16konDIV2K val - 4x upscaling
    SSIM· 2024-05-05
    0.804
    best: 0.9017 (EDSR)
    Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationarXiv:2405.02843

Adversarial1 result

  • 3D ArchitectureonCBSD68 sigma50
    PSNR· 2024-05-05
    28.25
    best: 29.39 (IPT)
    Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationarXiv:2405.02843