3 papers
cs.CV2023
Federated Learning for Medical Image Analysis: A Survey
Hao Guan, Pew-Thian Yap, Andrea Bozoki +1
Machine learning in medical imaging often faces a fundamental dilemma, namely, the small sample size problem. Many recent studies suggest using multi-domain data pooled from differ…
cs.CV2022
DomainATM: Domain Adaptation Toolbox for Medical Data Analysis
Hao Guan, Mingxia Liu
Domain adaptation (DA) is an important technique for modern machine learning-based medical data analysis, which aims at reducing distribution differences between different medical…
cs.CV2022
Attention-Guided Autoencoder for Automated Progression Prediction of Subjective Cognitive Decline with Structural MRI
Hao Guan, Ling Yue, Pew-Thian Yap +3
Subjective cognitive decline (SCD) is a preclinical stage of Alzheimer's disease (AD) which occurs even before mild cognitive impairment (MCI). Progressive SCD will convert to MCI…