الباحثون

Hongbin Liu

المنشورات 2

نسخة أولية وصول مفتوح

Med-RADIO: Reducing All Medical Domains Into One via Multi-Teacher Distillation

Chu Zhang, Haoyu Jiang, Hongyuan Zhang وآخرون · 2026

The rapid expansion of large-scale medical datasets and computational resources has driven significant progress in medical foundation models. Given the inherent heterogeneity of medical imaging modalities, current research mainly follows two paths: specialized models optimized for specific modalities, and generalist mo …

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SemPSG: A Semantic Channel-Aware Foundation Model for Polysomnography Analysis

Junyu Chen, Chenxi Liu, Shiqin Tang وآخرون · 2026

Polysomnography (PSG) integrates multiple physiological signals to provide a comprehensive characterization of human sleep, yet its heterogeneous channel configurations across centers pose substantial challenges for transferable representation learning. Existing foundation models mainly focus on physiological modeling …

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