5 papers
Uncovering Latent Pathological Signatures in Pulmonary CT via Cross-Window Knowledge Distillation
Bo Peng, Wujian Xu, Kun Wang +8
Multi-window CT imaging captures complementary pathological information across anatomical structures of differing densities, yet existing deep learning methods fuse representations…
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…
Graph-based LLM over Semi-Structured Population Data for Dynamic Policy Response
Daqian Shi, Xiaolei Diao, Jinge Wu +4
Timely and accurate analysis of population-level data is crucial for effective decision-making during public health emergencies such as the COVID-19 pandemic. However, the massive…
Minuscule Cell Detection in AS-OCT Images with Progressive Field-of-View Focusing
Boyu Chen, Ameenat L. Solebo, Daqian Shi +2
Anterior Segment Optical Coherence Tomography (AS-OCT) is an emerging imaging technique with great potential for diagnosing anterior uveitis, a vision-threatening ocular inflammato…