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

Low-light Image Enhancement on LOL v1 (PSNR, SSIM, LPIPS, FID)

29.185PSNR

CFWD

Updated 1mo ago

Evaluation Results

Method
CFWD 2024.01	29.185	0.872	0.197	40.987
GSAD 2024.01	27.629	0.876	0.188	43.659
SCEM equipped Diffusion 2026.02	26.947	0.921	0.071	46.67
DiffLL 2026.02	26.336	0.845	0.217	48.114
RetinexNet 2024.01	26.316	0.844	0.219	48.037
WCDM 2024.01	26.316	0.844	0.219	48.037
SNRNet 2026.02	24.61	0.842	0.233	55.121
SNRNet 2024.01	24.609	0.841	0.262	56.467
FDN+ 2026.03	24.31	0.9135	0.0784	29.52
MIRNet 2024.01	24.138	0.83	0.25	69.179
MIRNet 2026.02	24.138	0.83	0.25	69.179
DMFourLLIE+ 2026.03	24.03	0.9081	0.093	40.82
FDN 2026.03	23.99	0.91	0.083	32.79
Retinexformer+ 2026.03	23.95	0.9083	0.0933	42.92
RetinexMamba+ 2026.03	23.78	0.9057	0.0949	43.01
CWNet 2026.03	23.6	0.9023	0.123	57.53
CWNet+ 2026.03	23.57	0.9037	0.0901	39.05
Retinexformer 2026.03	23.49	0.8882	0.1394	74.35
Restormer+ 2026.03	23.45	0.9033	0.0874	35.32
LEDNet+ 2026.03	23.37	0.9014	0.0868	34.75
LEDNet 2026.03	23.32	0.9029	0.0972	40.38
Restormer 2026.03	23.31	0.8865	0.1298	62.7
DA-RCOT 2024.11	23.25	0.836	0.084	47.23
UHDFour 2024.01	23.093	0.821	0.259	56.912
UHDFour2x 2026.02	23.093	0.821	0.259	56.912
DMFourLLIE 2026.03	22.98	0.886	0.127	60.83
NeRCo 2024.01	22.946	0.785	0.311	76.727
PromptIR 2024.11	22.89	0.829	0.098	70.32
RetinexMamba 2026.03	22.87	0.8809	0.1414	71.56
Wave-Mamba+ 2026.03	22.86	0.8927	0.1127	48.57
QuadPrior 2026.02	22.849	0.8	0.201	-
Wave-Mamba 2026.03	22.79	0.8987	0.1333	63.98
RCOT 2024.11	22.76	0.83	0.097	61.24
DA-CLIP 2024.11	21.66	0.828	0.095	55.81
IDR 2024.11	21.34	0.826	0.108	100.6
FourLLIE+ 2026.03	21.34	0.8815	0.1524	76.87
Restormer 2024.01	20.614	0.797	0.288	72.998
Restormer 2026.02	20.614	0.797	0.288	72.998
Restormer 2024.11	20.41	0.806	0.109	107.7
Lightendiffusion 2026.02	20.188	0.814	0.316	85.93
IR-SDE 2024.11	20.07	0.78	0.102	86.13
FourLLIE 2026.03	20.06	0.8401	0.2409	88.17
URetinex-Net 2024.01	19.842	0.824	0.237	52.383
URetinex-Net 2026.02	19.842	0.824	0.237	52.383
DL 2024.11	19.83	0.712	0.12	125.8
DA-RCOT 2024.11	19.21	0.722	0.118	123.9
Uformer 2024.01	19.001	0.741	0.354	109.351
Uformer 2026.02	19.001	0.741	0.354	109.351
MPRNet 2024.11	18.98	0.776	0.115	103.5
RCOT 2024.11	18.73	0.705	0.127	154.1
AirNet 2024.11	18.18	0.735	0.122	116.9
WeatherDiff 2024.01	17.913	0.811	0.272	73.903
WeatherDiff 2026.02	17.913	0.811	0.272	73.903
EnlightenGAN 2026.02	17.606	0.653	0.372	94.704
LIME 2026.02	17.546	0.531	0.387	117.892
OTUR 2024.11	17.49	0.649	0.136	167.1
EnlightenGAN 2024.01	17.483	0.651	0.39	95.028
WGAN-GP 2024.11	17.27	0.64	0.14	168.1
NPE 2026.02	16.97	0.484	0.4	104.057
CycleGAN 2024.11	16.85	0.636	0.152	176.2
DRBN 2024.01	16.774	0.462	0.417	126.266
RetinexNet 2026.02	16.774	0.462	0.417	126.266
DRBN 2026.02	16.677	0.73	0.345	98.732
DDIM 2024.01	16.521	0.776	0.376	84.071
DDIM 2026.02	16.521	0.776	0.376	84.071
RUAS 2024.01	16.405	0.499	0.382	102.013
RUAS 2026.02	16.405	0.503	0.364	101.971
CDEF 2024.01	16.335	0.585	0.407	90.62
CDEF 2026.02	16.335	0.585	0.407	90.62
GDP 2024.01	15.904	0.54	0.431	112.363
GDP 2026.02	15.896	0.542	0.421	117.456
Zero-DCE 2024.01	14.861	0.559	0.385	87.27
Zero-DCE 2026.02	14.861	0.562	0.372	87.238
DSLR 2024.01	14.816	0.572	0.375	104.428
DSLR 2026.02	14.816	0.572	0.375	104.428
SCI 2024.01	14.784	0.526	0.392	84.907
SCI 2026.02	14.784	0.525	0.366	78.598
Zero-DCE++ 2024.01	14.682	0.472	0.407	87.552
CLIP-LIT 2024.01	12.394	0.493	0.397	108.739
SRIE 2026.02	11.855	0.495	0.353	88.728
Palette 2024.01	11.771	0.561	0.498	108.291
Palette 2026.02	11.771	0.561	0.498	108.291
RELLIE 2024.01	11.437	0.482	0.375	95.51
ReLLIE 2026.02	11.437	0.482	0.375	95.51