Neural ISP on Nighttime raw-sRGB noise-free (test)
46.19PSNRSupervised
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SupervisedTraining data partition=Purely real, Evaluation protocol=Three-fold cross validation2022.06 | 46.19 | 0.9895 | 0.8605 | |
| Ours 90% + Real 10%Training data partition=Mix (synthetic and real), Data composition=90% Synthetic + 10% Real2022.06 | 46.01 | 0.989 | 0.8559 | |
| Ours 95% + Real 5%Training data partition=Mix (synthetic and real), Data composition=95% Synthetic + 5% Real2022.06 | 45.99 | 0.9887 | 0.8682 | |
| OursTraining data partition=Synthetic only, Data source=Proposed day-to-night synthesis2022.06 | 45.28 | 0.9893 | 0.8759 | |
| Global relightTraining data partition=Synthetic only, Data source=Global relight2022.06 | 43.56 | 0.986 | 0.9653 | |
| Day dimmedTraining data partition=Synthetic only, Data source=Day dimmed images2022.06 | 42.39 | 0.9832 | 1.0865 | |
| DayTraining data partition=Synthetic only, Data source=Day images2022.06 | 41.16 | 0.9713 | 1.2369 | |
| CycleGANTraining data partition=Synthetic only, Data source=CycleGAN synthesis2022.06 | 40.01 | 0.9675 | 1.6335 |