AnomalyControl: Learning Cross-modal Semantic Features for Controllable Anomaly Synthesis. - Shidan He; Lei Liu; Shen Zhao (CoRR, 2024)

MedSoft-Diffusion: Medical Semantic-Guided Diffusion Model with Soft Mask Conditioning for Vertebral Disease Diagnosis. - Shidan He; Enyuan Hu; Zixuan Tang; Bin Chen; Dongdong Yu; Yuan Hong 004; Zhenzhong Liu; Mengtang Li; Lei Liu; Shen Zhao (MICCAI (15), 2025)

MIBF-Net: Multi-Modal Information Balanced Fusion Network for Clinical Diagnosis via Patient Narratives and Lesion Image. - Zixuan Tang; Bai Sun; Shidan He; Yuan Hong 004; Dongdong Yu; Zhenzhong Liu; Mengtang Li; Bin Chen; Shen Zhao (MICCAI (1), 2025)