2023
Unsupervised reference CMF model prediction for orthognathic surgical planning
Patient-specific reference model prediction for orthognathic surgical planning using self-supervised learning and deep query-based retrieval.
Projects
Projects
Selected projects.
2023
Foundation AI model for medical image analysis
Efficient 3D transformer development and self-supervised pretraining for transferable medical image foundation models.
2023
Soft-tissue driven orthognathic surgical planning
A planning framework that predicts facial soft-tissue response and reduces iterative guesswork in orthognathic surgical planning.
2022
360 image panoptic segmentation for immersive media
Research internship at Tencent America on unsupervised domain adaptation for 360 image panoptic segmentation in 3D virtual tour workflows.
2022
Facial simulation following bony movement for orthognathic surgical planning
Deep learning-based facial appearance simulation that estimates soft-tissue change from planned craniomaxillofacial bony movement.
2021
Shape description losses for medical image segmentation
Shape-aware objectives that inject global geometric and statistical structure into medical image segmentation training.
2020
COVID-19 patient outcome prediction
Multimodal patient outcome prediction combining CT imaging and non-imaging clinical signals for COVID-19 risk assessment.
2020
Multi-organ segmentation over partially labeled datasets
A unified multi-scale segmentation framework for learning across multiple partially labeled datasets with a single model.
2019
Liver segmentation in CT images using Deep CNN for fusion guided intervention
Deep learning-based liver segmentation and multimodal fusion workflows for image-guided intervention.
2018
Pneumonia detection on chest X-rays with deep learning
Undergraduate dissertation project at Wuhan University on multi-label thoracic pathology recognition from chest X-rays using residual-assisted DenseNet models.
2018
Saliency-aware image captioning at Tsinghua University
Research internship on image captioning with saliency-guided attention at the State Key Laboratory of Intelligent Technology and Systems, Tsinghua University.
2017
CT nodule detection at Infervision
Deep learning internship on lung nodule detection with clinical collaborators at Tongji Hospital, Wuhan.