Advances, Systems and Applications
From: SeisDeNet: an intelligent seismic data Denoising network for the internet of things
Noisy data (dB) | Traditional methods | DL based methods | ||||
---|---|---|---|---|---|---|
Wavelet | Curvelet | VDSR | MSRN | RDN | Ours (SeisDeNet) | |
78.1385 | 87.2459 | 90.3576 | 93.1642 | 94.9961 | 95.0348 | 96.9472 |
73.6857 | 81.9464 | 86.6774 | 89.9346 | 92.6356 | 92.6251 | 94.0385 |
68.1319 | 76.3357 | 83.1581 | 86.0241 | 89.9125 | 89.8995 | 91.6652 |
64.6180 | 71.4021 | 74.5958 | 77.9656 | 82.9468 | 82.8572 | 84.1626 |
Average | 79.2325 | 83.6972 | 86.7721 | 90.1228 | 90.1042 | 91.7034 |