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Automatic Brain Tissue Segmentation in Magnetic Resonance Images based on Knowledge-guided Constrained Clustering. Accurate volumetric measurement of brain tissues is of critical importance in the study of many brain disorders, disease diagnosis, disease progression tracking and treatment monitoring. The study in this research will result in the development of a powerful computational technique that allows automatic volumetric measurement and analysis of brain tissues. The software developed in ....Automatic Brain Tissue Segmentation in Magnetic Resonance Images based on Knowledge-guided Constrained Clustering. Accurate volumetric measurement of brain tissues is of critical importance in the study of many brain disorders, disease diagnosis, disease progression tracking and treatment monitoring. The study in this research will result in the development of a powerful computational technique that allows automatic volumetric measurement and analysis of brain tissues. The software developed in this project will expedite early clinical diagnosis and treatment of neural diseases for patients, hence saving life and reducing health cost both at the personal and the national level. Read moreRead less
Quantifying cortical thickness and white matter hyperintensity volumes and determining their relationship on Magnetic Resonance Imaging in ageing brains. Australia's population is ageing, with a significant projected increase in the number of people aged over 65 and 85. Mental health and quality of life for this ageing population have become an increasingly important issue. This project directly addresses the National Research Priority 2 in the terms of ageing well, ageing productively. Accurat ....Quantifying cortical thickness and white matter hyperintensity volumes and determining their relationship on Magnetic Resonance Imaging in ageing brains. Australia's population is ageing, with a significant projected increase in the number of people aged over 65 and 85. Mental health and quality of life for this ageing population have become an increasingly important issue. This project directly addresses the National Research Priority 2 in the terms of ageing well, ageing productively. Accurately measuring the distribution of brain structural changes is an effective way of differentiating normal ageing from various pathological conditions reflecting the underlying pathology. The project has access to an unprecedented large sample of longitudinal Magnetic Resonance Imaging and health/clinical data and will produce a set of algorithms to examine this issue and put Australia at the forefront of such research.Read moreRead less