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Models/LoFormer

LoFormer

Reported on 32 benchmarks across 7 tasks · 1 paper

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

Audio10 results

  • 10-shot image generationonRealBlur-J
    PSNR (sRGB)· 2024-07-24
    32.9
    best: 33.96 (AdaRevD)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 10-shot image generationonRealBlur-J
    SSIM (sRGB)· 2024-07-24
    0.933
    best: 0.946 (ALGNet)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 10-shot image generationonRealBlur-R
    PSNR (sRGB)· 2024-07-24
    40.23
    best: 41.19 (AdaRevD)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 10-shot image generationonRealBlur-R
    SSIM (sRGB)· 2024-07-24
    0.974
    best: 0.981 (ALGNet)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 10-shot image generationonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2024-07-24
    31.86
    best: 32.83 (MAXIM)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 10-shot image generationonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2024-07-24
    0.949
    best: 0.956 (MAXIM)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 10-shot image generationonGoPro
    PSNR· 2024-07-24
    34.09
    best: 35.98 (BSSTNet)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 10-shot image generationonGoPro
    SSIM· 2024-07-24
    0.969
    best: 0.9792 (BSSTNet)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 1 Image, 2*2 StitchionGoPro
    PSNR· 2024-07-24
    34.09
    best: 34.6 (AdaRevD)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 1 Image, 2*2 StitchionGoPro
    SSIM· 2024-07-24
    0.969
    best: 0.972 (AdaRevD)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993

Computer Vision8 results

  • DeblurringonRealBlur-J
    PSNR (sRGB)· 2024-07-24
    32.9
    best: 33.96 (AdaRevD)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • DeblurringonRealBlur-J
    SSIM (sRGB)· 2024-07-24
    0.933
    best: 0.946 (ALGNet)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • DeblurringonRealBlur-R
    PSNR (sRGB)· 2024-07-24
    40.23
    best: 41.19 (AdaRevD)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • DeblurringonRealBlur-R
    SSIM (sRGB)· 2024-07-24
    0.974
    best: 0.981 (ALGNet)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • DeblurringonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2024-07-24
    31.86
    best: 32.83 (MAXIM)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • DeblurringonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2024-07-24
    0.949
    best: 0.956 (MAXIM)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • Image DeblurringonGoPro
    PSNR· 2024-07-24
    34.09
    best: 34.6 (AdaRevD)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • Image DeblurringonGoPro
    SSIM· 2024-07-24
    0.969
    best: 0.972 (AdaRevD)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993

Methodology8 results

  • 2D ClassificationonRealBlur-J
    PSNR (sRGB)· 2024-07-24
    32.9
    best: 33.96 (AdaRevD)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 2D ClassificationonRealBlur-J
    SSIM (sRGB)· 2024-07-24
    0.933
    best: 0.946 (ALGNet)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 2D ClassificationonRealBlur-R
    PSNR (sRGB)· 2024-07-24
    40.23
    best: 41.19 (AdaRevD)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 2D ClassificationonRealBlur-R
    SSIM (sRGB)· 2024-07-24
    0.974
    best: 0.981 (ALGNet)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 2D ClassificationonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2024-07-24
    31.86
    best: 32.83 (MAXIM)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 2D ClassificationonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2024-07-24
    0.949
    best: 0.956 (MAXIM)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 16konGoPro
    PSNR· 2024-07-24
    34.09
    best: 34.6 (AdaRevD)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • 16konGoPro
    SSIM· 2024-07-24
    0.969
    best: 0.972 (AdaRevD)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993

Computer Code6 results

  • Blind Image DeblurringonRealBlur-J
    PSNR (sRGB)· 2024-07-24
    32.9
    best: 33.96 (AdaRevD)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • Blind Image DeblurringonRealBlur-J
    SSIM (sRGB)· 2024-07-24
    0.933
    best: 0.946 (ALGNet)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • Blind Image DeblurringonRealBlur-R
    PSNR (sRGB)· 2024-07-24
    40.23
    best: 41.19 (AdaRevD)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • Blind Image DeblurringonRealBlur-R
    SSIM (sRGB)· 2024-07-24
    0.974
    best: 0.981 (ALGNet)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • Blind Image DeblurringonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2024-07-24
    31.86
    best: 32.83 (MAXIM)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993
  • Blind Image DeblurringonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2024-07-24
    0.949
    best: 0.956 (MAXIM)
    LoFormer: Local Frequency Transformer for Image DeblurringarXiv:2407.16993