ARC Centre of Excellence - Vision Science. This Centre will generate important new knowledge of the performance, logic and stability of vision and visual behaviour. This knowledge will help reduce the burden of vision impairment in Australia, increasing productivity, promoting healthy ageing and reducing the community costs of visual impairment (ca. $9.85 billion in 2004). The knowledge produced will also make possible world-class innovations in robotics, leading to novel automated vision system ....ARC Centre of Excellence - Vision Science. This Centre will generate important new knowledge of the performance, logic and stability of vision and visual behaviour. This knowledge will help reduce the burden of vision impairment in Australia, increasing productivity, promoting healthy ageing and reducing the community costs of visual impairment (ca. $9.85 billion in 2004). The knowledge produced will also make possible world-class innovations in robotics, leading to novel automated vision systems with applications in industry and national security. Other knowledge will develop novel diagnostic technologies, for application in health delivery.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE160100090
Funder
Australian Research Council
Funding Amount
$250,000.00
Summary
Computational infrastructure for developing deep machine learning models. Computational infrastructure for developing deep machine learning models:
The computational infrastructure for developing deep machine learning models aims to enable new developments in machine learning of deep neural network models by providing the specialised computing necessary to train and evaluate the networks. In the last three years, deep networks have smashed previous performance ceilings for tasks such as object ....Computational infrastructure for developing deep machine learning models. Computational infrastructure for developing deep machine learning models:
The computational infrastructure for developing deep machine learning models aims to enable new developments in machine learning of deep neural network models by providing the specialised computing necessary to train and evaluate the networks. In the last three years, deep networks have smashed previous performance ceilings for tasks such as object recognition in images, speech recognition and automatic translation, bringing the prospect of machine intelligence closer than ever. Modern machine learning techniques have had huge impact in the last decade in fields such as robotics, computer vision and data analytics. The facility would enable Australian researchers to develop, learn and apply deep networks to problems of national importance in robotic vision and big data analytics. Read moreRead less
ARC Centre for Perceptive & Intelligent Machines in Complex Environments. The Centre for Perceptive and Intelligent Machines in Complex Environments will perform fundamental research into and construct reliable large-scale systems of networked sensors, computational intelligence, mobile robots, and knowledge sources to support a large variety of critical human tasks, including surveillance/ security (eg. borders/airports/homes), health care support (eg. smart houses/ health condition monitoring, ....ARC Centre for Perceptive & Intelligent Machines in Complex Environments. The Centre for Perceptive and Intelligent Machines in Complex Environments will perform fundamental research into and construct reliable large-scale systems of networked sensors, computational intelligence, mobile robots, and knowledge sources to support a large variety of critical human tasks, including surveillance/ security (eg. borders/airports/homes), health care support (eg. smart houses/ health condition monitoring, semi autonomous wheelchairs), and civil disaster support (eg. fighting bushfires, looking for people in rubble) always keeping people in the loop so that strong human/ machine cooperative ventures can achieve what neither human or machines could accomplish independently.Read moreRead less
Developing the capacity to model the impact of interventions that target high-risk drinking among young Australians. Alcohol use is a major contributing factor to social and health problems among young Australians. The project will inform the development of effective policy by providing multidisciplinary research evidence and the capacity to model how various interventions impact on the prevalence of alcohol-related problems.
Belonging and sexual citizenship among gender and sexual minority youth. In the context of well-documented threats to the mental health and well-being of minority young people, this project will examine the experiences of two different generations of gender and sexual minority youth growing up in Australia, and the sources of support they have found most useful. Innovative contextual analysis will involve documentary and archival research alongside individual and group interviews. Through a focu ....Belonging and sexual citizenship among gender and sexual minority youth. In the context of well-documented threats to the mental health and well-being of minority young people, this project will examine the experiences of two different generations of gender and sexual minority youth growing up in Australia, and the sources of support they have found most useful. Innovative contextual analysis will involve documentary and archival research alongside individual and group interviews. Through a focus on the promotion of well-being and participatory citizenship in a rapidly changing social world, the findings aim to contribute new theory concerning transitions from youth to adulthood, improved methodology for the study of marginal and sometimes hard-to-reach populations, and better quality policy and practice.Read moreRead less
An exploration of the frequency, outcomes, enablers and constraints of bystander anti-racism. Bystander anti-racism involves ordinary people speaking up and taking prosocial action when witnessing racism. This project will develop empirical understandings of this underexplored, yet potentially powerful, form of anti-racism, including its frequency, the outcome of action, and factors that enable and constrain bystander anti-racism.
Small mercies, big futures: enhancing law, policy and practice in the selection, protection and settlement of refugee children and youth. This project will assist refugee youth and children who ultimately become Australian citizens or permanent residents. In so doing, it will help to maximise the social benefits that flow from immigration. The project will also help to reduce the risk of social dysfunction that flows from damage sustained in childhood. By raising awareness of issues involving ....Small mercies, big futures: enhancing law, policy and practice in the selection, protection and settlement of refugee children and youth. This project will assist refugee youth and children who ultimately become Australian citizens or permanent residents. In so doing, it will help to maximise the social benefits that flow from immigration. The project will also help to reduce the risk of social dysfunction that flows from damage sustained in childhood. By raising awareness of issues involving refugee children, the project will encourage Australians to become more responsive to children generally. Finally, the international exposure generated by the project will assist in restoring Australia's international reputation, which has been damaged by poor practices in relation to refugee youth and children in the past.Read moreRead less
Life ways of the first Australians. The project will enhance national cultural heritage assessment and management in the west Kimberley. This is a Australian Government priority because of planned Liquid Natural Gas and other developments in this region. Through the project officer positions, Indigenous communities will gain training and skills that will lead to sustainable livelihoods in cultural tourism or employment opportunities in government cultural heritage agencies. The project directly ....Life ways of the first Australians. The project will enhance national cultural heritage assessment and management in the west Kimberley. This is a Australian Government priority because of planned Liquid Natural Gas and other developments in this region. Through the project officer positions, Indigenous communities will gain training and skills that will lead to sustainable livelihoods in cultural tourism or employment opportunities in government cultural heritage agencies. The project directly addresses the National Research Priority goal of responding to climate change and variability by advancing knowledge and understanding of past climates, and assisting in better modelling of future climate change in our region. The project will provide postgraduate training in fieldwork and analysis for four APAIs.Read moreRead less
Understanding and preventing workforce vulnerabilities in midlife and beyond. This project brings together frontline service agencies with researchers from two universities to study involuntary non-participation and under-participation in the labour market by midlife Australians. Quantitative and qualitative approaches will be used to understand pathways and outcomes so as to inform policy and practice responses.
The Kids in Communities Study: national investigation of community level effects on children's developmental outcomes. This project (a cross-disciplinary collaboration) will investigate community level factors influencing early childhood developmental outcomes using a mixed methods approach in up to 10 communities across Australia. This will result in a potential set of measures or indicators that reflect communities that are good for children.