task_path
stringlengths
3
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1
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9.22k
Image Enhancement > Low-Light Image Enhancement
LOL
Bread
https://arxiv.org/abs/2111.15557v1
SSIM
0.838
Image Enhancement > Low-Light Image Enhancement
LOL
MTFE
https://doi.org/10.1016/j.jvcir.2023.103863
Average PSNR
22.86
Image Enhancement > Low-Light Image Enhancement
LOL
TreEnhance
https://arxiv.org/abs/2205.12639v2
Average PSNR
21.96
Image Enhancement > Low-Light Image Enhancement
LOL
TreEnhance
https://arxiv.org/abs/2205.12639v2
SSIM
0.81
Image Enhancement > Low-Light Image Enhancement
LOL
FoD
https://arxiv.org/abs/2505.16733v1
Average PSNR
21.61
Image Enhancement > Low-Light Image Enhancement
LOL
FoD
https://arxiv.org/abs/2505.16733v1
SSIM
0.819
Image Enhancement > Low-Light Image Enhancement
LOL
FoD
https://arxiv.org/abs/2505.16733v1
LPIPS
0.105
Image Enhancement > Low-Light Image Enhancement
LOL
FoD
https://arxiv.org/abs/2505.16733v1
FID
41.31
Image Enhancement > Low-Light Image Enhancement
LOL
night-enhancement
https://arxiv.org/abs/2207.10564v2
Average PSNR
21.52
Image Enhancement > Low-Light Image Enhancement
LOL
night-enhancement
https://arxiv.org/abs/2207.10564v2
SSIM
0.763
Image Enhancement > Low-Light Image Enhancement
LOL
KinD
https://arxiv.org/abs/1905.04161v1
Average PSNR
20.8665
Image Enhancement > Low-Light Image Enhancement
LOL
HEP
https://arxiv.org/abs/2112.01766v1
Average PSNR
20.23
Image Enhancement > Low-Light Image Enhancement
LOL
CDAN
https://arxiv.org/abs/2308.12902v3
Average PSNR
20.102
Image Enhancement > Low-Light Image Enhancement
LOL
CDAN
https://arxiv.org/abs/2308.12902v3
SSIM
0.816
Image Enhancement > Low-Light Image Enhancement
LOL
CDAN
https://arxiv.org/abs/2308.12902v3
LPIPS
0.167
Image Enhancement > Low-Light Image Enhancement
LOL
rr
https://arxiv.org/abs/2206.09379v2
BSQ-rate over MS-SSIM
0.2
Image Enhancement > Low-Light Image Enhancement
10 Monkey Species
Cat
http://www.dabi.temple.edu/~hbling/publication/LIME-tip.pdf
10 way 1~2 shot
25
Image Enhancement > Low-Light Image Enhancement
SDSD-indoor
Retinexformer
https://arxiv.org/abs/2303.06705v3
PSNR
29.77
Image Enhancement > Low-Light Image Enhancement
LOL-v2
CIDNet
https://arxiv.org/abs/2402.05809v3
Average PSNR
24.111
Image Enhancement > Low-Light Image Enhancement
LOL-v2
CIDNet
https://arxiv.org/abs/2402.05809v3
SSIM
0.868
Image Enhancement > Low-Light Image Enhancement
LOL-v2
CIDNet
https://arxiv.org/abs/2402.05809v3
LPIPS
0.108
Image Enhancement > Low-Light Image Enhancement
LOL-v2
EMNet
https://doi.org/10.1109/TMM.2023.3293736
Average PSNR
23.42
Image Enhancement > Low-Light Image Enhancement
LOL-v2
EMNet
https://doi.org/10.1109/TMM.2023.3293736
SSIM
0.8749
Image Enhancement > Low-Light Image Enhancement
LOL-v2
EMNet
https://doi.org/10.1109/TMM.2023.3293736
LPIPS
0.1171
Image Enhancement > Low-Light Image Enhancement
LOL-v2
Retinexformer
https://arxiv.org/abs/2303.06705v3
Average PSNR
22.80
Image Enhancement > Low-Light Image Enhancement
LOL-v2
Retinexformer
https://arxiv.org/abs/2303.06705v3
SSIM
0.840
Image Enhancement > Low-Light Image Enhancement
Sony-Total-Dark
CIDNet
https://arxiv.org/abs/2402.05809v3
Average PSNR
22.904
Image Enhancement > Low-Light Image Enhancement
Sony-Total-Dark
CIDNet
https://arxiv.org/abs/2402.05809v3
SSIM
0.676
Image Enhancement > Low-Light Image Enhancement
Sony-Total-Dark
CIDNet
https://arxiv.org/abs/2402.05809v3
LPIPS
0.411
Image Enhancement > Low-Light Image Enhancement
Sony-Total-Dark
LEDNet
https://arxiv.org/abs/2202.03373v2
Average PSNR
20.830
Image Enhancement > Low-Light Image Enhancement
Sony-Total-Dark
LEDNet
https://arxiv.org/abs/2202.03373v2
SSIM
0.648
Image Enhancement > Low-Light Image Enhancement
Sony-Total-Dark
LEDNet
https://arxiv.org/abs/2202.03373v2
LPIPS
0.471
Image Enhancement > Low-Light Image Enhancement
Sony-Total-Dark
LLFlow
https://arxiv.org/abs/2109.05923v1
Average PSNR
16.226
Image Enhancement > Low-Light Image Enhancement
Sony-Total-Dark
LLFlow
https://arxiv.org/abs/2109.05923v1
SSIM
0.367
Image Enhancement > Low-Light Image Enhancement
Sony-Total-Dark
LLFlow
https://arxiv.org/abs/2109.05923v1
LPIPS
0.619
Image Enhancement > Low-Light Image Enhancement
3DMatch Benchmark
nnh
https://arxiv.org/abs/1908.00682v3
mAP (@0.1, Through-wall)
224
Image Enhancement > Low-Light Image Enhancement
LSRW
DPEC
https://arxiv.org/abs/2407.09553v4
SSIM
0.576
Image Enhancement > Low-Light Image Enhancement
LSRW
DPEC
https://arxiv.org/abs/2407.09553v4
Average PSNR
19.643
Image Enhancement > Low-Light Image Enhancement
LOLv2
CFWD
https://arxiv.org/abs/2401.03788v2
Average PSNR
29.855
Image Enhancement > Low-Light Image Enhancement
LOLv2
CFWD
https://arxiv.org/abs/2401.03788v2
SSIM
0.891
Image Enhancement > Low-Light Image Enhancement
LOLv2
GLARE
https://arxiv.org/abs/2407.12431v1
Average PSNR
28.98
Image Enhancement > Low-Light Image Enhancement
LOLv2
GLARE
https://arxiv.org/abs/2407.12431v1
SSIM
0.905
Image Enhancement > Low-Light Image Enhancement
LOLv2
GLARE
https://arxiv.org/abs/2407.12431v1
LPIPS
0.097
Image Enhancement > Low-Light Image Enhancement
LOLv2
KAN-T
https://ieeexplore.ieee.org/abstract/document/10797300
Average PSNR
28.87
Image Enhancement > Low-Light Image Enhancement
LOLv2
KAN-T
https://ieeexplore.ieee.org/abstract/document/10797300
SSIM
0.890
Image Enhancement > Low-Light Image Enhancement
LOLv2
DiffLL
https://arxiv.org/abs/2306.00306v3
Average PSNR
28.86
Image Enhancement > Low-Light Image Enhancement
LOLv2
DiffLL
https://arxiv.org/abs/2306.00306v3
SSIM
0.876
Image Enhancement > Low-Light Image Enhancement
LOLv2
GlobalDiff
https://arxiv.org/abs/2310.17577v2
Average PSNR
28.82
Image Enhancement > Low-Light Image Enhancement
LOLv2
GlobalDiff
https://arxiv.org/abs/2310.17577v2
SSIM
0.895
Image Enhancement > Low-Light Image Enhancement
LOLv2
GlobalDiff
https://arxiv.org/abs/2310.17577v2
LPIPS
0.095
Image Enhancement > Low-Light Image Enhancement
LOLv2
LLFlow-L-SKF
https://arxiv.org/abs/2304.07039v1
Average PSNR
28.45
Image Enhancement > Low-Light Image Enhancement
LOLv2
LLFlow-L-SKF
https://arxiv.org/abs/2304.07039v1
SSIM
0.905
Image Enhancement > Low-Light Image Enhancement
LOLv2
LLFlow-L-SKF
https://arxiv.org/abs/2304.07039v1
LPIPS
0.112
Image Enhancement > Low-Light Image Enhancement
LOLv2
CIDNet
https://arxiv.org/abs/2402.05809v3
Average PSNR
28.134
Image Enhancement > Low-Light Image Enhancement
LOLv2
CIDNet
https://arxiv.org/abs/2402.05809v3
SSIM
0.892
Image Enhancement > Low-Light Image Enhancement
LOLv2
CIDNet
https://arxiv.org/abs/2402.05809v3
LPIPS
0.101
Image Enhancement > Low-Light Image Enhancement
LOLv2
ExpoMamba
https://arxiv.org/abs/2408.09650v1
Average PSNR
28.040
Image Enhancement > Low-Light Image Enhancement
LOLv2
ExpoMamba
https://arxiv.org/abs/2408.09650v1
SSIM
0.868
Image Enhancement > Low-Light Image Enhancement
LOLv2
ExpoMamba
https://arxiv.org/abs/2408.09650v1
LPIPS
0.203
Image Enhancement > Low-Light Image Enhancement
LOLv2
LYT-Net
https://arxiv.org/abs/2401.15204v6
Average PSNR
27.80
Image Enhancement > Low-Light Image Enhancement
LOLv2
LYT-Net
https://arxiv.org/abs/2401.15204v6
SSIM
0.873
Image Enhancement > Low-Light Image Enhancement
LOLv2
LYT-Net
https://arxiv.org/abs/2401.15204v6
LPIPS
0.078
Image Enhancement > Low-Light Image Enhancement
LOLv2
Retinexformer
https://arxiv.org/abs/2303.06705v3
Average PSNR
27.71
Image Enhancement > Low-Light Image Enhancement
LOLv2
Retinexformer
https://arxiv.org/abs/2303.06705v3
SSIM
0.856
Image Enhancement > Low-Light Image Enhancement
LOLv2
LLFlow
https://arxiv.org/abs/2109.05923v1
Average PSNR
26.02
Image Enhancement > Low-Light Image Enhancement
LOLv2
LLFlow
https://arxiv.org/abs/2109.05923v1
SSIM
0.927
Image Enhancement > Low-Light Image Enhancement
LOLv2
LLFlow
https://arxiv.org/abs/2109.05923v1
LPIPS
0.0995
Image Enhancement > Low-Light Image Enhancement
LOLv2
FLIGHTNet
https://arxiv.org/abs/2305.10889v1
Average PSNR
21.71
Image Enhancement > Low-Light Image Enhancement
LOLv2
FLIGHTNet
https://arxiv.org/abs/2305.10889v1
SSIM
0.834
Image Enhancement > Low-Light Image Enhancement
DICM
CIDNet
https://arxiv.org/abs/2402.05809v3
NIQE
3.36
Image Enhancement > Low-Light Image Enhancement
DICM
CIDNet
https://arxiv.org/abs/2402.05809v3
BRISQUE
21.47
Image Enhancement > Low-Light Image Enhancement
DICM
BEM
https://openreview.net/forum?id=jJJOoLVAEm
NIQE
3.55
Image Enhancement > Low-Light Image Enhancement
DICM
PairLIE
http://openaccess.thecvf.com//content/CVPR2023/html/Fu_Learning_a_Simple_Low-Light_Image_Enhancer_From_Paired_Low-Light_Instances_CVPR_2023_paper.html
NIQE
4.03
Image Enhancement > Low-Light Image Enhancement
DICM
PairLIE
http://openaccess.thecvf.com//content/CVPR2023/html/Fu_Learning_a_Simple_Low-Light_Image_Enhancer_From_Paired_Low-Light_Instances_CVPR_2023_paper.html
BRISQUE
33.31
Image Enhancement > Low-Light Image Enhancement
DICM
Zero-DCE
https://arxiv.org/abs/2001.06826v2
User Study Score
3.52
Image Enhancement > Low-Light Image Enhancement
DICM
Zero-DCE
https://arxiv.org/abs/2001.06826v2
NIQE
4.58
Image Enhancement > Low-Light Image Enhancement
DICM
Zero-DCE
https://arxiv.org/abs/2001.06826v2
BRISQUE
27.56
Image Enhancement > Low-Light Image Enhancement
DICM
Retinexformer
https://arxiv.org/abs/2303.06705v3
User Study Score
3.71
Image Enhancement > Low-Light Image Enhancement
DICM
EnlightenGAN
https://arxiv.org/abs/1906.06972v2
User Study Score
3.50
Image Enhancement > Low-Light Image Enhancement
VV
CIDNet
https://arxiv.org/abs/2402.05809v3
NIQE
2.49
Image Enhancement > Low-Light Image Enhancement
VV
CIDNet
https://arxiv.org/abs/2402.05809v3
BRISQUE
30.63
Image Enhancement > Low-Light Image Enhancement
VV
BEM
https://openreview.net/forum?id=jJJOoLVAEm
NIQE
2.91
Image Enhancement > Low-Light Image Enhancement
VV
PairLIE
http://openaccess.thecvf.com//content/CVPR2023/html/Fu_Learning_a_Simple_Low-Light_Image_Enhancer_From_Paired_Low-Light_Instances_CVPR_2023_paper.html
NIQE
3.57
Image Enhancement > Low-Light Image Enhancement
VV
PairLIE
http://openaccess.thecvf.com//content/CVPR2023/html/Fu_Learning_a_Simple_Low-Light_Image_Enhancer_From_Paired_Low-Light_Instances_CVPR_2023_paper.html
BRISQUE
39.13
Image Enhancement > Low-Light Image Enhancement
VV
Zero-DCE
https://arxiv.org/abs/2001.06826v2
User Study Score
3.24
Image Enhancement > Low-Light Image Enhancement
VV
Zero-DCE
https://arxiv.org/abs/2001.06826v2
NIQE
4.81
Image Enhancement > Low-Light Image Enhancement
VV
Zero-DCE
https://arxiv.org/abs/2001.06826v2
BRISQUE
34.66
Image Enhancement > Low-Light Image Enhancement
VV
SNR-Aware
http://openaccess.thecvf.com//content/CVPR2022/html/Xu_SNR-Aware_Low-Light_Image_Enhancement_CVPR_2022_paper.html
NIQE
9.87
Image Enhancement > Low-Light Image Enhancement
VV
SNR-Aware
http://openaccess.thecvf.com//content/CVPR2022/html/Xu_SNR-Aware_Low-Light_Image_Enhancement_CVPR_2022_paper.html
BRISQUE
78.72
Image Enhancement > Low-Light Image Enhancement
VV
Rextinexformer
https://arxiv.org/abs/2303.06705v3
User Study Score
3.61
Image Enhancement > Low-Light Image Enhancement
VV
EnlightenGAN
https://arxiv.org/abs/1906.06972v2
User Study Score
3.17
Image Enhancement > Low-Light Image Enhancement
NPE
CIDNet
https://arxiv.org/abs/2402.05809v3
NIQE
3.33
Image Enhancement > Low-Light Image Enhancement
NPE
CIDNet
https://arxiv.org/abs/2402.05809v3
BRISQUE
18.92
Image Enhancement > Low-Light Image Enhancement
NPE
BEM
https://openreview.net/forum?id=jJJOoLVAEm
NIQE
3.72
Image Enhancement > Low-Light Image Enhancement
NPE
PairLIE
http://openaccess.thecvf.com//content/CVPR2023/html/Fu_Learning_a_Simple_Low-Light_Image_Enhancer_From_Paired_Low-Light_Instances_CVPR_2023_paper.html
NIQE
4.18
Image Enhancement > Low-Light Image Enhancement
NPE
PairLIE
http://openaccess.thecvf.com//content/CVPR2023/html/Fu_Learning_a_Simple_Low-Light_Image_Enhancer_From_Paired_Low-Light_Instances_CVPR_2023_paper.html
BRISQUE
28.27
Image Enhancement > Low-Light Image Enhancement
NPE
SNR-Aware
http://openaccess.thecvf.com//content/CVPR2022/html/Xu_SNR-Aware_Low-Light_Image_Enhancement_CVPR_2022_paper.html
NIQE
4.32
Image Enhancement > Low-Light Image Enhancement
NPE
SNR-Aware
http://openaccess.thecvf.com//content/CVPR2022/html/Xu_SNR-Aware_Low-Light_Image_Enhancement_CVPR_2022_paper.html
BRISQUE
26.65
Image Enhancement > Low-Light Image Enhancement
NPE
Zero-DCE
https://arxiv.org/abs/2001.06826v2
User Study Score
3.81
Image Enhancement > Low-Light Image Enhancement
NPE
Zero-DCE
https://arxiv.org/abs/2001.06826v2
NIQE
4.53