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ResearchFormerly WizWand

Low-Light Image Enhancement on LOL (PSNR, SSIM)

23.82PSNRDFPIR
14.501616.920819.3421.7592Mar 16, 2026Mar 25, 2026Apr 4, 2026Apr 13, 2026Apr 23, 2026May 2, 2026May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DFPIRVenue=CVPR 20252026.0523.8284.3
M2IRVenue=Ours, Category=All-in-One2026.0323.886.4
MIRAGEVenue=ICLR’26, Category=All-in-One2026.0323.5985.8
MMFE-IRTraining Data=Standard2026.0523.486.6
BaryIRVenue=TPAMI’26, Category=All-in-One2026.0323.3785.4
MMFE-IRTraining Data=Additional Rain13K dataset [19]2026.0523.1886.2
TEAFormerVenue=ICCV 20252026.0523.0685.6
InstructIR-5DVenue=ECCV’24, Category=All-in-One2026.032383.6
AdaIRVenue=ICLR’25, Category=All-in-One2026.032384.5
MoCE-IRVenue=CVPR’25, Category=All-in-One2026.032385.2
MEASNetVenue=TCSVT’25, Category=All-in-One2026.032384.5
InstructIR-5DParams (M)=15.82026.052383.6
AdaIRParams (M)=28.772026.052384.5
InstructIRVenue=ECCV 20242026.052383.6
AdaIRVenue=ICLR 20252026.052384.5
MoCE-IRVenue=CVPR 20252026.052385.2
Perceive-IRVenue=TIP’25, Category=All-in-One2026.0322.8883.3
Perceive-IRParams (M)=42.022026.0522.8883.3
PromptIRVenue=NeurIPS’23, Category=All-in-One2026.0322.6883.2
PromptIRParams (M)=32.962026.0522.6883.2
PromptIRVenue=NeurIPS 20232026.0522.6883.2
Pool-AIOVenue=TIP’25, Category=All-in-One2026.0322.6684.1
GridformerVenue=IJCV’24, Category=All-in-One2026.0322.5983.1
GridformerParams (M)=34.072026.0522.5983.1
GridFormerVenue=IJCV 20242026.0522.5983.1
MambaIRVenue=ECCV’24, Category=General2026.0322.4983.2
MambaIRParams (M)=26.782026.0522.4983.2
DRNetParams (M)=7.39, prompt=Enabled2026.0522.384.6
FSNetVenue=TPAMI’23, Category=General2026.0322.2982.9
FSNetParams (M)=13.282026.0522.2982.9
VLU-NetVenue=CVPR 20252026.0522.2983.3
DRNetParams (M)=7.39, prompt=Disabled2026.0521.9984.1
DGUNetParams (M)=17.332026.0521.8782.3
MIRNetV2Params (M)=5.862026.0521.5281.5
IDRVenue=CVPR’23, Category=All-in-One2026.0321.3482.6
IDRParams (M)=15.342026.0521.3482.6
IDRVenue=CVPR 20232026.0521.3489.3
T.weatherParams (M)=37.932026.0521.2179.2
NAFNetVenue=ECCV’22, Category=General2026.0320.4980.9
NAFNetParams (M)=17.112026.0520.4980.9
RestormerVenue=CVPR’22, Category=General2026.0320.4180.6
RestormerParams (M)=26.132026.0520.4180.6
DLParams (M)=2.092026.0519.8371.2
TAPEParams (M)=1.072026.0518.9762.1
MIRNetYear=2020, Type=Supervised DL2026.0518.8978.56
AirNetVenue=CVPR’22, Category=All-in-One2026.0318.1873.5
AirNetParams (M)=8.932026.0518.1873.5
AirNetVenue=CVPR 20222026.0518.1873.5
KinDYear=2019, Type=Supervised DL2026.0517.6576.23
EnlightenGANYear=2021, Type=Unsupervised GAN2026.0517.4865.12
BFOREYear=2026, Type=Optimization-based2026.0517.2254.17
RetinexNetYear=2018, Type=Supervised DL2026.0516.7742.52
Zero-DCEYear=2020, Type=Zero-reference DL2026.0514.8656.21