Research Article
Pixelwise Estimation of Signal-Dependent Image Noise Using Deep Residual Learning
Table 4
Standard deviation of error on simulated nonhomogeneous noise (dB).
| Dataset | Noise level | Pyatykh [24] | Liu [25] | Chen [7] | DRNE |
| Kodak | | 1.67 | 0.64 | 0.19 | 0.16 | | 1.40 | 0.68 | 0.54 | 0.52 | | 2.45 | 1.10 | 1.05 | 0.97 |
| McMaster | | 0.61 | 0.70 | 0.31 | 0.10 | | 0.76 | 1.03 | 0.55 | 0.63 | | 1.31 | 1.58 | 1.35 | 1.28 |
| BSD500 | | 1.03 | 0.86 | 0.14 | 0.12 | | 1.11 | 0.77 | 0.37 | 0.48 | | 1.94 | 1.20 | 0.91 | 1.00 |
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Bold fonts denote the best performance and italics denotes the second best performance.
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