Synopsis of recent research by authors named "Shunren Xia"
- Shunren Xia's recent research emphasizes the application of deep learning techniques in neuroimaging, particularly focusing on enhancing detection and analysis of conditions such as acute bilirubin encephalopathy in newborns and various developmental patterns in infant brains through multimodal MRI and 4D cortical surface atlases.
- His studies develop advanced methodologies for cortical surface registration, parcellation, and normalization, addressing issues in traditional neuroimaging techniques by introducing more efficient methods that leverage unsupervised learning and spherical convolutional neural networks.
- Additionally, Xia investigates the structural and functional alterations in neurodegenerative diseases such as Parkinson's disease, identifying subtypes based on connectivity features, thus contributing to understanding the relationship between brain structure, function, and clinical symptoms in these conditions.
