Image Enhancement on LOL

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	PyDiff	0.93	No	Pyramid Diffusion Models For Low-light Image Enh...	2023-05-17	Code
2	LLFlow	0.93	No	Low-Light Image Enhancement with Normalizing Flow	2021-09-13	Code
3	CIDNet	0.889	No	You Only Need One Color Space: An Efficient Netw...	2024-02-08	Code
4	BEM_	0.884	No	-	-	Code
5	GLARE	0.883	No	GLARE: Low Light Image Enhancement via Generativ...	2024-07-17	Code
6	GlobalDiff	0.877	No	Global Structure-Aware Diffusion Process for Low...	2023-10-26	Code
7	BEM	0.877	No	-	-	Code
8	WaveNet-B_	0.873	No	-	-	Code
9	CFWD	0.872	No	Low-light Image Enhancement via CLIP-Fourier Gui...	2024-01-08	Code
10	DPEC_	0.872	No	DPEC: Dual-Path Error Compensation Method for En...	2024-06-28	Code
11	CIDNet-Normal	0.87	No	You Only Need One Color Space: An Efficient Netw...	2024-02-08	Code
12	EMNet	0.8686	No	-	-	Code
13	KAN-T	0.864	No	-	-	Code
14	WaveNet-B	0.864	No	-	-	Code
15	MAXIM	0.863	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
16	ExpoMamba	0.86	No	ExpoMamba: Exploiting Frequency SSM Blocks for E...	2024-08-19	Code
17	Resfusion	0.86	No	Resfusion: Denoising Diffusion Probabilistic Mod...	2023-11-25	Code
18	OneRestore	0.8564	No	OneRestore: A Universal Restoration Framework fo...	2024-07-05	Code
19	WaveNet-S	0.856	Yes	-	-	Code
20	DPEC	0.855	No	DPEC: Dual-Path Error Compensation Method for En...	2024-06-28	Code
21	LYT-Net	0.853	No	LYT-NET: Lightweight YUV Transformer-based Netwo...	2024-01-26	Code
22	HWMNet	0.852	No	Half Wavelet Attention on M-Net+ for Low-Light I...	2022-03-02	Code
23	Retinexformer_	0.85	No	Retinexformer: One-stage Retinex-based Transform...	2023-03-12	Code
24	FLIGHTNet	0.85	No	FLIGHT Mode On: A Feather-Light Network for Low-...	2023-05-18	Code
25	DiffLL	0.845	No	Low-Light Image Enhancement with Wavelet-based D...	2023-06-01	Code
26	Retinexformer	0.845	No	Retinexformer: One-stage Retinex-based Transform...	2023-03-12	Code
27	PPformer	0.841	No	-	-	Code
28	WaveNet-T (80k parameters)	0.839	No	-	-	Code
29	Bread	0.838	No	Low-light Image Enhancement via Breaking Down th...	2021-11-30	Code
30	DA-CLIP	0.83	No	Controlling Vision-Language Models for Multi-Tas...	2023-10-02	Code
31	FoD	0.819	No	Forward-only Diffusion Probabilistic Models	2025-05-22	Code
32	CDAN	0.816	No	CDAN: Convolutional dense attention-guided netwo...	2023-08-24	Code
33	TreEnhance	0.81	No	TreEnhance: A Tree Search Method For Low-Light I...	2022-05-25	Code
34	IAT (90k parameter)	0.809	No	You Only Need 90K Parameters to Adapt Light: A L...	2022-05-30	Code
35	night-enhancement	0.763	No	Unsupervised Night Image Enhancement: When Layer...	2022-07-21	Code