Research Article
Pixelwise Estimation of Signal-Dependent Image Noise Using Deep Residual Learning
Table 5
Applying noise estimation methods to deep learning models to remove homogeneous noise (dB).
| Dataset | Noise level | Chen [7] + DRDD | DRNE + DRDD | Chen + FFDNet | DRNE + FFDNet |
| Kodak | | 39.87 | 39.87 | 39.80 | 39.80 | | 34.84 | 34.85 | 34.84 | 34.85 | | 32.99 | 33.02 | 33.04 | 33.06 |
| McMaster | | 39.17 | 39.15 | 38.84 | 38.84 | | 34.74 | 34.75 | 34.65 | 34.67 | | 32.26 | 32.36 | 32.34 | 32.42 |
| BSD500 | | 39.36 | 39.35 | 39.36 | 39.35 | | 34.26 | 34.27 | 34.23 | 34.24 | | 32.34 | 32.39 | 32.36 | 32.40 |
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