Robust, valid and interpretable deep learning for quantitative imaging. One of the biggest challenges in employing artificial intelligence is the “black-box” nature of the models used. This project aims to improve the effectiveness and trustworthiness of deep learning within quantitative magnetic resonance imaging. Deep learning has great promise in speeding-up complex image processing tasks, but currently suffers from variable data inputs, predictions are not guaranteed to be plausible and it i ....Robust, valid and interpretable deep learning for quantitative imaging. One of the biggest challenges in employing artificial intelligence is the “black-box” nature of the models used. This project aims to improve the effectiveness and trustworthiness of deep learning within quantitative magnetic resonance imaging. Deep learning has great promise in speeding-up complex image processing tasks, but currently suffers from variable data inputs, predictions are not guaranteed to be plausible and it is not clear to the end user how reliable the results are. The outcomes intend to deliver advanced knowledge and capability in artificial intelligence and machine learning that Australia urgently needs to capitalise on bringing deep learning into practical applications delivering economic, commercial and social impact.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE180100179
Funder
Australian Research Council
Funding Amount
$3,189,000.00
Summary
Automated high resolution and high contrast cryo -TEM for three-dimensional structural biology. This project aims to establish a facility in automated, single-particle cryo-TEM and cryo-TEM tomography (Titan Krios) that will enable atomic and molecular structure research and three-dimensional subcellular and cellular imaging. The project will span all multiscale cryo-TEM modalities from the visualisation of cells, membranes and macromolecular complexes, through to near-atomic-resolution protein ....Automated high resolution and high contrast cryo -TEM for three-dimensional structural biology. This project aims to establish a facility in automated, single-particle cryo-TEM and cryo-TEM tomography (Titan Krios) that will enable atomic and molecular structure research and three-dimensional subcellular and cellular imaging. The project will span all multiscale cryo-TEM modalities from the visualisation of cells, membranes and macromolecular complexes, through to near-atomic-resolution protein structure determination. Cryo-single particle analysis and tomography are recognised as revolutionary technologies in molecular structural biology and powerful enablers of future ground-breaking discovery. The project will deliver significant competitive advantage for Australia in leading-edge structure-based research, drug discovery, new opportunities for applied research and development, and showcasing science to the public.Read moreRead less
ARC Centre of Excellence in Advanced Molecular Imaging. The Centre of Excellence in Advanced Molecular Imaging will innovatively integrate physics, chemistry and biology to unravel the complex molecular interactions that define immunity. The Centre will develop new imaging methods to visualize atomic, molecular and cellular details of how immune proteins interact and
effect immune responses. Outcomes: (i) new technological innovations leading to new imaging methods and products; and (ii) fundame ....ARC Centre of Excellence in Advanced Molecular Imaging. The Centre of Excellence in Advanced Molecular Imaging will innovatively integrate physics, chemistry and biology to unravel the complex molecular interactions that define immunity. The Centre will develop new imaging methods to visualize atomic, molecular and cellular details of how immune proteins interact and
effect immune responses. Outcomes: (i) new technological innovations leading to new imaging methods and products; and (ii) fundamental advances in understanding details of immune responses in health and disease. The Centre will enable Australia to be an international leader in biological imaging, to train next
generation interdisciplinary scientists, and to provide new insights for combating common diseases that afflict society.Read moreRead less