Table 1 Quantitative evaluation metrics for the forward prediction methods of Unet and T-Unet under without noise.
From: 2D magnetotelluric forward modeling based on multitask deep learning
No. | PSNR | SSIM | ||||||
|---|---|---|---|---|---|---|---|---|
Apparent resistivity | Phase | Apparent resistivity | Phase | |||||
Unet | T-Unet | Unet | T-Unet | Unet | T-Unet | Unet | T-Unet | |
Example 1 | 20.7995 | 20.9686 | 22.7009 | 23.1320 | 0.9268 | 0.9293 | 0.9518 | 0.9544 |
Example 2 | 21.9360 | 26.0297 | 16.6977 | 20.8499 | 0.9231 | 0.9311 | 0.9294 | 0.9476 |
Example 3 | 14.7706 | 15.4889 | 21.5348 | 29.1552 | 0.8844 | 0.8972 | 0.9477 | 0.9522 |
Example 4 | 13.8652 | 20.7753 | 20.6474 | 26.1076 | 0.8974 | 0.9321 | 0.9509 | 0.9565 |