Advances, Systems and Applications
From: SeisDeNet: an intelligent seismic data Denoising network for the internet of things
Noise level | Traditional methods | DL based methods | ||||
---|---|---|---|---|---|---|
Wavelet | Curvelet | VDSR | MSRN | RDN | Ours (SeisDeNet) | |
0.05 | 91.24 | 92.35 | 94.83 | 95.96 | 95.81 | 97.71 |
0.10 | 83.93 | 85.67 | 87.95 | 88.85 | 88.46 | 91.25 |
0.20 | 77.35 | 78.25 | 82.63 | 83.84 | 83.59 | 86.59 |
0.30 | 72.40 | 72.61 | 75.69 | 77.91 | 77.63 | 82.78 |
Average | 81.23 | 82.22 | 85.28 | 86.64 | 86.43 | 89.58 |