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