2025
DEPT: Deep Extreme Point Tracing for ultrasound image segmentation
Independent research and mentoring work on ultrasound image segmentation, leading to the DEPT method and an IEEE GLOBECOM publication.
Tags
Medical Imaging
2023
Foundation AI model for medical image analysis
Efficient 3D transformer development and self-supervised pretraining for transferable medical image foundation models.
2022
Deep learning-based facial appearance simulation driven by surgically planned craniomaxillofacial bony movement
A deep learning framework for predicting facial soft-tissue appearance 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.
2021
Data augmentation for training deep neural networks
A comprehensive overview of data augmentation strategies tailored for medical image segmentation, radiotherapy, and robust deep learning.
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.
2017
CT nodule detection at Infervision
Deep learning internship on lung nodule detection with clinical collaborators at Tongji Hospital, Wuhan.