task_path
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1
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9.22k
Image Enhancement > Low-Light Image Enhancement
NPE
Zero-DCE
https://arxiv.org/abs/2001.06826v2
BRISQUE
20.72
Image Enhancement > Low-Light Image Enhancement
NPE
Retinexformer
https://arxiv.org/abs/2303.06705v3
User Study Score
4.17
Image Enhancement > Low-Light Image Enhancement
SMID
Retinexformer
https://arxiv.org/abs/2303.06705v3
PSNR
29.15
Image Enhancement > Low-Light Image Enhancement
Canon RAW Low Light
FSDA-LL
https://arxiv.org/abs/2303.15528v1
PSNR
33.22
Image Enhancement > Low-Light Image Enhancement
Canon RAW Low Light
FSDA-LL
https://arxiv.org/abs/2303.15528v1
SSIM
0.896
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
DPEC_
https://arxiv.org/abs/2407.09553v4
Average PSNR
29.95
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
DPEC_
https://arxiv.org/abs/2407.09553v4
SSIM
0.950
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
GLARE
https://arxiv.org/abs/2407.12431v1
Average PSNR
29.84
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
GLARE
https://arxiv.org/abs/2407.12431v1
SSIM
0.958
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
KAN-T
https://ieeexplore.ieee.org/abstract/document/10797300
Average PSNR
29.77
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
KAN-T
https://ieeexplore.ieee.org/abstract/document/10797300
SSIM
0.949
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
CIDNet
https://arxiv.org/abs/2402.05809v3
Average PSNR
29.566
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
CIDNet
https://arxiv.org/abs/2402.05809v3
SSIM
0.950
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
CIDNet
https://arxiv.org/abs/2402.05809v3
LPIPS
0.040
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
LYT-Net
https://arxiv.org/abs/2401.15204v6
Average PSNR
29.38
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
LYT-Net
https://arxiv.org/abs/2401.15204v6
SSIM
0.939
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
LYT-Net
https://arxiv.org/abs/2401.15204v6
LPIPS
0.037
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
Retinexformer
https://arxiv.org/abs/2303.06705v3
Average PSNR
29.04
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
Retinexformer
https://arxiv.org/abs/2303.06705v3
SSIM
0.939
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
GlobalDiff
https://arxiv.org/abs/2310.17577v2
Average PSNR
28.67
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
GlobalDiff
https://arxiv.org/abs/2310.17577v2
SSIM
0.944
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
GlobalDiff
https://arxiv.org/abs/2310.17577v2
LPIPS
0.047
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
DPEC
https://arxiv.org/abs/2407.09553v4
Average PSNR
26.19
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
DPEC
https://arxiv.org/abs/2407.09553v4
SSIM
0.939
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
FLIGHTNet
https://arxiv.org/abs/2305.10889v1
Average PSNR
24.92
Image Enhancement > Low-Light Image Enhancement
LOLv2-synthetic
FLIGHTNet
https://arxiv.org/abs/2305.10889v1
SSIM
0.93
Image Enhancement > Low-Light Image Enhancement
AFLW (Zhang CVPR 2018 crops)
enligh
https://arxiv.org/abs/1906.06972v2
14 gestures accuracy
1
Image Enhancement > Low-Light Image Enhancement
LIME
CIDNet
https://arxiv.org/abs/2402.05809v3
NIQE
3.03
Image Enhancement > Low-Light Image Enhancement
LIME
CIDNet
https://arxiv.org/abs/2402.05809v3
BRISQUE
16.25
Image Enhancement > Low-Light Image Enhancement
LIME
BEM
https://openreview.net/forum?id=jJJOoLVAEm
NIQE
3.56
Image Enhancement > Low-Light Image Enhancement
LIME
SNR-Aware
http://openaccess.thecvf.com//content/CVPR2022/html/Xu_SNR-Aware_Low-Light_Image_Enhancement_CVPR_2022_paper.html
NIQE
4.18
Image Enhancement > Low-Light Image Enhancement
LIME
SNR-Aware
http://openaccess.thecvf.com//content/CVPR2022/html/Xu_SNR-Aware_Low-Light_Image_Enhancement_CVPR_2022_paper.html
BRISQUE
39.22
Image Enhancement > Low-Light Image Enhancement
LIME
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
4.58
Image Enhancement > Low-Light Image Enhancement
LIME
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
25.23
Image Enhancement > Low-Light Image Enhancement
LIME
Zero-DCE
https://arxiv.org/abs/2001.06826v2
User Study Score
3.8
Image Enhancement > Low-Light Image Enhancement
LIME
Zero-DCE
https://arxiv.org/abs/2001.06826v2
NIQE
5.82
Image Enhancement > Low-Light Image Enhancement
LIME
Zero-DCE
https://arxiv.org/abs/2001.06826v2
BRISQUE
20.44
Image Enhancement > Low-Light Image Enhancement
LIME
Rextinexformer
https://arxiv.org/abs/2303.06705v3
User Study Score
4.3
Image Enhancement > Low-Light Image Enhancement
LOL-v2-synthetic
CIDNet
https://arxiv.org/abs/2402.05809v3
PSNR
25.705
Image Enhancement > Low-Light Image Enhancement
LOL-v2-synthetic
CIDNet
https://arxiv.org/abs/2402.05809v3
SSIM
0.942
Image Enhancement > Low-Light Image Enhancement
LOL-v2-synthetic
CIDNet
https://arxiv.org/abs/2402.05809v3
LPIPS
0.045
Image Enhancement > Low-Light Image Enhancement
LOL-v2-synthetic
Retinexformer
https://arxiv.org/abs/2303.06705v3
PSNR
25.67
Image Enhancement > Low-Light Image Enhancement
LOL-v2-synthetic
Retinexformer
https://arxiv.org/abs/2303.06705v3
SSIM
0.939
Image Enhancement > Low-Light Image Enhancement
MEF
CIDNet
https://arxiv.org/abs/2402.05809v3
NIQE
3.11
Image Enhancement > Low-Light Image Enhancement
MEF
CIDNet
https://arxiv.org/abs/2402.05809v3
BRISQUE
13.77
Image Enhancement > Low-Light Image Enhancement
MEF
BEM
https://openreview.net/forum?id=jJJOoLVAEm
NIQE
3.14
Image Enhancement > Low-Light Image Enhancement
MEF
HEP
https://arxiv.org/abs/2112.01766v1
NIQE
3.188
Image Enhancement > Low-Light Image Enhancement
MEF
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
4.06
Image Enhancement > Low-Light Image Enhancement
MEF
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
27.53
Image Enhancement > Low-Light Image Enhancement
MEF
Zero-DCE
https://arxiv.org/abs/2001.06826v2
User Study Score
3.87
Image Enhancement > Low-Light Image Enhancement
MEF
Zero-DCE
https://arxiv.org/abs/2001.06826v2
NIQE
4.93
Image Enhancement > Low-Light Image Enhancement
MEF
Zero-DCE
https://arxiv.org/abs/2001.06826v2
BRISQUE
17.32
Image Enhancement > Low-Light Image Enhancement
MEF
Retinexformer
https://arxiv.org/abs/2303.06705v3
User Study Score
3.91
Image Enhancement > Low-Light Image Enhancement
MEF
EnlightenGAN
https://arxiv.org/abs/1906.06972v2
User Study Score
3.75
Image Enhancement > Low-Light Image Enhancement
SDSD-outdoor
Retinexformer
https://arxiv.org/abs/2303.06705v3
PSNR
29.84
Image Enhancement > Low-Light Image Enhancement
MIT-Adobe FiveK
Retinexformer
https://arxiv.org/abs/2303.06705v3
PSNR
24.94
Image Enhancement > Low-Light Image Enhancement
MIT-Adobe FiveK
Retinexformer
https://arxiv.org/abs/2303.06705v3
SSIM
0.907
Image Enhancement > Low-Light Image Enhancement
Nikon RAW Low Light
FSDAL-LL
https://arxiv.org/abs/2303.15528v1
PSNR
30.3
Image Enhancement > Low-Light Image Enhancement
Nikon RAW Low Light
FSDAL-LL
https://arxiv.org/abs/2303.15528v1
SSIM
0.913
Image Enhancement > Low-Light Image Enhancement
SID
Retinexformer
https://arxiv.org/abs/2303.06705v3
PSNR
24.44
Image Enhancement > Low-Light Image Enhancement
SID
Retinexformer
https://arxiv.org/abs/2303.06705v3
SSIM
0.680
Image Enhancement > Low-Light Image Enhancement
SID
AdaIR
http://openaccess.thecvf.com/content_ICCV_2019/html/Chen_Seeing_Motion_in_the_Dark_ICCV_2019_paper.html
5-way 5~10-shot
1
Image Enhancement > UIE
ACE 2005-RE
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
64.5
Image Enhancement > UIE
MIT Movie
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
90.6
Image Enhancement > UIE
ncbi_disease
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
83.8
Image Enhancement > UIE
ACE 2005-ED
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
74.2
Image Enhancement > UIE
ACE 2005-NER
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
86.1
Image Enhancement > UIE
CoNLL 2003
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
95.1
Image Enhancement > UIE
SciERC
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
40.0
Image Enhancement > UIE
FabNER
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
82.9
Image Enhancement > UIE
ACE 2004
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
86.2
Image Enhancement > UIE
Broad Twitter
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
78.3
Image Enhancement > UIE
BC5CDR
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
89.3
Image Enhancement > UIE
CoNLL 2004
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
73.3
Image Enhancement > UIE
WNUT 2017
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
66.4
Image Enhancement > UIE
GIDS
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
78.0
Image Enhancement > UIE
semeval RE
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
66.3
Image Enhancement > UIE
MultiNERD
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
96.1
Image Enhancement > UIE
GENIA
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
76.7
Image Enhancement > UIE
FindVehicle
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
99.4
Image Enhancement > UIE
kbp37
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
73.2
Image Enhancement > UIE
DIANN
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
94.7
Image Enhancement > UIE
ACE 2005-EAE
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
70.3
Image Enhancement > UIE
ADE Corpus
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
84.3
Image Enhancement > UIE
NYT
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
93.7
Image Enhancement > UIE
BC2GM
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
82.0
Image Enhancement > UIE
WikiANN
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
87.0
Image Enhancement > UIE
OntoNotes 5.0
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
88.2
Image Enhancement > UIE
MIT Restaurant
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
81.3
Image Enhancement > UIE
AnatEM
KnowCoder-7b-IE
https://arxiv.org/abs/2403.07969v2
F1 score
86.4
Image Enhancement > Image Relighting
VIDIT’20 validation set
OIDDR-Net
https://arxiv.org/abs/2105.02209v1
PSNR
17.62
Image Enhancement > Image Relighting
VIDIT’20 validation set
OIDDR-Net
https://arxiv.org/abs/2105.02209v1
SSIM
0.6645
Image Enhancement > Image Relighting
VIDIT’20 validation set
OIDDR-Net
https://arxiv.org/abs/2105.02209v1
LPIPS
0.2733
Image Enhancement > Image Relighting
VIDIT’20 validation set
OIDDR-Net
https://arxiv.org/abs/2105.02209v1
MPS
0.6956
Image Enhancement > Image Relighting
VIDIT’20 validation set
OIDDR-Net
https://arxiv.org/abs/2105.02209v1
Runtime(s)
0.53
Image Enhancement > Image Relighting
VIDIT’20 validation set
DRN
https://arxiv.org/abs/2008.08298v2
PSNR
17.59
Image Enhancement > Image Relighting
VIDIT’20 validation set
DRN
https://arxiv.org/abs/2008.08298v2
SSIM
0.596
Image Enhancement > Image Relighting
VIDIT’20 validation set
DRN
https://arxiv.org/abs/2008.08298v2
LPIPS
0.440
Image Enhancement > Image Relighting
VIDIT’20 validation set
DRN
https://arxiv.org/abs/2008.08298v2
MPS
0.578
Image Enhancement > Image Relighting
VIDIT’20 validation set
DRN
https://arxiv.org/abs/2008.08298v2
Runtime(s)
0.5