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2026

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...

Guanfang Shao, Puyu Han, Xiaobing Shi et al. · 0 citations

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