Data Driven Brain Shape Analysis Framework and Explainable AI | Prieto | $66,691
Data Driven Brain Shape Analysis Framework and Explainable AI 2022 Award: $66,691 Specific shape aspects are associated with individual differences in cognitive function in children and adults as well as abnormality in many neuropsychiatric disorders. In this project, we will investigate brain shape and reveal specific characteristics for different neuropsychiatric disorders. Our approach is based on multi-view and neural network interpretability techniques. Need/Problem: The overarching goal of this proposal is to develop deep learning techniques for brain shape analysis. We need to investigate, identify, and implement better approaches that will help us make predictions about health outcomes as well as improve early diagnosis of mental health disorders. Grant Summary: Brain shape analysis has been researched extensively and we know that specific shape aspects of the White Matter (WM) are associated with individual differences in cognitive function in children and [...]