Image Enhancement on LOL

Metric: LPIPS (lower is better)

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#	Model↕	LPIPS▲	Extra Data	Paper	Date↕	Code
1	BEM_	0.069	No	-	-	Code
2	LYT-Net	0.071	No	LYT-NET: Lightweight YUV Transformer-based Netwo...	2024-01-26	Code
3	BEM	0.072	No	-	-	Code
4	CIDNet	0.079	No	You Only Need One Color Space: An Efficient Netw...	2024-02-08	Code
5	GLARE	0.083	No	GLARE: Low Light Image Enhancement via Generativ...	2024-07-17	Code
6	WaveNet-B_	0.083	No	-	-	Code
7	DA-CLIP	0.083	No	Controlling Vision-Language Models for Multi-Tas...	2023-10-02	Code
8	EMNet	0.086	No	-	-	Code
9	CIDNet-Normal	0.086	No	You Only Need One Color Space: An Efficient Netw...	2024-02-08	Code
10	WaveNet-B	0.09	No	-	-	Code
11	GlobalDiff	0.091	No	Global Structure-Aware Diffusion Process for Low...	2023-10-26	Code
12	PyDiff	0.1	No	Pyramid Diffusion Models For Low-light Image Enh...	2023-05-17	Code
13	WaveNet-S	0.1	Yes	-	-	Code
14	FoD	0.105	No	Forward-only Diffusion Probabilistic Models	2025-05-22	Code
15	Resfusion	0.107	No	Resfusion: Denoising Diffusion Probabilistic Mod...	2023-11-25	Code
16	LLFlow	0.11	No	Low-Light Image Enhancement with Normalizing Flow	2021-09-13	Code
17	HWMNet	0.12	No	Half Wavelet Attention on M-Net+ for Low-Light I...	2022-03-02	Code
18	PPformer	0.12	No	-	-	Code
19	WaveNet-T (80k parameters)	0.14	No	-	-	Code
20	CDAN	0.167	No	CDAN: Convolutional dense attention-guided netwo...	2023-08-24	Code
21	ExpoMamba	0.212	No	ExpoMamba: Exploiting Frequency SSM Blocks for E...	2024-08-19	Code

#1BEM_
0.069
LPIPS
No paperCode
#2LYT-NetSOTA
0.071
LPIPS· 2024-01-26
LYT-NET: Lightweight YUV Transformer-based Network for Low-light Image Enhancement Code
#3BEM
0.072
LPIPS
No paperCode
#4CIDNet
0.079
LPIPS· 2024-02-08
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement Code
#5GLARE
0.083
LPIPS· 2024-07-17
GLARE: Low Light Image Enhancement via Generative Latent Feature based Codebook Retrieval Code
#6WaveNet-B_
0.083
LPIPS
No paperCode
#7DA-CLIPSOTA
0.083
LPIPS· 2023-10-02
Controlling Vision-Language Models for Multi-Task Image Restoration Code
#8EMNet
0.086
LPIPS
No paperCode
#9CIDNet-Normal
0.086
LPIPS· 2024-02-08
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement Code
#10WaveNet-B
0.09
LPIPS
No paperCode
#11GlobalDiff
0.091
LPIPS· 2023-10-26
Global Structure-Aware Diffusion Process for Low-Light Image Enhancement Code
#12PyDiffSOTA
0.1
LPIPS· 2023-05-17
Pyramid Diffusion Models For Low-light Image Enhancement Code
#13WaveNet-S
0.1
LPIPS· Extra Data
No paperCode
#14FoD
0.105
LPIPS· 2025-05-22
Forward-only Diffusion Probabilistic Models Code
#15Resfusion
0.107
LPIPS· 2023-11-25
Resfusion: Denoising Diffusion Probabilistic Models for Image Restoration Based on Prior Residual Noise Code
#16LLFlowSOTA
0.11
LPIPS· 2021-09-13
Low-Light Image Enhancement with Normalizing Flow Code
#17HWMNet
0.12
LPIPS· 2022-03-02
Half Wavelet Attention on M-Net+ for Low-Light Image Enhancement Code
#18PPformer
0.12
LPIPS
No paperCode
#19WaveNet-T (80k parameters)
0.14
LPIPS
No paperCode
#20CDAN
0.167
LPIPS· 2023-08-24
CDAN: Convolutional dense attention-guided network for low-light image enhancement Code
#21ExpoMamba
0.212
LPIPS· 2024-08-19
ExpoMamba: Exploiting Frequency SSM Blocks for Efficient and Effective Image Enhancement Code