Table 2 Ablation experiment results of the MSARDNet denoising model. Bold data indicates the performance metrics (SNR, RMSE, r) of the proposed MSARDNet model.

From: Efficient seismic data denoising via multi-scale attention network with depthwise separable and residual dilated convolutions

Model

EncDep

ResDC

MS-CAM

SNR/dB

RMSE

r

U-Net

×

×

×

19.13 ± 0.10

0.4620 ± 0.0051

0.891 ± 0.004

EncDep-MS-CAM

√

×

√

22.47 ± 0.09

0.3188 ± 0.0023

0.947 ± 0.003

EncDep-ResDC

√

√

×

22.73 ± 0.06

0.3021 ± 0.0020

0.953 ± 0.002

ResDC-MS-CAM

×

√

√

23.85 ± 0.05

0.2543 ± 0.0015

0.966 ± 0.002

MSARDNet

√

√

√

25.62 ± 0.05

0.2049 ± 0.0015

0.985 ± 0.001

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