Share your thoughts, 1 month free Claude Pro on usSee more

Low-Light Image Enhancement on LOL real v2 (PSNR, SSIM, LPIPS)

31.25PSNR

Ours-4

Updated 4d ago

Evaluation Results

Method
Ours-4 2024.10	31.25	0.904	0.038
Ours-8 2024.10	30.919	0.895	0.04
Ours-2 2024.10	30.613	0.89	0.045
WCDM 2024.10	30.461	0.879	0.07
PyDiff 2024.10	29.629	0.876	0.194
GLARE 2024.07	28.98	0.905	0.097
GSAD 2023.10	28.818	0.895	0.095
GSAD 2024.10	28.818	0.895	0.095
LL-SKF 2024.07	28.45	0.905	0.111
Retinexformer 2024.10	27.71	0.856	-
SNR-Aware 2023.10	27.209	0.871	0.157
SNR-Net 2024.10	27.209	0.871	0.157
LLFlow 2023.10	26.2	0.888	0.137
LLFlow 2024.10	26.2	0.888	0.137
LLFormer 2023.10	26.197	0.819	0.209
LLFormer 2024.10	26.197	0.819	0.209
CIDNet 2026.04	24.11	0.871	0.108
Multinex 2026.04	23.04	0.86	0.178
LightenDiffusion 2026.03	22.831	0.853	0.167
LLFlow 2024.07	22.8	0.84	0.171
RetinexFormer 2026.04	22.79	0.84	0.171
GLARE 2026.04	22.51	0.871	0.105
MRQ 2024.07	22.37	0.846	0.142
LYT-Net 2026.04	21.83	0.849	0.225
SNR 2024.07	21.48	0.849	0.157
IAML 2026.03	21.45	0.855	0.15
Retinexformer 2026.03	21.43	0.814	0.184
SCFR-WLMB 2026.03	21.43	0.834	-
URetinex-Net 2024.07	21.16	0.84	0.144
Bread 2026.04	20.83	0.847	0.174
QuadPrior 2026.04	20.59	0.811	0.202
URetinex-Net++ 2026.03	20.55	0.811	0.143
MIRNet 2023.10	20.357	0.782	0.317
MIRNet 2024.10	20.357	0.782	0.317
SCI 2024.07	20.28	0.752	-
SurroundNet 2026.03	20.18	0.807	0.144
GSAD 2026.04	20.15	0.846	0.113
DRBN 2023.10	20.13	0.83	0.147
DRBN 2024.07	20.13	0.83	0.147
DRBN 2024.10	20.13	0.83	0.147
Sparse 2024.07	20.06	0.816	-
MIRNet 2024.07	20.02	0.82	0.138
MIRNet 2026.03	20.02	0.82	0.317
Restormer 2024.07	19.94	0.827	-
Restormer 2026.03	19.94	0.827	0.191
PairLIE 2026.04	19.89	0.778	0.317
IPT 2024.07	19.8	0.813	-
Multinex-Nano 2026.04	19.66	0.784	0.266
RSFNet 2026.04	19.46	0.745	0.278
LANet 2026.03	19.21	0.78	0.178
KinD++ 2023.10	19.087	0.817	0.18
KinD++ 2024.10	19.087	0.817	0.18
UFormer 2024.07	18.82	0.771	-
UFormer 2026.03	18.82	0.771	0.347
ZeroDCE++ 2026.03	18.75	0.571	0.313
EnlightenGAN 2023.10	18.64	0.677	0.309
EnlightenGAN 2024.10	18.64	0.677	0.309
RetinexNet 2023.10	18.371	0.723	0.365
RetinexNet 2024.10	18.371	0.723	0.365
RUAS 2024.07	18.37	0.723	-
EnlightenGAN 2026.03	18.23	0.617	0.309
Zero-DCE 2023.10	18.059	0.58	0.313
Zero-DCE 2024.10	18.059	0.58	0.313
KinD 2023.10	17.544	0.669	0.375
KinD 2024.10	17.544	0.669	0.375
KinD 2024.07	17.54	0.669	0.375
KinD 2026.04	17.54	0.669	0.375
LLFlow 2026.04	17.43	0.831	0.176
SCI 2026.04	17.3	0.54	0.294
BIMEF 2026.03	16.51	0.613	0.307
BVIF 2026.03	16.43	0.546	0.317
SRIE 2026.03	16.12	0.556	0.332
RetinexNet 2026.04	16.1	0.401	0.543
ZeroDCE 2026.04	16.06	0.58	0.313
RetinexNet 2026.03	15.47	0.567	0.365
RUAS 2026.04	15.33	0.493	0.325
LIME 2023.10	15.24	0.47	0.415
LIME 2024.10	15.24	0.47	0.415
LIME 2026.03	15.19	0.469	0.415
KinD 2026.03	14.74	0.641	0.375
SID 2024.07	13.24	0.442	-