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Models/DeepRFT+

DeepRFT+

Reported on 46 benchmarks across 7 tasks · 1 paper · 27 SOTA

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

Audio14 results

  • 10-shot image generationonRealBlur-J
    PSNR (sRGB)· 2021-11-23
    32.63
    best: 33.96 (AdaRevD)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 10-shot image generationonRealBlur-J
    SSIM (sRGB)· 2021-11-23
    0.933
    best: 0.946 (ALGNet)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 10-shot image generationonRealBlur-R
    PSNR (sRGB)· 2021-11-23
    40.01
    best: 41.19 (AdaRevD)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 10-shot image generationonRealBlur-R
    SSIM (sRGB)· 2021-11-23
    0.973
    best: 0.981 (ALGNet)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 10-shot image generationonGoPro
    PSNR· 2021-11-23
    33.52
    best: 35.98 (BSSTNet)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 10-shot image generationonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2021-11-23
    31.66
    best: 32.83 (MAXIM)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 1 Image, 2*2 StitchionGoPro
    PSNR· 2021-11-23
    33.52
    best: 34.6 (AdaRevD)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 10-shot image generationonGoPro
    SSIM· 2021-11-23
    0.965
    best: 0.9792 (BSSTNet)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 10-shot image generationonRealBlur-J (trained on GoPro)
    PSNR (sRGB)· 2021-11-23
    28.88
    best: 30.12 (AdaRevD)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 10-shot image generationonRealBlur-J (trained on GoPro)
    SSIM (sRGB)· 2021-11-23
    0.88
    best: 0.894 (AdaRevD)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 10-shot image generationonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2021-11-23
    0.946
    best: 0.956 (MAXIM)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 10-shot image generationonGoPro
    PSNR· 2021-11-23
    33.52
    best: 35.98 (BSSTNet)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 10-shot image generationonGoPro
    SSIM· 2021-11-23
    0.965
    best: 0.9792 (BSSTNet)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 1 Image, 2*2 StitchionGoPro
    SSIM· 2021-11-23
    0.965
    best: 0.972 (AdaRevD)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745

Computer Vision12 results

  • DeblurringonRealBlur-J
    PSNR (sRGB)· 2021-11-23
    32.63
    best: 33.96 (AdaRevD)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • DeblurringonRealBlur-J
    SSIM (sRGB)· 2021-11-23
    0.933
    best: 0.946 (ALGNet)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • DeblurringonRealBlur-R
    PSNR (sRGB)· 2021-11-23
    40.01
    best: 41.19 (AdaRevD)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • DeblurringonRealBlur-R
    SSIM (sRGB)· 2021-11-23
    0.973
    best: 0.981 (ALGNet)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • DeblurringonGoPro
    PSNR· 2021-11-23
    33.52
    best: 35.98 (BSSTNet)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • DeblurringonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2021-11-23
    31.66
    best: 32.83 (MAXIM)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • Image DeblurringonGoPro
    PSNR· 2021-11-23
    33.52
    best: 34.6 (AdaRevD)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • DeblurringonGoPro
    SSIM· 2021-11-23
    0.965
    best: 0.9792 (BSSTNet)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • DeblurringonRealBlur-J (trained on GoPro)
    PSNR (sRGB)· 2021-11-23
    28.88
    best: 30.12 (AdaRevD)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • DeblurringonRealBlur-J (trained on GoPro)
    SSIM (sRGB)· 2021-11-23
    0.88
    best: 0.894 (AdaRevD)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • DeblurringonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2021-11-23
    0.946
    best: 0.956 (MAXIM)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • Image DeblurringonGoPro
    SSIM· 2021-11-23
    0.965
    best: 0.972 (AdaRevD)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745

Methodology12 results

  • 2D ClassificationonRealBlur-J
    PSNR (sRGB)· 2021-11-23
    32.63
    best: 33.96 (AdaRevD)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 2D ClassificationonRealBlur-J
    SSIM (sRGB)· 2021-11-23
    0.933
    best: 0.946 (ALGNet)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 2D ClassificationonRealBlur-R
    PSNR (sRGB)· 2021-11-23
    40.01
    best: 41.19 (AdaRevD)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 2D ClassificationonRealBlur-R
    SSIM (sRGB)· 2021-11-23
    0.973
    best: 0.981 (ALGNet)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 2D ClassificationonGoPro
    PSNR· 2021-11-23
    33.52
    best: 35.98 (BSSTNet)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 2D ClassificationonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2021-11-23
    31.66
    best: 32.83 (MAXIM)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 16konGoPro
    PSNR· 2021-11-23
    33.52
    best: 34.6 (AdaRevD)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 2D ClassificationonGoPro
    SSIM· 2021-11-23
    0.965
    best: 0.9792 (BSSTNet)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 2D ClassificationonRealBlur-J (trained on GoPro)
    PSNR (sRGB)· 2021-11-23
    28.88
    best: 30.12 (AdaRevD)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 2D ClassificationonRealBlur-J (trained on GoPro)
    SSIM (sRGB)· 2021-11-23
    0.88
    best: 0.894 (AdaRevD)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 2D ClassificationonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2021-11-23
    0.946
    best: 0.956 (MAXIM)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • 16konGoPro
    SSIM· 2021-11-23
    0.965
    best: 0.972 (AdaRevD)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745

Computer Code10 results

  • Blind Image DeblurringonRealBlur-J
    PSNR (sRGB)· 2021-11-23
    32.63
    best: 33.96 (AdaRevD)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • Blind Image DeblurringonRealBlur-J
    SSIM (sRGB)· 2021-11-23
    0.933
    best: 0.946 (ALGNet)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • Blind Image DeblurringonRealBlur-R
    PSNR (sRGB)· 2021-11-23
    40.01
    best: 41.19 (AdaRevD)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • Blind Image DeblurringonRealBlur-R
    SSIM (sRGB)· 2021-11-23
    0.973
    best: 0.981 (ALGNet)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • Blind Image DeblurringonGoPro
    PSNR· 2021-11-23
    33.52
    best: 35.98 (BSSTNet)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • Blind Image DeblurringonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2021-11-23
    31.66
    best: 32.83 (MAXIM)
    SOTA
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • Blind Image DeblurringonGoPro
    SSIM· 2021-11-23
    0.965
    best: 0.9792 (BSSTNet)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • Blind Image DeblurringonRealBlur-J (trained on GoPro)
    PSNR (sRGB)· 2021-11-23
    28.88
    best: 30.12 (AdaRevD)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • Blind Image DeblurringonRealBlur-J (trained on GoPro)
    SSIM (sRGB)· 2021-11-23
    0.88
    best: 0.894 (AdaRevD)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745
  • Blind Image DeblurringonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2021-11-23
    0.946
    best: 0.956 (MAXIM)
    Intriguing Findings of Frequency Selection for Image DeblurringarXiv:2111.11745