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

31.25PSNROurs-4

Evaluation Results

Method
Ours-42024.10	31.25	0.904	0.038
Ours-82024.10	30.919	0.895	0.04
Ours-22024.10	30.613	0.89	0.045
WCDM2024.10	30.461	0.879	0.07
PyDiff2024.10	29.629	0.876	0.194
GLARE2024.07	28.98	0.905	0.097
GSAD2023.10	28.818	0.895	0.095
GSAD2024.10	28.818	0.895	0.095
LL-SKF2024.07	28.45	0.905	0.111
Retinexformer2024.10	27.71	0.856	—
SNR-Aware2023.10	27.209	0.871	0.157
SNR-Net2024.10	27.209	0.871	0.157
LLFlow2023.10	26.2	0.888	0.137
LLFlow2024.10	26.2	0.888	0.137
LLFormer2023.10	26.197	0.819	0.209
LLFormer2024.10	26.197	0.819	0.209
CIDNet2026.04	24.11	0.871	0.108
Multinex2026.04	23.04	0.86	0.178
LightenDiffusion2026.03	22.831	0.853	0.167
LLFlow2024.07	22.8	0.84	0.171
RetinexFormer2026.04	22.79	0.84	0.171
GLARE2026.04	22.51	0.871	0.105
MRQ2024.07	22.37	0.846	0.142
DMSA-Net2026.07	22.032	0.899	0.134
LYT-Net2026.04	21.83	0.849	0.225
SCRnet2026.07	21.756	0.844	0.152
SNR2024.07	21.48	0.849	0.157
LLFormer2026.07	21.468	0.877	0.137
IAML2026.03	21.45	0.855	0.15
Retinexformer2026.03	21.43	0.814	0.184
SCFR-WLMB2026.03	21.43	0.834	—
EMNet2026.07	21.409	0.892	0.139
Retinexformer2026.07	21.171	0.896	0.181
URetinex-Net2024.07	21.16	0.84	0.144
FIPNet2026.07	20.834	0.801	0.173
Bread2026.04	20.83	0.847	0.174
SMG-LLIE2026.07	20.618	0.873	0.148
QuadPrior2026.04	20.59	0.811	0.202
URetinex-Net++2026.03	20.55	0.811	0.143
MIRNet2023.10	20.357	0.782	0.317
MIRNet2024.10	20.357	0.782	0.317
SCI2024.07	20.28	0.752	—
SurroundNet2026.03	20.18	0.807	0.144
GSAD2026.04	20.15	0.846	0.113
DRBN2023.10	20.13	0.83	0.147
DRBN2024.07	20.13	0.83	0.147
DRBN2024.10	20.13	0.83	0.147
Sparse2024.07	20.06	0.816	—
MIRNet2024.07	20.02	0.82	0.138
MIRNet2026.03	20.02	0.82	0.317
Restormer2024.07	19.94	0.827	—
Restormer2026.03	19.94	0.827	0.191
PairLIE2026.04	19.89	0.778	0.317
PairLIE2026.07	19.824	0.785	0.273
IPT2024.07	19.8	0.813	—
Multinex-Nano2026.04	19.66	0.784	0.266
RSFNet2026.04	19.46	0.745	0.278
KinD2026.07	19.334	0.827	0.343
LANet2026.03	19.21	0.78	0.178
KinD++2023.10	19.087	0.817	0.18
KinD++2024.10	19.087	0.817	0.18
UFormer2024.07	18.82	0.771	—
UFormer2026.03	18.82	0.771	0.347
ZeroDCE++2026.03	18.75	0.571	0.313
EnlightenGAN2026.07	18.701	0.673	0.709
EnlightenGAN2023.10	18.64	0.677	0.309
EnlightenGAN2024.10	18.64	0.677	0.309
RetinexNet2023.10	18.371	0.723	0.365
RetinexNet2024.10	18.371	0.723	0.365
RUAS2024.07	18.37	0.723	—
ZeroDCE++2026.07	18.266	0.554	0.311
EnlightenGAN2026.03	18.23	0.617	0.309
Zero-DCE2023.10	18.059	0.58	0.313
Zero-DCE2024.10	18.059	0.58	0.313
ZeroDCE2026.07	18.013	0.577	0.314
KinD++2026.07	17.735	0.774	0.207
LLFlow2026.07	17.635	0.854	0.131
KinD2023.10	17.544	0.669	0.375
KinD2024.10	17.544	0.669	0.375
KinD2024.07	17.54	0.669	0.375
KinD2026.04	17.54	0.669	0.375
LLFlow2026.04	17.43	0.831	0.176
SCI2026.04	17.3	0.54	0.294
SCI2026.07	17.258	0.546	0.368
BIMEF2026.03	16.51	0.613	0.307
BVIF2026.03	16.43	0.546	0.317
SRIE2026.03	16.12	0.556	0.332
RetinexNet2026.04	16.1	0.401	0.543
ZeroDCE2026.04	16.06	0.58	0.313
RetinexNet2026.07	15.998	0.407	0.544
RetinexNet2026.03	15.47	0.567	0.365
RUAS2026.04	15.33	0.493	0.325
LIME2023.10	15.24	0.47	0.415
LIME2024.10	15.24	0.47	0.415
LIME2026.03	15.19	0.469	0.415
KinD2026.03	14.74	0.641	0.375
SID2024.07	13.24	0.442	—
RUAS2026.07	12.736	0.475	0.348