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physics.geo-ph2023
FaultSSL: Seismic Fault Detection via Semi-supervised learning
Yimin Dou, Minghui Dong, Kewen Li +1
The prevailing methodology in data-driven fault detection leverages synthetic data for training neural networks. However, it grapples with challenges when it comes to generalizatio…
physics.geo-ph2023
ContrasInver: Ultra-Sparse Label Semi-supervised Regression for Multi-dimensional Seismic Inversion
Yimin Dou, Kewen Li, Wenjun Lv +3
The automated interpretation and inversion of seismic data have advanced significantly with the development of Deep Learning (DL) methods. However, these methods often require nume…