RAW Image Denoising on SID Sony x250 gain (test)
39.3419PSNRLED
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LEDCategory=Real Data Based, Extra Data Requirements=6 noisy-clean pairs, Iterations (K)=1.5, Architecture=UNet2023.08 | 39.3419 | 93.17 | |
| SIDCategory=Real Data Based, Extra Data Requirements=~1800 noisy-clean pairs, Iterations (K)=257.6, Architecture=UNet2023.08 | 39.1353 | 93.04 | |
| ELDCategory=Calibration-Based, Extra Data Requirements=~300 calibration data, Iterations (K)=257.6, Architecture=UNet2023.08 | 38.8492 | 92.78 | |
| Zhang et al.Category=Calibration-Based, Extra Data Requirements=~150/~150 for calib./database, Iterations (K)=257.6, Architecture=UNet2023.08 | 38.4397 | 92.55 | |
| AINDNet*Category=Real Data Based, Extra Data Requirements=~300 noisy-clean pairs, Iterations (K)=1.5, Architecture=AINDNet, Pre-training=Proposed noise model2023.08 | 37.221 | 91.01 | |
| AINDNetCategory=Real Data Based, Extra Data Requirements=~300 noisy-clean pairs, Iterations (K)=1.5, Architecture=AINDNet, Pre-training=AWGN2023.08 | 36.2538 | 85.09 | |
| Kristina et al.Category=DNN Model Based, Extra Data Requirements=~1800 noisy-clean pairs, Iterations (K)=327.6, Architecture=UNet2023.08 | 34.4924 | 79 | |
| Noise2NoiseCategory=Real Data Based, Extra Data Requirements=~12000 noisy pairs, Iterations (K)=257.6, Architecture=UNet2023.08 | 34.166 | 78.24 | |
| Calibrated P-GCategory=Calibration-Based, Extra Data Requirements=~300 calibration data, Iterations (K)=257.6, Architecture=UNet2023.08 | 33.8929 | 76.3 | |
| NoiseFlowCategory=DNN Model Based, Extra Data Requirements=~1800 noisy-clean pairs, Iterations (K)=777.6, Architecture=UNet2023.08 | 32.9457 | 76.99 |