3 papers
cs.CV2025
PathFound: An Agentic Multimodal Model Activating Evidence-seeking Pathological Diagnosis
Shengyi Hua, Jianfeng Wu, Tianle Shen +7
Recent pathological foundation models have substantially advanced visual representation learning and multimodal interaction. However, most models still rely on a static inference p…
cs.CL2025
O1 Replication Journey -- Part 3: Inference-time Scaling for Medical Reasoning
Zhongzhen Huang, Gui Geng, Shengyi Hua +5
Building upon our previous investigations of O1 replication (Part 1: Journey Learning [Qin et al., 2024] and Part 2: Distillation [Huang et al., 2024]), this work explores the pote…
eess.IV2024
DeReStainer: H&E to IHC Pathological Image Translation via Decoupled Staining Channels
Linda Wei, Shengyi Hua, Shaoting Zhang +1
Breast cancer is a highly fatal disease among cancers in women, and early detection is crucial for treatment. HER2 status, a valuable diagnostic marker based on Immunohistochemistr…