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Models/Restormer

Restormer

Reported on 128 benchmarks across 13 tasks · 2 papers · 52 SOTA

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

Computer Vision51 results

Image RestorationonFlare7K
LPIPS· 2022-10-12
0.054
best: 0.0422 (Kotp et al)
SOTA
Flare7K: A Phenomenological Nighttime Flare Removal Dataset arXiv:2210.06570
DeblurringonMSU BASED
ERQAv2.0· 2021-11-18
0.74776
best: 0.75056 (VRT (REDS))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DeblurringonMSU BASED
LPIPS· 2021-11-18
0.08239
best: 0.07836 (MAXIM (REDS))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DeblurringonMSU BASED
PSNR· 2021-11-18
31.76111
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DeblurringonMSU BASED
SSIM· 2021-11-18
0.94632
best: 0.95035 (NAFNet (REDS))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DeblurringonMSU BASED
VMAF· 2021-11-18
66.3964
best: 67.7557 (MAXIM (GoPro))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DeblurringonHIDE (trained on GOPRO)
PSNR (sRGB)· 2021-11-18
31.22
best: 32.83 (MAXIM)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Rain RemovalonTest1200
PSNR· 2021-11-18
33.19
best: 34.77 (CAPTNet)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Rain RemovalonTest1200
SSIM· 2021-11-18
0.926
best: 0.937 (CAPTNet)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Rain RemovalonRain100H
PSNR· 2021-11-18
31.46
best: 34.56 (GOUB (Mean-ODE))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Rain RemovalonTest2800
PSNR· 2021-11-18
34.18
best: 34.19 (KBNet)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Rain RemovalonTest2800
SSIM· 2021-11-18
0.944
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Rain RemovalonTest100
PSNR· 2021-11-18
32
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Rain RemovalonTest100
SSIM· 2021-11-18
0.923
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Image RestorationonCDD-11
Average PSNR (dB)· 2021-11-18
26.99
best: 28.72 (OneRestore)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Image RestorationonCDD-11
SSIM· 2021-11-18
0.8646
best: 0.8828 (OneRestore)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Image RestorationonCSD
Average PSNR (dB)· 2021-11-18
35.43
best: 40.12 (Instruct-IPT)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DenoisingonSIDD
PSNR (sRGB)· 2021-11-18
40.02
best: 40.39 (CGNet)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DenoisingonDND
PSNR (sRGB)· 2021-11-18
40.03
best: 40.594 (DualDn)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DenoisingonKodak24 sigma50
PSNR· 2021-11-18
30.01
best: 30.13 (DMID-d(MMSE))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DenoisingonUrban100 sigma50
PSNR· 2021-11-18
30.02
best: 30.59 (Hi-IR)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DenoisingonUrban100 sigma15
PSNR· 2021-11-18
33.79
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Video derainingonVRDS
SSIM· 2021-11-18
0.9206
best: 0.959 (Turtle)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Image RestorationonFlare7K
PSNR· 2022-10-12
26.28
best: 27.662 (Kotp et al)
Flare7K: A Phenomenological Nighttime Flare Removal Dataset arXiv:2210.06570
Image RestorationonFlare7K
SSIM· 2022-10-12
0.883
best: 0.901 (FF-Former)
Flare7K: A Phenomenological Nighttime Flare Removal Dataset arXiv:2210.06570
DeblurringonGoPro
PSNR· 2021-11-18
32.92
best: 35.98 (BSSTNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DeblurringonGoPro
SSIM· 2021-11-18
0.961
best: 0.9792 (BSSTNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DeblurringonRealBlur-R (trained on GoPro)
PSNR (sRGB)· 2021-11-18
36.19
best: 36.53 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DeblurringonRealBlur-R (trained on GoPro)
SSIM (sRGB)· 2021-11-18
0.957
best: 0.961 (ALGNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DeblurringonMSU BASED
Subjective· 2021-11-18
0.1175
best: 2.8405 (NAFNet (REDS))
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DeblurringonRealBlur-J (trained on GoPro)
PSNR (sRGB)· 2021-11-18
28.96
best: 30.12 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DeblurringonRealBlur-J (trained on GoPro)
SSIM (sRGB)· 2021-11-18
0.879
best: 0.894 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DeblurringonHIDE (trained on GOPRO)
Params (M)· 2021-11-18
26.13
best: 50.88 (Uformer-B)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DeblurringonHIDE (trained on GOPRO)
SSIM (sRGB)· 2021-11-18
0.942
best: 0.956 (MAXIM)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DeblurringonRSBlur
Average PSNR· 2021-11-18
33.69
best: 34.94 (MLWNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Rain RemovalonRain100H
SSIM· 2021-11-18
0.904
best: 0.9414 (GOUB (Mean-ODE))
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Rain RemovalonRain100L
PSNR· 2021-11-18
38.99
best: 41.62 (IPT)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Rain RemovalonRain100L
SSIM· 2021-11-18
0.978
best: 0.988 (IPT)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Image RestorationonARAD-1K
MRAE· 2021-11-18
0.1833
best: 0.3814 (HSCNN+)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Image RestorationonARAD-1K
PSNR· 2021-11-18
33.4
best: 34.32 (MST++)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Image RestorationonARAD-1K
RMSE· 2021-11-18
0.0274
best: 0.0248 (MST++)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DenoisingonSIDD
SSIM (sRGB)· 2021-11-18
0.96
best: 0.973 (NBNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DenoisingonDND
SSIM (sRGB)· 2021-11-18
0.956
best: 0.966 (DualDn)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Denoisingonurban100 sigma15
Average PSNR· 2021-11-18
35.13
best: 35.64 (AKDT)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DenoisingonUrban100 sigma25
PSNR· 2021-11-18
31.46
best: 33.34 (Hi-IR)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DenoisingonUrban100 sigma50
PSNR· 2021-11-18
28.29
best: 30.59 (Hi-IR)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
DenoisingonBSD68 sigma15
PSNR· 2021-11-18
31.96
best: 34.01 (RIDNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Image DeblurringonGoPro
PSNR· 2021-11-18
32.92
best: 34.6 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Image DeblurringonGoPro
Params (M)· 2021-11-18
26.13
best: 80.3 (UFPDeblur)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Image DeblurringonGoPro
SSIM· 2021-11-18
0.961
best: 0.972 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Video derainingonVRDS
PSNR· 2021-11-18
29.59
best: 32.04 (RainMamba)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881

Audio31 results

10-shot image generationonFlare7K
LPIPS· 2022-10-12
0.054
best: 0.0422 (Kotp et al)
SOTA
Flare7K: A Phenomenological Nighttime Flare Removal Dataset arXiv:2210.06570
10-shot image generationonCDD-11
Average PSNR (dB)· 2021-11-18
26.99
best: 28.72 (OneRestore)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonCDD-11
SSIM· 2021-11-18
0.8646
best: 0.8828 (OneRestore)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonCSD
Average PSNR (dB)· 2021-11-18
35.43
best: 40.12 (Instruct-IPT)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonMSU BASED
ERQAv2.0· 2021-11-18
0.74776
best: 0.75056 (VRT (REDS))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonMSU BASED
LPIPS· 2021-11-18
0.08239
best: 0.07836 (MAXIM (REDS))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonMSU BASED
PSNR· 2021-11-18
31.76111
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonMSU BASED
SSIM· 2021-11-18
0.94632
best: 0.95035 (NAFNet (REDS))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonMSU BASED
VMAF· 2021-11-18
66.3964
best: 67.7557 (MAXIM (GoPro))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonHIDE (trained on GOPRO)
PSNR (sRGB)· 2021-11-18
31.22
best: 32.83 (MAXIM)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonFlare7K
PSNR· 2022-10-12
26.28
best: 27.662 (Kotp et al)
Flare7K: A Phenomenological Nighttime Flare Removal Dataset arXiv:2210.06570
10-shot image generationonFlare7K
SSIM· 2022-10-12
0.883
best: 0.901 (FF-Former)
Flare7K: A Phenomenological Nighttime Flare Removal Dataset arXiv:2210.06570
10-shot image generationonARAD-1K
MRAE· 2021-11-18
0.1833
best: 0.3814 (HSCNN+)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonARAD-1K
PSNR· 2021-11-18
33.4
best: 34.32 (MST++)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonARAD-1K
RMSE· 2021-11-18
0.0274
best: 0.0248 (MST++)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonGoPro
PSNR· 2021-11-18
32.92
best: 35.98 (BSSTNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonGoPro
SSIM· 2021-11-18
0.961
best: 0.9792 (BSSTNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonRealBlur-R (trained on GoPro)
PSNR (sRGB)· 2021-11-18
36.19
best: 36.53 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonRealBlur-R (trained on GoPro)
SSIM (sRGB)· 2021-11-18
0.957
best: 0.961 (ALGNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonMSU BASED
Subjective· 2021-11-18
0.1175
best: 2.8405 (NAFNet (REDS))
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonRealBlur-J (trained on GoPro)
PSNR (sRGB)· 2021-11-18
28.96
best: 30.12 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonRealBlur-J (trained on GoPro)
SSIM (sRGB)· 2021-11-18
0.879
best: 0.894 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonHIDE (trained on GOPRO)
Params (M)· 2021-11-18
26.13
best: 50.88 (Uformer-B)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonHIDE (trained on GOPRO)
SSIM (sRGB)· 2021-11-18
0.942
best: 0.956 (MAXIM)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonRSBlur
Average PSNR· 2021-11-18
33.69
best: 34.94 (MLWNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonGoPro
PSNR· 2021-11-18
32.92
best: 35.98 (BSSTNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonGoPro
Params (M)· 2021-11-18
26.13
best: 80.3 (UFPDeblur)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
10-shot image generationonGoPro
SSIM· 2021-11-18
0.961
best: 0.9792 (BSSTNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
1 Image, 2*2 StitchionGoPro
PSNR· 2021-11-18
32.92
best: 34.6 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
1 Image, 2*2 StitchionGoPro
Params (M)· 2021-11-18
26.13
best: 80.3 (UFPDeblur)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
1 Image, 2*2 StitchionGoPro
SSIM· 2021-11-18
0.961
best: 0.972 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881

Methodology19 results

2D ClassificationonMSU BASED
ERQAv2.0· 2021-11-18
0.74776
best: 0.75056 (VRT (REDS))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonMSU BASED
LPIPS· 2021-11-18
0.08239
best: 0.07836 (MAXIM (REDS))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonMSU BASED
PSNR· 2021-11-18
31.76111
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonMSU BASED
SSIM· 2021-11-18
0.94632
best: 0.95035 (NAFNet (REDS))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonMSU BASED
VMAF· 2021-11-18
66.3964
best: 67.7557 (MAXIM (GoPro))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonHIDE (trained on GOPRO)
PSNR (sRGB)· 2021-11-18
31.22
best: 32.83 (MAXIM)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonGoPro
PSNR· 2021-11-18
32.92
best: 35.98 (BSSTNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonGoPro
SSIM· 2021-11-18
0.961
best: 0.9792 (BSSTNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonRealBlur-R (trained on GoPro)
PSNR (sRGB)· 2021-11-18
36.19
best: 36.53 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonRealBlur-R (trained on GoPro)
SSIM (sRGB)· 2021-11-18
0.957
best: 0.961 (ALGNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonMSU BASED
Subjective· 2021-11-18
0.1175
best: 2.8405 (NAFNet (REDS))
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonRealBlur-J (trained on GoPro)
PSNR (sRGB)· 2021-11-18
28.96
best: 30.12 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonRealBlur-J (trained on GoPro)
SSIM (sRGB)· 2021-11-18
0.879
best: 0.894 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonHIDE (trained on GOPRO)
Params (M)· 2021-11-18
26.13
best: 50.88 (Uformer-B)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonHIDE (trained on GOPRO)
SSIM (sRGB)· 2021-11-18
0.942
best: 0.956 (MAXIM)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
2D ClassificationonRSBlur
Average PSNR· 2021-11-18
33.69
best: 34.94 (MLWNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
16konGoPro
PSNR· 2021-11-18
32.92
best: 34.6 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
16konGoPro
Params (M)· 2021-11-18
26.13
best: 80.3 (UFPDeblur)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
16konGoPro
SSIM· 2021-11-18
0.961
best: 0.972 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881

Computer Code16 results

Blind Image DeblurringonMSU BASED
ERQAv2.0· 2021-11-18
0.74776
best: 0.75056 (VRT (REDS))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonMSU BASED
LPIPS· 2021-11-18
0.08239
best: 0.07836 (MAXIM (REDS))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonMSU BASED
PSNR· 2021-11-18
31.76111
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonMSU BASED
SSIM· 2021-11-18
0.94632
best: 0.95035 (NAFNet (REDS))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonMSU BASED
VMAF· 2021-11-18
66.3964
best: 67.7557 (MAXIM (GoPro))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonHIDE (trained on GOPRO)
PSNR (sRGB)· 2021-11-18
31.22
best: 32.83 (MAXIM)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonGoPro
PSNR· 2021-11-18
32.92
best: 35.98 (BSSTNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonGoPro
SSIM· 2021-11-18
0.961
best: 0.9792 (BSSTNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonRealBlur-R (trained on GoPro)
PSNR (sRGB)· 2021-11-18
36.19
best: 36.53 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonRealBlur-R (trained on GoPro)
SSIM (sRGB)· 2021-11-18
0.957
best: 0.961 (ALGNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonMSU BASED
Subjective· 2021-11-18
0.1175
best: 2.8405 (NAFNet (REDS))
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonRealBlur-J (trained on GoPro)
PSNR (sRGB)· 2021-11-18
28.96
best: 30.12 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonRealBlur-J (trained on GoPro)
SSIM (sRGB)· 2021-11-18
0.879
best: 0.894 (AdaRevD)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonHIDE (trained on GOPRO)
Params (M)· 2021-11-18
26.13
best: 50.88 (Uformer-B)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonHIDE (trained on GOPRO)
SSIM (sRGB)· 2021-11-18
0.942
best: 0.956 (MAXIM)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Blind Image DeblurringonRSBlur
Average PSNR· 2021-11-18
33.69
best: 34.94 (MLWNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881

Adversarial11 results

3D ArchitectureonSIDD
PSNR (sRGB)· 2021-11-18
40.02
best: 40.39 (CGNet)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
3D ArchitectureonDND
PSNR (sRGB)· 2021-11-18
40.03
best: 40.594 (DualDn)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
3D ArchitectureonKodak24 sigma50
PSNR· 2021-11-18
30.01
best: 30.13 (DMID-d(MMSE))
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
3D ArchitectureonUrban100 sigma50
PSNR· 2021-11-18
30.02
best: 30.59 (Hi-IR)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
3D ArchitectureonUrban100 sigma15
PSNR· 2021-11-18
33.79
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
3D ArchitectureonSIDD
SSIM (sRGB)· 2021-11-18
0.96
best: 0.973 (NBNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
3D ArchitectureonDND
SSIM (sRGB)· 2021-11-18
0.956
best: 0.966 (DualDn)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
3D Architectureonurban100 sigma15
Average PSNR· 2021-11-18
35.13
best: 35.64 (AKDT)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
3D ArchitectureonUrban100 sigma25
PSNR· 2021-11-18
31.46
best: 33.34 (Hi-IR)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
3D ArchitectureonUrban100 sigma50
PSNR· 2021-11-18
28.29
best: 30.59 (Hi-IR)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
3D ArchitectureonBSD68 sigma15
PSNR· 2021-11-18
31.96
best: 34.01 (RIDNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881

Medical4 results

Image DenoisingonSIDD
PSNR (sRGB)· 2021-11-18
40.02
best: 40.39 (CGNet)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Image DenoisingonDND
PSNR (sRGB)· 2021-11-18
40.03
best: 40.594 (DualDn)
SOTA
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Image DenoisingonSIDD
SSIM (sRGB)· 2021-11-18
0.96
best: 0.973 (NBNet)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881
Image DenoisingonDND
SSIM (sRGB)· 2021-11-18
0.956
best: 0.966 (DualDn)
Restormer: Efficient Transformer for High-Resolution Image Restoration arXiv:2111.09881