多模态学习:面向缺失多模态数据的疾病智能诊断,基于多模态大模型的医学视觉问答;
计算机视觉:小目标检测、工业场景中的缺陷检测;
医学图像处理与分析:医学图像分割、医学图像增强、基于医学图像的多疾病诊断;
科研动态
2024年
● 课题组石紫迪论文“MFSegDiff: A Multi-Frequency Diffusion Model for Medical Image Segmentations”被生物医学信息会议IEEE BIBM(CCF B)录用
● 课题组周潜论文“Refining Intraocular Lens Power Calculation: A Cutting-edge Multi-modal Framework Using Cross-layer Attention and Effective Channel Attention”被医学信息处理顶会MICCAI 2024(CCF B)录用
● 课题组罗小磊论文“Synergistic registration of CT-MRI brain images and retinal images: A novel approach leveraging reinforcement learning and modified artificial rabbit optimization”被期刊Neurocomputing(SCI 2区)录用
2023年
● 课题组周潜论文“Uncertainty-aware incomplete multimodal fusion for few-shot Central Retinal Artery Occlusion classification”被多模态信息融合国际知名期刊Information Fusion(SCI 1区,Q1 Top)录用
● 课题组周潜论文“RHViT: A Robust Hierarchical Transformer for 3D Multimodal Brain Tumor Segmentation Using Biased Masked Image Modeling Pre-training”被生物医学信息会议IEEE BIBM(CCF B)录用
● 课题组王煜明论文“SMFF-YOLO: A Scale-Adaptive YOLO Algorithm with Multi-Level Feature Fusion for Object Detection in UAV Scenes”被遥感信息处理国际知名期刊Remote Sensing(SCI 2区)录用
● 课题组周潜论文“Incomplete Multimodal Learning for Visual Acuity Prediction After Cataract Surgery Using Masked Self-Attention”被医学信息处理顶会MICCAI 2023(CCF B)录用
2022年
● 课题组林霄论文“A predictive intelligence approach for low-light enhancement”被国际知名期刊Applied Soft Computing(SCI 1区)录用
● 课题组周潜论文“Long-Tailed Multi-label Retinal Diseases Recognition via Relational Learning and Knowledge Distillation”被医学信息处理顶会MICCAI 2022(CCF B)录用