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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

Accurate traffic flow forecasting requires modeling both stable macroscopic dependencies and abrupt local fluctuations in complex road networks. Existing spatiotemporal forecasting models usually learn spatial structures from raw time-domain traffic signals, where low-frequency trends and high-frequency fluctuations ar...

Wanqiu Li, Bin Wang, Gang Li et al. · 0 citations

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