Generative Visual Pre-training on Unlabelled Big Data. This project aims to develop a generative visual pre-training of large-scale deep neural networks on unlabelled big data. Developing pre-trained visual models that are accurate, robust, and efficient for downstream tasks is a keystone of modern computer vision, but it poses challenges and knowledge gaps to existing unsupervised representation learning. Expected outcomes include new theories and algorithms for unsupervised visual pre-training ....Generative Visual Pre-training on Unlabelled Big Data. This project aims to develop a generative visual pre-training of large-scale deep neural networks on unlabelled big data. Developing pre-trained visual models that are accurate, robust, and efficient for downstream tasks is a keystone of modern computer vision, but it poses challenges and knowledge gaps to existing unsupervised representation learning. Expected outcomes include new theories and algorithms for unsupervised visual pre-training, which are anticipated to deepen our understanding of visual representation and make it easier to build and deploy computer vision applications and services. Examples of benefits include modernising machines in manufacturing and farming with visual intelligence. Read moreRead less
3D Printed Food for People with Swallowing Disability. This project aims to identify ways that 3D food printing (additive manufacturing using real food in a device like a ink-jet printer) could be used to improve the visual appeal of puree meals for people with swallowing difficulty, who make up ~8% of the world's population. This study will be the first to include people with swallowing disability (e.g., related to cerebral palsy, stroke, older age) and their supporters in examining the views a ....3D Printed Food for People with Swallowing Disability. This project aims to identify ways that 3D food printing (additive manufacturing using real food in a device like a ink-jet printer) could be used to improve the visual appeal of puree meals for people with swallowing difficulty, who make up ~8% of the world's population. This study will be the first to include people with swallowing disability (e.g., related to cerebral palsy, stroke, older age) and their supporters in examining the views and experiences of stakeholders on the impact of 3D food printing on quality of life, enjoyment, participation, and safety. Outcomes include new knowledge on factors affecting the implementation of 3D food printing in disability and aged care services, to inform policy, practice, and future research.Read moreRead less
Exploiting Geometries of Learning for Fast, Adaptive and Robust AI. This project aims to uniquely exploit geometric manifolds in deep learning to advance the frontier of Artificial Intelligence (AI) research and applications in cybersecurity and general cognitive tasks. It expects to develop new theories, algorithms, tools, and technologies for machine learning systems that are fast, adaptive, lifelong and robust, even with limited supervision. Expected outcomes will enhance Australia's capabili ....Exploiting Geometries of Learning for Fast, Adaptive and Robust AI. This project aims to uniquely exploit geometric manifolds in deep learning to advance the frontier of Artificial Intelligence (AI) research and applications in cybersecurity and general cognitive tasks. It expects to develop new theories, algorithms, tools, and technologies for machine learning systems that are fast, adaptive, lifelong and robust, even with limited supervision. Expected outcomes will enhance Australia's capability and competitiveness in AI, and deliver robust and trustworthy learning technology. The project should provide significant benefits not only in advancing scientific and translational knowledge but also in accelerating AI innovations, safeguarding cyberspace, and reducing the burden on defence expenses in Australia.Read moreRead less
Special Research Initiatives - Grant ID: SR200200646
Funder
Australian Research Council
Funding Amount
$280,510.00
Summary
Understanding Aboriginal and Torres Strait Islander language ecologies. The project aims to advance understandings of Indigenous languages across Australia by investigating which languages are used where (‘language ecologies’), and how they impact on people's lives. With Indigenous co-researchers, the project plans to illuminate present and historical features of language ecologies. Its significance is in bridging a chasm between Indigenous people's understandings of languages, and a lack of goo ....Understanding Aboriginal and Torres Strait Islander language ecologies. The project aims to advance understandings of Indigenous languages across Australia by investigating which languages are used where (‘language ecologies’), and how they impact on people's lives. With Indigenous co-researchers, the project plans to illuminate present and historical features of language ecologies. Its significance is in bridging a chasm between Indigenous people's understandings of languages, and a lack of good data on this for policy-makers. Expected outcomes are better empirical data on language use and new methods for identifying language ecologies. Intended benefits include increased appreciation of the rich history of Indigenous language use, leading to new capacity for policy-makers to distinguish language ecologies.Read moreRead less
ARC Centre of Excellence for the Dynamics of Language. Language is central to human existence and to the flow of information. The Centre will address the most critical questions about language: How do languages evolve? How different can languages be? How do our brains acquire and process them? How can technologies deal with the complexity and enormous variability of language in its central role in human information processing? What can Australia do to increase its linguistic abilities at a time ....ARC Centre of Excellence for the Dynamics of Language. Language is central to human existence and to the flow of information. The Centre will address the most critical questions about language: How do languages evolve? How different can languages be? How do our brains acquire and process them? How can technologies deal with the complexity and enormous variability of language in its central role in human information processing? What can Australia do to increase its linguistic abilities at a time of increasingly multilingual demands in trade and information? The Centre will also secure language heritage, develop new language technologies, connect policy with indigenous and migrant communities, and build strategies to help 1st and 2nd language learning and those isolated by language difficulties.Read moreRead less
International collaboration in teaching and learning of Einsteinian physics. Following a previous project that showed that it is possible and beneficial to teach the modern Einsteinian paradigm of space, time, matter, light and gravity to students as young as 8 years old, this project aims to test and evaluate a seamless progression of learning modern physics through primary and secondary school. It will sequence, integrate and test research-informed teaching and learning materials, and assessme ....International collaboration in teaching and learning of Einsteinian physics. Following a previous project that showed that it is possible and beneficial to teach the modern Einsteinian paradigm of space, time, matter, light and gravity to students as young as 8 years old, this project aims to test and evaluate a seamless progression of learning modern physics through primary and secondary school. It will sequence, integrate and test research-informed teaching and learning materials, and assessment instruments developed through a 7-nation collaboration. Research across 24 schools will be reviewed by a panel drawn from professional organisations and curriculum authorities, and learning resources will be widely disseminated, with view to worldwide introduction of Einsteinian science at school.Read moreRead less
Disaster risk reduction practices that leave nobody behind. This project aims to answer critical questions about how to assist people with disabilities (PWD) in disasters, what their support needs are and how they might help themselves to better prepare for disasters. Significance includes coupling a person-centred emergency preparedness tool with cross-sectoral processes to collect and use data about the support needs of PWD in emergencies, increase cross-sector communication and collaboration ....Disaster risk reduction practices that leave nobody behind. This project aims to answer critical questions about how to assist people with disabilities (PWD) in disasters, what their support needs are and how they might help themselves to better prepare for disasters. Significance includes coupling a person-centred emergency preparedness tool with cross-sectoral processes to collect and use data about the support needs of PWD in emergencies, increase cross-sector communication and collaboration between emergency managers and community services, and improve equitable access for PWD to community-level disaster risk reduction (DRR). The expected outcome will be the co-design of effective mechanisms that state & federal decision makers can use to scale-up disability-inclusive DRR across Australia.Read moreRead less
Confronting everyday harms: preventing abuse of people with disability. The findings of the Disability Royal Commission necessitate new approaches to prevent violence, abuse, neglect and exploitation. Framed by recognition theory, this project proposes empirical research with young people with cognitive disability, using a new concept of ‘everyday harms’ in their paid relationships. The results will inform early responses to poor quality interactions in disability support. The strategic alliance ....Confronting everyday harms: preventing abuse of people with disability. The findings of the Disability Royal Commission necessitate new approaches to prevent violence, abuse, neglect and exploitation. Framed by recognition theory, this project proposes empirical research with young people with cognitive disability, using a new concept of ‘everyday harms’ in their paid relationships. The results will inform early responses to poor quality interactions in disability support. The strategic alliances with the government, industry and community partners will develop a practice framework to prevent everyday harms and the escalation to abuse, and to promote safety and wellbeing. The research has policy benefits for capacity-building in the sector to act on the rights and voices of people with disability. Read moreRead less
Waves of words: mapping and modeling Australia’s Pacific ties. This project aims to determine the extent and nature of ancient contact relationships between first peoples of Australia and the Pacific by exploring linguistic interactions. The project will use complementary sets of methods and expects to discover what kinds of social configurations underlie different linguistic outcomes in language contact situations. This will improve our understanding of the relationship between language change ....Waves of words: mapping and modeling Australia’s Pacific ties. This project aims to determine the extent and nature of ancient contact relationships between first peoples of Australia and the Pacific by exploring linguistic interactions. The project will use complementary sets of methods and expects to discover what kinds of social configurations underlie different linguistic outcomes in language contact situations. This will improve our understanding of the relationship between language change and socio-cultural change, which will have significant impact on linguistic and anthropological theory.Read moreRead less