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Xian-Peng Wang

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2026

Lightweight Low-Rank Spatio-Temporal Fusion for mmWave Radar-Based Aquatic Human Activity Recognition

For aquatic human activity recognition, millimeter-wave radar is less sensitive to illumination changes, visual occlusion, and privacy concerns than camera-based sensing. However, water-surface activities introduce additional challenges, including multispectrum heterogeneity, coupled temporal-motion and range/cadence s...

Lu Sun, Huan Wang, Liang-Tian Wan et al. · 0 citations
2026

Cascaded Multi-Head Attention Transformer Framework for Direction of Arrival Estimation

Deep neural networks have demonstrated significant potential in direction of arrival (DOA) estimation. However, some existing architectures, especially convolution-based ones, mainly emphasize local feature extraction and may not sufficiently capture long-range dependencies in array observations. To better model such n...

Yunye Su, Xianpeng Wang, Lin-Qiang Wen et al. · 0 citations

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