Author

Hai-Bin Duan

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Open access Oct 2026

UGSA-Net: Uncertainty-Gated Attention and Self-Supervised Alignment for Calibration-Aware Hyperspectral Image Classification

Uniform spatial weighting in patch-based hyperspectral classifiers indiscriminately aggregates spectral information, even when individual pixels are already class-diagnostic, degrading accuracy and interpretability. We propose UGSA-Net, an ambiguity-guided spatial–spectral transformer that infers a per-pixel ambiguity...

Houari Youcef Moudjib, Hai-Bin Duan, Zain Anwar Ali et al. · Machines · 0 citations

Aug 2026

Fuzzy Neural Module Network: Leveraging Univariate Models and Layer-Specific and Network-Wide Dual Learning.

An incrementally expanding fuzzy neural module network (FNMN) designed to effectively handle both low- and high-dimensional problems without relying on dimensionality reduction techniques is proposed, achieving an average performance improvement compared with a conventional fuzzy clustering-based model across diverse b...

Eun-Hu Kim, Hao Huang, Zheng Wang et al. · IEEE Transactions on Cyberne... · 0 citations