RAW Image Denoising on SID Sony x100 gain (test)
41.9842PSNRLED
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LEDCategory=Real Data Based, Extra Data Requirements=6 noisy-clean pairs, Iterations (K)=1.5, Architecture=UNet2023.08 | 41.9842 | 95.39 | |
| ELDCategory=Calibration-Based, Extra Data Requirements=~300 calibration data, Iterations (K)=257.6, Architecture=UNet2023.08 | 41.8271 | 95.38 | |
| SIDCategory=Real Data Based, Extra Data Requirements=~1800 noisy-clean pairs, Iterations (K)=257.6, Architecture=UNet2023.08 | 41.7273 | 95.31 | |
| Zhang et al.Category=Calibration-Based, Extra Data Requirements=~150/~150 for calib./database, Iterations (K)=257.6, Architecture=UNet2023.08 | 40.9232 | 94.88 | |
| AINDNetCategory=Real Data Based, Extra Data Requirements=~300 noisy-clean pairs, Iterations (K)=1.5, Architecture=AINDNet, Pre-training=AWGN2023.08 | 40.5636 | 91.94 | |
| AINDNet*Category=Real Data Based, Extra Data Requirements=~300 noisy-clean pairs, Iterations (K)=1.5, Architecture=AINDNet, Pre-training=Proposed noise model2023.08 | 39.8052 | 93.5 | |
| Noise2NoiseCategory=Real Data Based, Extra Data Requirements=~12000 noisy pairs, Iterations (K)=257.6, Architecture=UNet2023.08 | 39.2769 | 89.93 | |
| Calibrated P-GCategory=Calibration-Based, Extra Data Requirements=~300 calibration data, Iterations (K)=257.6, Architecture=UNet2023.08 | 39.1576 | 89.63 | |
| Kristina et al.Category=DNN Model Based, Extra Data Requirements=~1800 noisy-clean pairs, Iterations (K)=327.6, Architecture=UNet2023.08 | 38.7799 | 91.2 | |
| NoiseFlowCategory=DNN Model Based, Extra Data Requirements=~1800 noisy-clean pairs, Iterations (K)=777.6, Architecture=UNet2023.08 | 37.02 | 88.2 |