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Open access Sep 2026

Anatomy-aware fusion attention network for high-precision prostate MRI segmentation.

BACKGROUND Accurate prostate segmentation in Magnetic Resonance Imaging (MRI) is crucial for clinical diagnosis and treatment. However, it remains a challenging task due to low soft-tissue contrast and structural ambiguity in the gland's appearance. While recent deep learning methods have focused on refining network st...

Yu-Long Wang, Hui Huang, Yan Ma et al. · 0 citations
Open access Aug 2026

Frequency-Guided Dynamic Hypergraph Learning for Traffic Flow Forecasting

FEDHNet, a Frequency-Guided Dynamic Hypergraph Network for traffic flow forecasting, is proposed, showing that FEDHNet achieves competitive forecasting accuracy and multi-horizon performance, together with favorable computational efficiency compared with recent spatiotemporal forecasting baselines.

Wan-Qiu Li, Bin Wang, Gang Li et al. · 0 citations

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