Image Quality Assessment on nuScenes nighttime (val) benchmark leaderboard · SOTA2 Research

Image Quality Assessment on nuScenes nighttime (val)

51.674MUSIQ ScoreLightDiff

Evaluation Results

Method	Links
LightDiff2024.04		51.674	0.407	0.086	4.594	58.622	20.25	3.516
Shadow Diffusion2024.04		40.695	0.446	0.078	3.808	67.086	57.984	5.607
SCI-difficult2024.04		34.718	0.26	0.081	4.37	58.037	34.583	5.05
RUAS-LOL2024.04		24.587	0.257	0.056	4.311	43.836	52.761	6.031
Zero-DCE2024.04		24.562	0.25	0.064	4.36	52.988	35.804	4.316
URetinex-Net2024.04		24.086	0.244	0.065	4.503	53.571	38.972	4.46
CLIP-LIT2024.04		23.805	0.229	0.064	4.402	49.557	42.56	4.701
EnlightenGAN2024.04		20.686	0.242	0.07	4.383	42.829	40.08	4.307
ExposureDiffusion2024.04		20.365	0.204	0.026	3.977	10.795	50.562	5.02
RUAS-DarkFace2024.04		20.277	0.248	0.067	4.382	45.488	55.351	5.595
Zero-DCE++2024.04		20.276	0.242	0.059	4.375	49.553	36.025	4.232
LESNet2024.04		19.41	0.205	0.032	3.477	14.453	32.784	7.905
SNR-Aware-nuScene2024.04		16.928	0.241	0.056	3.767	24.013	35.087	7.664
EnlightenGAN2024.04		16.334	0.239	0.035	3.309	24.654	33.294	3.397
Night Image2024.04		16.295	0.229	0.034	3.197	20.753	35.627	3.7
CLIP-LIT2024.04		16.288	0.229	0.033	3.206	20.766	35.681	3.703
SCI-medium2024.04		15.513	0.241	0.056	4.374	50.316	36.317	4.423
SCI-easy2024.04		15.24	0.25	0.044	4.004	33.928	31.679	3.975
RUAS-MIT5K2024.04		14.965	0.234	0.041	4.046	34.945	46.425	4.506
SCI2024.04		14.781	0.238	0.044	3.909	34.819	34.22	4.118
SNR-Aware-LOLv2synthetic2024.04		14.528	0.219	0.026	3.414	12.571	38.652	8.967
SNR-Aware-LOLv12024.04		13.591	0.229	0.032	3.947	22.893	30.119	8.898
SNR-Aware-LOLv2real2024.04		13.591	0.23	0.032	3.947	23.025	30.119	8.898
Afifi et al.2024.04		13.562	0.207	0.045	3.715	19.731	32.207	8.388