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Models/RePaint

RePaint

Reported on 12 benchmarks across 2 tasks · 1 paper · 4 SOTA

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

Medical6 results

  • Image GenerationonImageNet
    FID· 2022-12-01
    12.31
    best: 3.21 (WavePaint)
    SOTA
    Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelarXiv:2212.00490
  • Image GenerationonCelebA
    FID· 2022-12-01
    14.19
    best: 4.54 (DDNM)
    SOTA
    Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelarXiv:2212.00490
  • Image GenerationonImageNet
    PSNR· 2022-12-01
    31.87
    best: 32.06 (DDNM)
    Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelarXiv:2212.00490
  • Image GenerationonImageNet
    SSIM· 2022-12-01
    0.963
    best: 0.968 (DDNM)
    Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelarXiv:2212.00490
  • Image GenerationonCelebA
    PSNR· 2022-12-01
    35.2
    best: 35.64 (DDNM)
    Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelarXiv:2212.00490
  • Image GenerationonCelebA
    SSIM· 2022-12-01
    0.981
    best: 0.982 (DDNM)
    Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelarXiv:2212.00490

Computer Vision6 results

  • Image InpaintingonImageNet
    FID· 2022-12-01
    12.31
    best: 3.21 (WavePaint)
    SOTA
    Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelarXiv:2212.00490
  • Image InpaintingonCelebA
    FID· 2022-12-01
    14.19
    best: 4.54 (DDNM)
    SOTA
    Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelarXiv:2212.00490
  • Image InpaintingonImageNet
    PSNR· 2022-12-01
    31.87
    best: 32.06 (DDNM)
    Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelarXiv:2212.00490
  • Image InpaintingonImageNet
    SSIM· 2022-12-01
    0.963
    best: 0.968 (DDNM)
    Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelarXiv:2212.00490
  • Image InpaintingonCelebA
    PSNR· 2022-12-01
    35.2
    best: 35.64 (DDNM)
    Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelarXiv:2212.00490
  • Image InpaintingonCelebA
    SSIM· 2022-12-01
    0.981
    best: 0.982 (DDNM)
    Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelarXiv:2212.00490