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Models/Restormer-TLC

Restormer-TLC

Reported on 24 benchmarks across 7 tasks · 1 paper · 3 SOTA

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

Audio9 results

  • 1 Image, 2*2 StitchionGoPro
    PSNR· 2021-12-08
    33.57
    best: 34.6 (AdaRevD)
    SOTA
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • 10-shot image generationonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2021-12-08
    31.49
    best: 32.83 (MAXIM)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • 10-shot image generationonHIDE (trained on GOPRO)
    Params (M)· 2021-12-08
    26.13
    best: 50.88 (Uformer-B)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • 10-shot image generationonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2021-12-08
    0.945
    best: 0.956 (MAXIM)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • 10-shot image generationonGoPro
    PSNR· 2021-12-08
    33.57
    best: 35.98 (BSSTNet)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • 10-shot image generationonGoPro
    Params (M)· 2021-12-08
    26.13
    best: 80.3 (UFPDeblur)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • 10-shot image generationonGoPro
    SSIM· 2021-12-08
    0.966
    best: 0.9792 (BSSTNet)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • 1 Image, 2*2 StitchionGoPro
    Params (M)· 2021-12-08
    26.13
    best: 80.3 (UFPDeblur)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • 1 Image, 2*2 StitchionGoPro
    SSIM· 2021-12-08
    0.966
    best: 0.972 (AdaRevD)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491

Computer Vision6 results

  • Image DeblurringonGoPro
    PSNR· 2021-12-08
    33.57
    best: 34.6 (AdaRevD)
    SOTA
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • DeblurringonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2021-12-08
    31.49
    best: 32.83 (MAXIM)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • DeblurringonHIDE (trained on GOPRO)
    Params (M)· 2021-12-08
    26.13
    best: 50.88 (Uformer-B)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • DeblurringonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2021-12-08
    0.945
    best: 0.956 (MAXIM)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • Image DeblurringonGoPro
    Params (M)· 2021-12-08
    26.13
    best: 80.3 (UFPDeblur)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • Image DeblurringonGoPro
    SSIM· 2021-12-08
    0.966
    best: 0.972 (AdaRevD)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491

Methodology6 results

  • 16konGoPro
    PSNR· 2021-12-08
    33.57
    best: 34.6 (AdaRevD)
    SOTA
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • 2D ClassificationonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2021-12-08
    31.49
    best: 32.83 (MAXIM)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • 2D ClassificationonHIDE (trained on GOPRO)
    Params (M)· 2021-12-08
    26.13
    best: 50.88 (Uformer-B)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • 2D ClassificationonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2021-12-08
    0.945
    best: 0.956 (MAXIM)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • 16konGoPro
    Params (M)· 2021-12-08
    26.13
    best: 80.3 (UFPDeblur)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • 16konGoPro
    SSIM· 2021-12-08
    0.966
    best: 0.972 (AdaRevD)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491

Computer Code3 results

  • Blind Image DeblurringonHIDE (trained on GOPRO)
    PSNR (sRGB)· 2021-12-08
    31.49
    best: 32.83 (MAXIM)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • Blind Image DeblurringonHIDE (trained on GOPRO)
    Params (M)· 2021-12-08
    26.13
    best: 50.88 (Uformer-B)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491
  • Blind Image DeblurringonHIDE (trained on GOPRO)
    SSIM (sRGB)· 2021-12-08
    0.945
    best: 0.956 (MAXIM)
    Improving Image Restoration by Revisiting Global Information AggregationarXiv:2112.04491