5 papers
LoRCA: LoRA Cycle Adaptation for Histology to HiP-CT Translation with DINOv3
Yang Zhou, Edoardo Occhipinti, Banboye Kidzeru Elvis +11
Hierarchical Phase-Contrast Tomography (HiP-CT) is a synchrotron based X-ray imaging technique that enables non-destructive, volumetric imaging of intact organs with multi-resoluti…
Cross-Source Supervision for Bone Infection Segmentation in Dual-Modality PET-CT
Zonglin Yang, Xiaolei Diao, Jishizhan Chen +5
Early and accurate diagnosis and lesion localization of bone infections are crucial for clinical treatment. PET-CT integrates anatomical information from CT with metabolic informat…
RAG4Outcome: A Retrieval-Augmented Multimodal Framework for Prognostic Prediction in Chronic Osteomyelitis
Daqian Shi, Pei Han, Jishizhan Chen +4
Chronic osteomyelitis presents substantial prognostic challenges due to its high recurrence risk and complex postoperative recovery trajectories. Traditional assessment often relie…
Multi-modal Liver Segmentation and Fibrosis Staging Using Real-world MRI Images
Yang Zhou, Kunhao Yuan, Ye Wei +1
Liver fibrosis represents the accumulation of excessive extracellular matrix caused by sustained hepatic injury. It disrupts normal lobular architecture and function, increasing th…
DeepSeek reshaping healthcare in China's tertiary hospitals
Jishizhan Chen, Qingzeng Zhang
The rapid integration of artificial intelligence (AI) into healthcare is transforming clinical decision-making and hospital operations. DeepSeek has emerged as a leading AI system,…