Author

Chun-Ming Huang

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Open access Sep 2026

Gradient-Free Filter Importance for Structured Pruning of Compact EEG Networks

Deploying EEG classification networks on resource-constrained brain–computer interface (BCI) hardware motivates structured filter pruning, yet which importance criterion to trust in already-compact architectures is unclear. We present a leakage-free, physically materialized comparison of five filter-importance criteria...

Chu-Hui Lee, Chun-Ming Huang · Italian National Conference... · 0 citations

Open access Jul 2026

Robust Unsupervised Acoustic Anomaly Detection for Turbo Molecular Pumps Using ResNet–Convolutional Block Attention Module and Structural Similarity Loss

An unsupervised acoustic anomaly detection and localization system to address real-time predictive maintenance in noisy industrial settings and achieves an outstanding AUC of 0.9535 and a fault recall of 99.06% under a validation-calibrated threshold, significantly outperforming standard U-Net architectures.

Chu-Hui Lee, Po-Jui Chiang, Chien-Ming Wu et al. · Electronics · 0 citations