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Models/Uformer

Uformer

Reported on 14 benchmarks across 4 tasks · 2 papers · 6 SOTA

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

Computer Vision11 results

  • Image RestorationonFlare7K
    LPIPS· 2022-10-12
    0.047
    best: 0.0422 (Kotp et al)
    SOTA
    Flare7K: A Phenomenological Nighttime Flare Removal DatasetarXiv:2210.06570
  • Image RestorationonFlare7K
    PSNR· 2022-10-12
    26.98
    best: 27.662 (Kotp et al)
    SOTA
    Flare7K: A Phenomenological Nighttime Flare Removal DatasetarXiv:2210.06570
  • Image RestorationonFlare7K
    SSIM· 2022-10-12
    0.89
    best: 0.901 (FF-Former)
    SOTA
    Flare7K: A Phenomenological Nighttime Flare Removal DatasetarXiv:2210.06570
  • DehazingonSOTS Indoor
    PSNR· 2021-06-06
    31.91
    best: 42.72 (ConvIR)
    Uformer: A General U-Shaped Transformer for Image RestorationarXiv:2106.03106
  • DehazingonSOTS Indoor
    SSIM· 2021-06-06
    0.971
    best: 0.997 (ConvIR)
    Uformer: A General U-Shaped Transformer for Image RestorationarXiv:2106.03106
  • DehazingonSOTS Outdoor
    PSNR· 2021-06-06
    26.52
    best: 40.73 (ChaIR)
    Uformer: A General U-Shaped Transformer for Image RestorationarXiv:2106.03106
  • DehazingonSOTS Outdoor
    SSIM· 2021-06-06
    0.945
    best: 0.997 (ChaIR)
    Uformer: A General U-Shaped Transformer for Image RestorationarXiv:2106.03106
  • Image DehazingonSOTS Indoor
    PSNR· 2021-06-06
    31.91
    best: 42.72 (ConvIR)
    Uformer: A General U-Shaped Transformer for Image RestorationarXiv:2106.03106
  • Image DehazingonSOTS Indoor
    SSIM· 2021-06-06
    0.971
    best: 0.997 (ConvIR)
    Uformer: A General U-Shaped Transformer for Image RestorationarXiv:2106.03106
  • Image DehazingonSOTS Outdoor
    PSNR· 2021-06-06
    26.52
    best: 40.73 (ChaIR)
    Uformer: A General U-Shaped Transformer for Image RestorationarXiv:2106.03106
  • Image DehazingonSOTS Outdoor
    SSIM· 2021-06-06
    0.945
    best: 0.997 (ChaIR)
    Uformer: A General U-Shaped Transformer for Image RestorationarXiv:2106.03106

Audio3 results

  • 10-shot image generationonFlare7K
    LPIPS· 2022-10-12
    0.047
    best: 0.0422 (Kotp et al)
    SOTA
    Flare7K: A Phenomenological Nighttime Flare Removal DatasetarXiv:2210.06570
  • 10-shot image generationonFlare7K
    PSNR· 2022-10-12
    26.98
    best: 27.662 (Kotp et al)
    SOTA
    Flare7K: A Phenomenological Nighttime Flare Removal DatasetarXiv:2210.06570
  • 10-shot image generationonFlare7K
    SSIM· 2022-10-12
    0.89
    best: 0.901 (FF-Former)
    SOTA
    Flare7K: A Phenomenological Nighttime Flare Removal DatasetarXiv:2210.06570