Pattern recognition in animals and machines: using machine learning to reveal cues central to the identification of individuals. The power to recognise individuals of a species requires significant image and pattern discrimination abilities. Yet, individual recognition has been found in a huge range of species, from humans to invertebrates demonstrating its importance for social interactions. The project will investigate this ability in lower vertebrates (fish, with no visual cortex), so as to u ....Pattern recognition in animals and machines: using machine learning to reveal cues central to the identification of individuals. The power to recognise individuals of a species requires significant image and pattern discrimination abilities. Yet, individual recognition has been found in a huge range of species, from humans to invertebrates demonstrating its importance for social interactions. The project will investigate this ability in lower vertebrates (fish, with no visual cortex), so as to understand the underlying mechanisms of pattern discrimination. The project will also test how robust this ability is during changes in water quality (elevated carbon dioxide levels and increased turbidity). The outcomes will further our knowledge base in lower vertebrate vision and evolution, and also have implications for human vision, image analysis, and artificial vision.Read moreRead less
Industrial Transformation Training Centres - Grant ID: IC210100019
Funder
Australian Research Council
Funding Amount
$4,583,816.00
Summary
ARC Training Centre for Optimal Ageing. The ARC Training Centre for Optimal Ageing aims to address issues identified by older adults as essential for quality of life. With our industry partners, we aim to train the next generation of researchers to understand, detect and improve psychosocial factors that support mental activity, physical health and social connectedness, and embrace advances in artificial intelligence, digital-enriched environments and adaptive workplaces to deliver effective dig ....ARC Training Centre for Optimal Ageing. The ARC Training Centre for Optimal Ageing aims to address issues identified by older adults as essential for quality of life. With our industry partners, we aim to train the next generation of researchers to understand, detect and improve psychosocial factors that support mental activity, physical health and social connectedness, and embrace advances in artificial intelligence, digital-enriched environments and adaptive workplaces to deliver effective digital solutions. By developing new capacity and capability to drive the digital transformation of industries supporting our ageing population, our Centre seeks to deliver economic and social benefits that enable Australians to live enriched, healthy and independent lives as they age.Read moreRead less
The intergenerational origins of social and emotional wellbeing. This project aims to map inter-generational pathways that connect parental life histories, from infancy to parenthood, to offspring development decades later. The project brings together rare data from three long running studies of social development in Australia and New Zealand: The Australian Temperament Project (est. 1983), The Victorian Inter-generational Health Cohort (est. 1992), and The Dunedin Multidisciplinary Health & Dev ....The intergenerational origins of social and emotional wellbeing. This project aims to map inter-generational pathways that connect parental life histories, from infancy to parenthood, to offspring development decades later. The project brings together rare data from three long running studies of social development in Australia and New Zealand: The Australian Temperament Project (est. 1983), The Victorian Inter-generational Health Cohort (est. 1992), and The Dunedin Multidisciplinary Health & Development Study (est. 1972). Expected outcomes include enhanced understanding of the factors that strengthen or undermine well-being in families from one generation to the next.Read moreRead less
Intergenerational determinants of child development on school entry. There is widespread interest in preconception determinants of child development but progress relies on multigenerational longitudinal datasets, which are rare internationally. This project takes advantage of a unique opportunity to follow third-generation offspring from one of Australia's oldest longitudinal studies of psychosocial development. The Australian Temperament Project has followed 2000+ young Australians (and their f ....Intergenerational determinants of child development on school entry. There is widespread interest in preconception determinants of child development but progress relies on multigenerational longitudinal datasets, which are rare internationally. This project takes advantage of a unique opportunity to follow third-generation offspring from one of Australia's oldest longitudinal studies of psychosocial development. The Australian Temperament Project has followed 2000+ young Australians (and their families) since 1983, and over 1000 offspring from pregnancy to 4 years since 2012. This project will expand offspring assessments to 6-years, marking the transition to school. Findings have the potential to reshape approaches promoting intergenerational wellbeing and breaking intergenerational cycles of disadvantage.Read moreRead less
Intergenerational Prediction of Social and Early Emotional Development. This project aims to investigate multi-generational influences on child psychosocial development. It plans to take advantage of a not-to-be-repeated opportunity to follow offspring born to one of Australia’s oldest longitudinal studies of social and emotional development. The Australian Temperament Project has followed around 2000 parents and offspring across 30 years from birth in 1983. Third-generation babies have been fol ....Intergenerational Prediction of Social and Early Emotional Development. This project aims to investigate multi-generational influences on child psychosocial development. It plans to take advantage of a not-to-be-repeated opportunity to follow offspring born to one of Australia’s oldest longitudinal studies of social and emotional development. The Australian Temperament Project has followed around 2000 parents and offspring across 30 years from birth in 1983. Third-generation babies have been followed across the peak period of first births to females. This project plans to continue recruitment across the peak period of first births for males in 2016–18. This would create one of the most extensive and well-powered three-generation resources worldwide, yielding unique data on intergenerational pathways through mother and father lines. It expects to inform targeting of interventions and psychosocial resources to promote wellbeing within and across generations.Read moreRead less
Preconception predictors of early childhood social and emotional development: a 30-year longitudinal study of grandparents, parents and children. There is increasing recognition of the importance of preconception pathways in shaping the family environments that parents provide for their children. This project will advance understandings of preconception pathways to healthy early child development, by recruiting offspring born to a 30-year longitudinal study: The Australian Temperament Study.
Neural origins of conscious perception in no-report paradigms. This project aims to test two highly influential theories of consciousness. The project will be the first to test critical experimental conditions, where neural activities are recorded in humans and novel measures of causality are computed, which allows us to distinguish the two theories. The intended outcomes will provide significant benefits by bringing us closer to solve the mind-body problem. These outcomes can contribute to the ....Neural origins of conscious perception in no-report paradigms. This project aims to test two highly influential theories of consciousness. The project will be the first to test critical experimental conditions, where neural activities are recorded in humans and novel measures of causality are computed, which allows us to distinguish the two theories. The intended outcomes will provide significant benefits by bringing us closer to solve the mind-body problem. These outcomes can contribute to the development of engineering and clinical devices that utilise objective measures of consciousness.Read moreRead less
Determining the neural mechanisms of visual stimuli and motor responses. This project aims to determine how we select actions to visual cues rapidly, unconsciously and automatically. Learning associations between visual stimuli and motor responses is part of normal development and continues throughout life. Rapid deployment of these actions is often critical for safety yet we have limited knowledge of how the human brain does this. This project will use neuroimaging tools to characterise the spa ....Determining the neural mechanisms of visual stimuli and motor responses. This project aims to determine how we select actions to visual cues rapidly, unconsciously and automatically. Learning associations between visual stimuli and motor responses is part of normal development and continues throughout life. Rapid deployment of these actions is often critical for safety yet we have limited knowledge of how the human brain does this. This project will use neuroimaging tools to characterise the spatial and temporal neural architecture underlying these processes and determine how the dorsal and ventral streams of visual processing, specialised for motor control and recognition respectively, interact in vision-based actions as these actions become learned.Outcomes will provide new frameworks for driving improvement in any domain in which goal-directed actions depend on the rapid processing of visual information, including human-machine interfaces for defence, economic development, education, health, science and technology.Read moreRead less
When should we stop trusting the senses? Perceptual decision making under ambiguity. When the input to the senses is ambiguous, our preconceptions often come to influence how we experience the world. This can lead to disagreement and often shows up as odd behaviour in different people. This project explores the mechanisms that determine how different people respond to ambiguity, and how much they then rely on their preconceptions.
Babera dariadya yewing (Echoes of a flawed truth): investigating theory and practice on the interplay between bullying and racism. The negative impact of bullying and racism is being increasingly documented for Aboriginal youth, yet little attempt has been made to understand the differential impact of these stressors on the wellbeing and identity of Aboriginal Australian youth. This project will seek to address this issue, to guide future action-based research.