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Models/Uformer-B

Uformer-B

Reported on 64 benchmarks across 11 tasks · 1 paper · 50 SOTA

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

Computer Vision19 results

DeblurringonGoPro
PSNR· 2021-06-06
32.97
best: 35.98 (BSSTNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
DeblurringonGoPro
SSIM· 2021-06-06
0.967
best: 0.9792 (BSSTNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
DeblurringonRealBlur-R (trained on GoPro)
PSNR (sRGB)· 2021-06-06
36.22
best: 36.53 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
DeblurringonRealBlur-R (trained on GoPro)
SSIM (sRGB)· 2021-06-06
0.957
best: 0.961 (ALGNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
DeblurringonRealBlur-J (trained on GoPro)
PSNR (sRGB)· 2021-06-06
29.06
best: 30.12 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
DeblurringonRealBlur-J (trained on GoPro)
SSIM (sRGB)· 2021-06-06
0.884
best: 0.894 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
DeblurringonHIDE (trained on GOPRO)
Params (M)· 2021-06-06
50.88
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
DeblurringonHIDE (trained on GOPRO)
SSIM (sRGB)· 2021-06-06
0.952
best: 0.956 (MAXIM)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
DeblurringonRSBlur
Average PSNR· 2021-06-06
33.98
best: 34.94 (MLWNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Image EnhancementonTIP 2018
SSIM· 2021-06-06
0.917
best: 0.92 (ESDNet-L)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
DenoisingonDND
PSNR (sRGB)· 2021-06-06
39.98
best: 40.594 (DualDn)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Image DeblurringonGoPro
PSNR· 2021-06-06
32.97
best: 34.6 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Image DeblurringonGoPro
Params (M)· 2021-06-06
50.88
best: 80.3 (UFPDeblur)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Image DeblurringonGoPro
SSIM· 2021-06-06
0.967
best: 0.972 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
DeblurringonHIDE (trained on GOPRO)
PSNR (sRGB)· 2021-06-06
30.83
best: 32.83 (MAXIM)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Image EnhancementonTIP 2018
PSNR· 2021-06-06
29.28
best: 30.11 (ESDNet-L)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
DenoisingonSIDD
PSNR (sRGB)· 2021-06-06
39.89
best: 40.39 (CGNet)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
DenoisingonSIDD
SSIM (sRGB)· 2021-06-06
0.96
best: 0.973 (NBNet)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
DenoisingonDND
SSIM (sRGB)· 2021-06-06
0.955
best: 0.966 (DualDn)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106

Audio16 results

10-shot image generationonGoPro
PSNR· 2021-06-06
32.97
best: 35.98 (BSSTNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
10-shot image generationonGoPro
SSIM· 2021-06-06
0.967
best: 0.9792 (BSSTNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
10-shot image generationonRealBlur-R (trained on GoPro)
PSNR (sRGB)· 2021-06-06
36.22
best: 36.53 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
10-shot image generationonRealBlur-R (trained on GoPro)
SSIM (sRGB)· 2021-06-06
0.957
best: 0.961 (ALGNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
10-shot image generationonRealBlur-J (trained on GoPro)
PSNR (sRGB)· 2021-06-06
29.06
best: 30.12 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
10-shot image generationonRealBlur-J (trained on GoPro)
SSIM (sRGB)· 2021-06-06
0.884
best: 0.894 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
10-shot image generationonHIDE (trained on GOPRO)
Params (M)· 2021-06-06
50.88
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
10-shot image generationonHIDE (trained on GOPRO)
SSIM (sRGB)· 2021-06-06
0.952
best: 0.956 (MAXIM)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
10-shot image generationonRSBlur
Average PSNR· 2021-06-06
33.98
best: 34.94 (MLWNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
10-shot image generationonGoPro
Params (M)· 2021-06-06
50.88
best: 80.3 (UFPDeblur)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
1 Image, 2*2 StitchionGoPro
PSNR· 2021-06-06
32.97
best: 34.6 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
1 Image, 2*2 StitchionGoPro
Params (M)· 2021-06-06
50.88
best: 80.3 (UFPDeblur)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
1 Image, 2*2 StitchionGoPro
SSIM· 2021-06-06
0.967
best: 0.972 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
10-shot image generationonHIDE (trained on GOPRO)
PSNR (sRGB)· 2021-06-06
30.83
best: 32.83 (MAXIM)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
10-shot image generationonGoPro
PSNR· 2021-06-06
32.97
best: 35.98 (BSSTNet)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
10-shot image generationonGoPro
SSIM· 2021-06-06
0.967
best: 0.9792 (BSSTNet)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106

Methodology13 results

2D ClassificationonGoPro
PSNR· 2021-06-06
32.97
best: 35.98 (BSSTNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
2D ClassificationonGoPro
SSIM· 2021-06-06
0.967
best: 0.9792 (BSSTNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
2D ClassificationonRealBlur-R (trained on GoPro)
PSNR (sRGB)· 2021-06-06
36.22
best: 36.53 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
2D ClassificationonRealBlur-R (trained on GoPro)
SSIM (sRGB)· 2021-06-06
0.957
best: 0.961 (ALGNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
2D ClassificationonRealBlur-J (trained on GoPro)
PSNR (sRGB)· 2021-06-06
29.06
best: 30.12 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
2D ClassificationonRealBlur-J (trained on GoPro)
SSIM (sRGB)· 2021-06-06
0.884
best: 0.894 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
2D ClassificationonHIDE (trained on GOPRO)
Params (M)· 2021-06-06
50.88
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
2D ClassificationonHIDE (trained on GOPRO)
SSIM (sRGB)· 2021-06-06
0.952
best: 0.956 (MAXIM)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
2D ClassificationonRSBlur
Average PSNR· 2021-06-06
33.98
best: 34.94 (MLWNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
16konGoPro
PSNR· 2021-06-06
32.97
best: 34.6 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
16konGoPro
Params (M)· 2021-06-06
50.88
best: 80.3 (UFPDeblur)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
16konGoPro
SSIM· 2021-06-06
0.967
best: 0.972 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
2D ClassificationonHIDE (trained on GOPRO)
PSNR (sRGB)· 2021-06-06
30.83
best: 32.83 (MAXIM)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106

Computer Code10 results

Blind Image DeblurringonGoPro
PSNR· 2021-06-06
32.97
best: 35.98 (BSSTNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Blind Image DeblurringonGoPro
SSIM· 2021-06-06
0.967
best: 0.9792 (BSSTNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Blind Image DeblurringonRealBlur-R (trained on GoPro)
PSNR (sRGB)· 2021-06-06
36.22
best: 36.53 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Blind Image DeblurringonRealBlur-R (trained on GoPro)
SSIM (sRGB)· 2021-06-06
0.957
best: 0.961 (ALGNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Blind Image DeblurringonRealBlur-J (trained on GoPro)
PSNR (sRGB)· 2021-06-06
29.06
best: 30.12 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Blind Image DeblurringonRealBlur-J (trained on GoPro)
SSIM (sRGB)· 2021-06-06
0.884
best: 0.894 (AdaRevD)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Blind Image DeblurringonHIDE (trained on GOPRO)
Params (M)· 2021-06-06
50.88
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Blind Image DeblurringonHIDE (trained on GOPRO)
SSIM (sRGB)· 2021-06-06
0.952
best: 0.956 (MAXIM)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Blind Image DeblurringonRSBlur
Average PSNR· 2021-06-06
33.98
best: 34.94 (MLWNet)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Blind Image DeblurringonHIDE (trained on GOPRO)
PSNR (sRGB)· 2021-06-06
30.83
best: 32.83 (MAXIM)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106

Medical4 results

Image DenoisingonDND
PSNR (sRGB)· 2021-06-06
39.98
best: 40.594 (DualDn)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Image DenoisingonSIDD
PSNR (sRGB)· 2021-06-06
39.89
best: 40.39 (CGNet)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Image DenoisingonSIDD
SSIM (sRGB)· 2021-06-06
0.96
best: 0.973 (NBNet)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
Image DenoisingonDND
SSIM (sRGB)· 2021-06-06
0.955
best: 0.966 (DualDn)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106

Adversarial4 results

3D ArchitectureonDND
PSNR (sRGB)· 2021-06-06
39.98
best: 40.594 (DualDn)
SOTA
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
3D ArchitectureonSIDD
PSNR (sRGB)· 2021-06-06
39.89
best: 40.39 (CGNet)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
3D ArchitectureonSIDD
SSIM (sRGB)· 2021-06-06
0.96
best: 0.973 (NBNet)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106
3D ArchitectureonDND
SSIM (sRGB)· 2021-06-06
0.955
best: 0.966 (DualDn)
Uformer: A General U-Shaped Transformer for Image Restoration arXiv:2106.03106