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Author

Jian-Lin Na

2 papers indexed here

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Conference Oct 2026

Lightweight multiscale feature fusion and edge inference for remote sensing image change detection

Remote sensing change detection (CD) supports urban expansion, disaster assessment, and land-use monitoring. Transformer models are accurate, but quadratic attention and memory demand hinder near-sensor deployment. LCSF-Net is a lightweight Siamese CD network with a multi-level lightweight Cross-Scale Fusion (LCSF) des...

Bo-Hai Tang, Jian-Lin Na, Dan-Dan Gu et al. · 0 citations
Conference Oct 2026

AdaptKrum: privacy-preserving federated intrusion detection for industrial IoT under differential privacy noise and poisoning

Industrial Internet of Things (IIoT) intrusion detection relies on traffic features that may still expose production schedules, device fingerprints, and process behavior after payload removal. Centralized training remains an accuracy upper bound, but it is difficult to operate when packet captures cannot leave the loca...

Dan-Dan Gu, Tao Su, Bo-Hai Tang et al. · 0 citations

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