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Models/Restormer local

Restormer local

Reported on 24 benchmarks across 4 tasks · 1 paper · 4 SOTA

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

Computer Vision6 results

  • DeblurringonMSU BASED
    LPIPS· 2021-11-18
    0.08251
    best: 0.07836 (MAXIM (REDS))
    SOTA
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • DeblurringonMSU BASED
    ERQAv2.0· 2021-11-18
    0.73875
    best: 0.75056 (VRT (REDS))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • DeblurringonMSU BASED
    PSNR· 2021-11-18
    31.12341
    best: 31.76111 (Restormer)
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • DeblurringonMSU BASED
    SSIM· 2021-11-18
    0.94217
    best: 0.95035 (NAFNet (REDS))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • DeblurringonMSU BASED
    Subjective· 2021-11-18
    0.1231
    best: 2.8405 (NAFNet (REDS))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • DeblurringonMSU BASED
    VMAF· 2021-11-18
    65.25911
    best: 67.7557 (MAXIM (GoPro))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881

Methodology6 results

  • 2D ClassificationonMSU BASED
    LPIPS· 2021-11-18
    0.08251
    best: 0.07836 (MAXIM (REDS))
    SOTA
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • 2D ClassificationonMSU BASED
    ERQAv2.0· 2021-11-18
    0.73875
    best: 0.75056 (VRT (REDS))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • 2D ClassificationonMSU BASED
    PSNR· 2021-11-18
    31.12341
    best: 31.76111 (Restormer)
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • 2D ClassificationonMSU BASED
    SSIM· 2021-11-18
    0.94217
    best: 0.95035 (NAFNet (REDS))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • 2D ClassificationonMSU BASED
    Subjective· 2021-11-18
    0.1231
    best: 2.8405 (NAFNet (REDS))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • 2D ClassificationonMSU BASED
    VMAF· 2021-11-18
    65.25911
    best: 67.7557 (MAXIM (GoPro))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881

Audio6 results

  • 10-shot image generationonMSU BASED
    LPIPS· 2021-11-18
    0.08251
    best: 0.07836 (MAXIM (REDS))
    SOTA
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • 10-shot image generationonMSU BASED
    ERQAv2.0· 2021-11-18
    0.73875
    best: 0.75056 (VRT (REDS))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • 10-shot image generationonMSU BASED
    PSNR· 2021-11-18
    31.12341
    best: 31.76111 (Restormer)
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • 10-shot image generationonMSU BASED
    SSIM· 2021-11-18
    0.94217
    best: 0.95035 (NAFNet (REDS))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • 10-shot image generationonMSU BASED
    Subjective· 2021-11-18
    0.1231
    best: 2.8405 (NAFNet (REDS))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • 10-shot image generationonMSU BASED
    VMAF· 2021-11-18
    65.25911
    best: 67.7557 (MAXIM (GoPro))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881

Computer Code6 results

  • Blind Image DeblurringonMSU BASED
    LPIPS· 2021-11-18
    0.08251
    best: 0.07836 (MAXIM (REDS))
    SOTA
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • Blind Image DeblurringonMSU BASED
    ERQAv2.0· 2021-11-18
    0.73875
    best: 0.75056 (VRT (REDS))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • Blind Image DeblurringonMSU BASED
    PSNR· 2021-11-18
    31.12341
    best: 31.76111 (Restormer)
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • Blind Image DeblurringonMSU BASED
    SSIM· 2021-11-18
    0.94217
    best: 0.95035 (NAFNet (REDS))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • Blind Image DeblurringonMSU BASED
    Subjective· 2021-11-18
    0.1231
    best: 2.8405 (NAFNet (REDS))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881
  • Blind Image DeblurringonMSU BASED
    VMAF· 2021-11-18
    65.25911
    best: 67.7557 (MAXIM (GoPro))
    Restormer: Efficient Transformer for High-Resolution Image RestorationarXiv:2111.09881