RAW Image Denoising on SID Sony x300 gain (test)
37.3627PSNRSID
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SIDCategory=Real Data Based, Extra Data Requirements=~1800 noisy-clean pairs, Iterations (K)=257.6, Architecture=UNet2023.08 | 37.3627 | 0.9341 | |
| LEDCategory=Real Data Based, Extra Data Requirements=6 noisy-clean pairs, Iterations (K)=1.5, Architecture=UNet2023.08 | 36.6728 | 0.9147 | |
| ELDCategory=Calibration-Based, Extra Data Requirements=~300 calibration data, Iterations (K)=257.6, Architecture=UNet2023.08 | 35.9402 | 0.8982 | |
| Zhang et al.Category=Calibration-Based, Extra Data Requirements=~150/~150 for calib./database, Iterations (K)=257.6, Architecture=UNet2023.08 | 35.5439 | 0.8975 | |
| AINDNet*Category=Real Data Based, Extra Data Requirements=~300 noisy-clean pairs, Iterations (K)=1.5, Architecture=AINDNet, Pre-training=Proposed noise model2023.08 | 34.5615 | 0.8856 | |
| AINDNetCategory=Real Data Based, Extra Data Requirements=~300 noisy-clean pairs, Iterations (K)=1.5, Architecture=AINDNet, Pre-training=AWGN2023.08 | 32.2291 | 0.7397 | |
| Kristina et al.Category=DNN Model Based, Extra Data Requirements=~1800 noisy-clean pairs, Iterations (K)=327.6, Architecture=UNet2023.08 | 31.2971 | 0.699 | |
| Noise2NoiseCategory=Real Data Based, Extra Data Requirements=~12000 noisy pairs, Iterations (K)=257.6, Architecture=UNet2023.08 | 31.0991 | 0.708 | |
| Calibrated P-GCategory=Calibration-Based, Extra Data Requirements=~300 calibration data, Iterations (K)=257.6, Architecture=UNet2023.08 | 31.0035 | 0.6522 | |
| NoiseFlowCategory=DNN Model Based, Extra Data Requirements=~1800 noisy-clean pairs, Iterations (K)=777.6, Architecture=UNet2023.08 | 29.8068 | 0.67 |