Overcoming Label Scarcity in Distributed Acoustic Sensing via Masked Spectrogram Modeling
Distributed acoustic sensing (DAS) enables continuous monitoring of large-scale infrastructure, but the deployment of robust intelligent systems is severely hindered by the scarcity of expertly annotated data, cross-environmental domain shifts, and spatial biases caused by irregular physical fiber geometries. To addres...