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Models/MPRNet

MPRNet

Reported on 110 benchmarks across 13 tasks · 3 papers · 69 SOTA

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

Computer Vision42 results

Image RestorationonFlare7K
LPIPS· 2022-10-12
0.05
best: 0.0422 (Kotp et al)
SOTA
Flare7K: A Phenomenological Nighttime Flare Removal Dataset arXiv:2210.06570
DeblurringonRealBlur-J
Params(M)· 2021-02-04
20.1
best: 22.2 (MAXIM)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DeblurringonRealBlur-R
SSIM (sRGB)· 2021-02-04
0.972
best: 0.981 (ALGNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DeblurringonGoPro
PSNR· 2021-02-04
32.66
best: 35.98 (BSSTNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DeblurringonGoPro
SSIM· 2021-02-04
0.959
best: 0.9792 (BSSTNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DeblurringonRealBlur-R (trained on GoPro)
PSNR (sRGB)· 2021-02-04
35.99
best: 36.53 (AdaRevD)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DeblurringonRealBlur-R (trained on GoPro)
SSIM (sRGB)· 2021-02-04
0.952
best: 0.961 (ALGNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DeblurringonRealBlur-J (trained on GoPro)
SSIM (sRGB)· 2021-02-04
0.873
best: 0.894 (AdaRevD)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DeblurringonHIDE (trained on GOPRO)
PSNR (sRGB)· 2021-02-04
30.96
best: 32.83 (MAXIM)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DeblurringonHIDE (trained on GOPRO)
Params (M)· 2021-02-04
20.1
best: 50.88 (Uformer-B)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DeblurringonHIDE (trained on GOPRO)
SSIM (sRGB)· 2021-02-04
0.939
best: 0.956 (MAXIM)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DeblurringonRSBlur
Average PSNR· 2021-02-04
33.61
best: 34.94 (MLWNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Rain RemovalonTest1200
PSNR· 2021-02-04
32.91
best: 34.77 (CAPTNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Rain RemovalonTest2800
PSNR· 2021-02-04
33.64
best: 34.19 (KBNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Rain RemovalonTest2800
SSIM· 2021-02-04
0.938
best: 0.944 (KBNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Rain RemovalonTest100
PSNR· 2021-02-04
30.27
best: 32 (Restormer)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Rain RemovalonTest100
SSIM· 2021-02-04
0.897
best: 0.923 (Restormer)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Image RestorationonCDD-11
SSIM· 2021-02-04
0.8555
best: 0.8828 (OneRestore)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Image RestorationonARAD-1K
PSNR· 2021-02-04
33.5
best: 34.32 (MST++)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Image RestorationonARAD-1K
RMSE· 2021-02-04
0.027
best: 0.0248 (MST++)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Image DeblurringonGoPro
PSNR· 2021-02-04
32.66
best: 34.6 (AdaRevD)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Image DeblurringonGoPro
Params (M)· 2021-02-04
20.1
best: 80.3 (UFPDeblur)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Image DeblurringonGoPro
SSIM· 2021-02-04
0.959
best: 0.972 (AdaRevD)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Video derainingonVRDS
PSNR· 2020-11-09
29.53
best: 32.04 (RainMamba)
SOTA
MPRNet: Multi-Path Residual Network for Lightweight Image Super Resolution arXiv:2011.04566
Video derainingonVRDS
SSIM· 2020-11-09
0.9175
best: 0.959 (Turtle)
SOTA
MPRNet: Multi-Path Residual Network for Lightweight Image Super Resolution arXiv:2011.04566
Image RestorationonFlare7K
PSNR· 2022-10-12
26.14
best: 27.662 (Kotp et al)
Flare7K: A Phenomenological Nighttime Flare Removal Dataset arXiv:2210.06570
Image RestorationonFlare7K
SSIM· 2022-10-12
0.878
best: 0.901 (FF-Former)
Flare7K: A Phenomenological Nighttime Flare Removal Dataset arXiv:2210.06570
DeblurringonRealBlur-J
PSNR (sRGB)· 2021-02-04
31.76
best: 33.96 (AdaRevD)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DeblurringonRealBlur-J
SSIM (sRGB)· 2021-02-04
0.922
best: 0.946 (ALGNet)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DeblurringonRealBlur-R
PSNR (sRGB)· 2021-02-04
39.31
best: 41.19 (AdaRevD)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DeblurringonRealBlur-J (trained on GoPro)
PSNR (sRGB)· 2021-02-04
28.7
best: 30.12 (AdaRevD)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Rain RemovalonTest1200
SSIM· 2021-02-04
0.916
best: 0.937 (CAPTNet)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Rain RemovalonRain100H
PSNR· 2021-02-04
30.41
best: 34.56 (GOUB (Mean-ODE))
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Rain RemovalonRain100H
SSIM· 2021-02-04
0.89
best: 0.9414 (GOUB (Mean-ODE))
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Rain RemovalonRain100L
PSNR· 2021-02-04
36.4
best: 41.62 (IPT)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Rain RemovalonRain100L
SSIM· 2021-02-04
0.965
best: 0.988 (IPT)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Image RestorationonCDD-11
Average PSNR (dB)· 2021-02-04
25.47
best: 28.72 (OneRestore)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Image RestorationonARAD-1K
MRAE· 2021-02-04
0.1817
best: 0.3814 (HSCNN+)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DenoisingonSIDD
PSNR (sRGB)· 2021-02-04
39.71
best: 40.39 (CGNet)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DenoisingonSIDD
SSIM (sRGB)· 2021-02-04
0.958
best: 0.973 (NBNet)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DenoisingonDND
PSNR (sRGB)· 2021-02-04
39.8
best: 40.594 (DualDn)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
DenoisingonDND
SSIM (sRGB)· 2021-02-04
0.954
best: 0.966 (DualDn)
Multi-Stage Progressive Image Restoration arXiv:2102.02808

Audio29 results

10-shot image generationonFlare7K
LPIPS· 2022-10-12
0.05
best: 0.0422 (Kotp et al)
SOTA
Flare7K: A Phenomenological Nighttime Flare Removal Dataset arXiv:2210.06570
10-shot image generationonCDD-11
SSIM· 2021-02-04
0.8555
best: 0.8828 (OneRestore)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonARAD-1K
PSNR· 2021-02-04
33.5
best: 34.32 (MST++)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonARAD-1K
RMSE· 2021-02-04
0.027
best: 0.0248 (MST++)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonRealBlur-J
Params(M)· 2021-02-04
20.1
best: 22.2 (MAXIM)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonRealBlur-R
SSIM (sRGB)· 2021-02-04
0.972
best: 0.981 (ALGNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonGoPro
PSNR· 2021-02-04
32.66
best: 35.98 (BSSTNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonGoPro
SSIM· 2021-02-04
0.959
best: 0.9792 (BSSTNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonRealBlur-R (trained on GoPro)
PSNR (sRGB)· 2021-02-04
35.99
best: 36.53 (AdaRevD)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonRealBlur-R (trained on GoPro)
SSIM (sRGB)· 2021-02-04
0.952
best: 0.961 (ALGNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonRealBlur-J (trained on GoPro)
SSIM (sRGB)· 2021-02-04
0.873
best: 0.894 (AdaRevD)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonHIDE (trained on GOPRO)
PSNR (sRGB)· 2021-02-04
30.96
best: 32.83 (MAXIM)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonHIDE (trained on GOPRO)
Params (M)· 2021-02-04
20.1
best: 50.88 (Uformer-B)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonHIDE (trained on GOPRO)
SSIM (sRGB)· 2021-02-04
0.939
best: 0.956 (MAXIM)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonRSBlur
Average PSNR· 2021-02-04
33.61
best: 34.94 (MLWNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonGoPro
Params (M)· 2021-02-04
20.1
best: 80.3 (UFPDeblur)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
1 Image, 2*2 StitchionGoPro
PSNR· 2021-02-04
32.66
best: 34.6 (AdaRevD)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
1 Image, 2*2 StitchionGoPro
Params (M)· 2021-02-04
20.1
best: 80.3 (UFPDeblur)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
1 Image, 2*2 StitchionGoPro
SSIM· 2021-02-04
0.959
best: 0.972 (AdaRevD)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonFlare7K
PSNR· 2022-10-12
26.14
best: 27.662 (Kotp et al)
Flare7K: A Phenomenological Nighttime Flare Removal Dataset arXiv:2210.06570
10-shot image generationonFlare7K
SSIM· 2022-10-12
0.878
best: 0.901 (FF-Former)
Flare7K: A Phenomenological Nighttime Flare Removal Dataset arXiv:2210.06570
10-shot image generationonCDD-11
Average PSNR (dB)· 2021-02-04
25.47
best: 28.72 (OneRestore)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonARAD-1K
MRAE· 2021-02-04
0.1817
best: 0.3814 (HSCNN+)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonRealBlur-J
PSNR (sRGB)· 2021-02-04
31.76
best: 33.96 (AdaRevD)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonRealBlur-J
SSIM (sRGB)· 2021-02-04
0.922
best: 0.946 (ALGNet)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonRealBlur-R
PSNR (sRGB)· 2021-02-04
39.31
best: 41.19 (AdaRevD)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonRealBlur-J (trained on GoPro)
PSNR (sRGB)· 2021-02-04
28.7
best: 30.12 (AdaRevD)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonGoPro
PSNR· 2021-02-04
32.66
best: 35.98 (BSSTNet)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
10-shot image generationonGoPro
SSIM· 2021-02-04
0.959
best: 0.9792 (BSSTNet)
Multi-Stage Progressive Image Restoration arXiv:2102.02808

Methodology18 results

2D ClassificationonRealBlur-J
Params(M)· 2021-02-04
20.1
best: 22.2 (MAXIM)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
2D ClassificationonRealBlur-R
SSIM (sRGB)· 2021-02-04
0.972
best: 0.981 (ALGNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
2D ClassificationonGoPro
PSNR· 2021-02-04
32.66
best: 35.98 (BSSTNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
2D ClassificationonGoPro
SSIM· 2021-02-04
0.959
best: 0.9792 (BSSTNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
2D ClassificationonRealBlur-R (trained on GoPro)
PSNR (sRGB)· 2021-02-04
35.99
best: 36.53 (AdaRevD)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
2D ClassificationonRealBlur-R (trained on GoPro)
SSIM (sRGB)· 2021-02-04
0.952
best: 0.961 (ALGNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
2D ClassificationonRealBlur-J (trained on GoPro)
SSIM (sRGB)· 2021-02-04
0.873
best: 0.894 (AdaRevD)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
2D ClassificationonHIDE (trained on GOPRO)
PSNR (sRGB)· 2021-02-04
30.96
best: 32.83 (MAXIM)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
2D ClassificationonHIDE (trained on GOPRO)
Params (M)· 2021-02-04
20.1
best: 50.88 (Uformer-B)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
2D ClassificationonHIDE (trained on GOPRO)
SSIM (sRGB)· 2021-02-04
0.939
best: 0.956 (MAXIM)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
2D ClassificationonRSBlur
Average PSNR· 2021-02-04
33.61
best: 34.94 (MLWNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
16konGoPro
PSNR· 2021-02-04
32.66
best: 34.6 (AdaRevD)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
16konGoPro
Params (M)· 2021-02-04
20.1
best: 80.3 (UFPDeblur)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
16konGoPro
SSIM· 2021-02-04
0.959
best: 0.972 (AdaRevD)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
2D ClassificationonRealBlur-J
PSNR (sRGB)· 2021-02-04
31.76
best: 33.96 (AdaRevD)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
2D ClassificationonRealBlur-J
SSIM (sRGB)· 2021-02-04
0.922
best: 0.946 (ALGNet)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
2D ClassificationonRealBlur-R
PSNR (sRGB)· 2021-02-04
39.31
best: 41.19 (AdaRevD)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
2D ClassificationonRealBlur-J (trained on GoPro)
PSNR (sRGB)· 2021-02-04
28.7
best: 30.12 (AdaRevD)
Multi-Stage Progressive Image Restoration arXiv:2102.02808

Computer Code15 results

Blind Image DeblurringonRealBlur-J
Params(M)· 2021-02-04
20.1
best: 22.2 (MAXIM)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Blind Image DeblurringonRealBlur-R
SSIM (sRGB)· 2021-02-04
0.972
best: 0.981 (ALGNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Blind Image DeblurringonGoPro
PSNR· 2021-02-04
32.66
best: 35.98 (BSSTNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Blind Image DeblurringonGoPro
SSIM· 2021-02-04
0.959
best: 0.9792 (BSSTNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Blind Image DeblurringonRealBlur-R (trained on GoPro)
PSNR (sRGB)· 2021-02-04
35.99
best: 36.53 (AdaRevD)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Blind Image DeblurringonRealBlur-R (trained on GoPro)
SSIM (sRGB)· 2021-02-04
0.952
best: 0.961 (ALGNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Blind Image DeblurringonRealBlur-J (trained on GoPro)
SSIM (sRGB)· 2021-02-04
0.873
best: 0.894 (AdaRevD)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Blind Image DeblurringonHIDE (trained on GOPRO)
PSNR (sRGB)· 2021-02-04
30.96
best: 32.83 (MAXIM)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Blind Image DeblurringonHIDE (trained on GOPRO)
Params (M)· 2021-02-04
20.1
best: 50.88 (Uformer-B)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Blind Image DeblurringonHIDE (trained on GOPRO)
SSIM (sRGB)· 2021-02-04
0.939
best: 0.956 (MAXIM)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Blind Image DeblurringonRSBlur
Average PSNR· 2021-02-04
33.61
best: 34.94 (MLWNet)
SOTA
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Blind Image DeblurringonRealBlur-J
PSNR (sRGB)· 2021-02-04
31.76
best: 33.96 (AdaRevD)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Blind Image DeblurringonRealBlur-J
SSIM (sRGB)· 2021-02-04
0.922
best: 0.946 (ALGNet)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Blind Image DeblurringonRealBlur-R
PSNR (sRGB)· 2021-02-04
39.31
best: 41.19 (AdaRevD)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Blind Image DeblurringonRealBlur-J (trained on GoPro)
PSNR (sRGB)· 2021-02-04
28.7
best: 30.12 (AdaRevD)
Multi-Stage Progressive Image Restoration arXiv:2102.02808

Medical4 results

Image DenoisingonSIDD
PSNR (sRGB)· 2021-02-04
39.71
best: 40.39 (CGNet)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Image DenoisingonSIDD
SSIM (sRGB)· 2021-02-04
0.958
best: 0.973 (NBNet)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Image DenoisingonDND
PSNR (sRGB)· 2021-02-04
39.8
best: 40.594 (DualDn)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
Image DenoisingonDND
SSIM (sRGB)· 2021-02-04
0.954
best: 0.966 (DualDn)
Multi-Stage Progressive Image Restoration arXiv:2102.02808

Adversarial4 results

3D ArchitectureonSIDD
PSNR (sRGB)· 2021-02-04
39.71
best: 40.39 (CGNet)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
3D ArchitectureonSIDD
SSIM (sRGB)· 2021-02-04
0.958
best: 0.973 (NBNet)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
3D ArchitectureonDND
PSNR (sRGB)· 2021-02-04
39.8
best: 40.594 (DualDn)
Multi-Stage Progressive Image Restoration arXiv:2102.02808
3D ArchitectureonDND
SSIM (sRGB)· 2021-02-04
0.954
best: 0.966 (DualDn)
Multi-Stage Progressive Image Restoration arXiv:2102.02808