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Australian Laureate Fellowships - Grant ID: FL130100102
Funder
Australian Research Council
Funding Amount
$3,179,946.00
Summary
Lifelong computer vision systems. This project will create a computer vision system that can produce a detailed environmental map in real time, turning standard video cameras into sensors that 'understand' a scene with basic semantic tools. This high-level sensing will unlock a wide range of applications for autonomous systems.
Australian Laureate Fellowships - Grant ID: FL170100117
Funder
Australian Research Council
Funding Amount
$3,208,192.00
Summary
On snapping up semantics of dynamic pixels from moving cameras. The project aims to develop a suite of original models and algorithms for processing and understanding videos captured by moving cameras, and to establish the mathematical foundations for deep learning-based computer vision to provide theoretical underpinnings. The project expects to generate new knowledge that will transform moving-camera computer vision with step-changes in visual quality enhancement, compression and acceleration ....On snapping up semantics of dynamic pixels from moving cameras. The project aims to develop a suite of original models and algorithms for processing and understanding videos captured by moving cameras, and to establish the mathematical foundations for deep learning-based computer vision to provide theoretical underpinnings. The project expects to generate new knowledge that will transform moving-camera computer vision with step-changes in visual quality enhancement, compression and acceleration technologies, and solutions for fundamental computer vision tasks. A new concept of feature complexity for measuring the discriminant and learnable abilities of features from deep models will also be defined. The outcomes of the project will be critical for enabling autonomous machines to perceive and interact with the environment.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL170100006
Funder
Australian Research Council
Funding Amount
$3,016,065.00
Summary
Pattern analysis for accelerating scientific innovation. This project aims to determine how pattern recognition can be harnessed to accelerate and expand the capability of experimental optimisation that underpins scientific innovation. Disrupting current experimental methods, this new framework will use data-driven models to guide humans through experimental complexity. The expected outcomes of the project include advancing the theory and practice of pattern recognition in Bayesian optimisation ....Pattern analysis for accelerating scientific innovation. This project aims to determine how pattern recognition can be harnessed to accelerate and expand the capability of experimental optimisation that underpins scientific innovation. Disrupting current experimental methods, this new framework will use data-driven models to guide humans through experimental complexity. The expected outcomes of the project include advancing the theory and practice of pattern recognition in Bayesian optimisation by solving both fundamental and translatory problems, totally transforming the way complex experimental explorations can be done. The project will establish Australia as a leader in innovation-led productivity in the 4th industrial revolution, which will include ground-breaking investigations into the use of pattern recognition to navigate complexity in the experimental process.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL160100108
Funder
Australian Research Council
Funding Amount
$2,409,738.00
Summary
How the brain creates a sense of auditory space. How the brain creates a sense of auditory space. Spatial hearing is necessary for locating the source of a sound, and critical for communication in noisy listening conditions. The object of this project is to determine how the mammalian brain, including in human listeners, represents sensitivity to interaural time differences, one of the two binaural cues, and how this representation is transformed from the brainstem to the cortex. Anticipated out ....How the brain creates a sense of auditory space. How the brain creates a sense of auditory space. Spatial hearing is necessary for locating the source of a sound, and critical for communication in noisy listening conditions. The object of this project is to determine how the mammalian brain, including in human listeners, represents sensitivity to interaural time differences, one of the two binaural cues, and how this representation is transformed from the brainstem to the cortex. Anticipated outcomes include a coherent model of binaural hearing that links cellular, systems and perceptual investigations, and an understanding of the human auditory brain that should facilitate novel technologies and interventions to improve hearing function.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL130100014
Funder
Australian Research Council
Funding Amount
$2,865,815.00
Summary
Neural and behavioural evidence for children’s learning of grammatical morphology. Children with various types of language delay have problems learning grammatical structure, leading to communicative breakdown. This project will use brain imaging and behavioural methods to understand better the nature of these problems, leading to more effective intervention, better child health and wellbeing, and improved educational outcomes.
Australian Laureate Fellowships - Grant ID: FL220100082
Funder
Australian Research Council
Funding Amount
$3,450,896.00
Summary
My Air Space: the Science of Buildings that Make us Thrive. Nothing is more necessary in human life than the air we breathe, mostly indoors where air quality has been relatively overlooked. This project aims to deliver new science and technology as a foundation for optimising indoor atmospheres to improve health, wellbeing, and comfort. Expected outcomes include innovative, efficient, low-cost diagnostic sensing of indoor atmospheres and human–space interactions, real-time detection of airborne ....My Air Space: the Science of Buildings that Make us Thrive. Nothing is more necessary in human life than the air we breathe, mostly indoors where air quality has been relatively overlooked. This project aims to deliver new science and technology as a foundation for optimising indoor atmospheres to improve health, wellbeing, and comfort. Expected outcomes include innovative, efficient, low-cost diagnostic sensing of indoor atmospheres and human–space interactions, real-time detection of airborne pathogens and particles that host them, and cost-effective localised conditioning of spaces for comfort at points of actual use. Benefits should be seen in areas of health, productivity, reduced energy use, and new industries for the design, modernising, and operation of buildings across Australia and beyond.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL170100022
Funder
Australian Research Council
Funding Amount
$3,402,903.00
Summary
Redefining virus ecology and evolution. This project aims to employ novel genomic analyses of viruses from Australian fauna to resolve major questions in RNA virus ecology and evolution, and is expected to reveal the basic processes that shape the virosphere, determine how viruses jump species to emerge and cause disease in new hosts, and how viruses evolve new levels of virulence. The research will provide a new understanding of how viruses evolve and contribute to global ecosystems and develop ....Redefining virus ecology and evolution. This project aims to employ novel genomic analyses of viruses from Australian fauna to resolve major questions in RNA virus ecology and evolution, and is expected to reveal the basic processes that shape the virosphere, determine how viruses jump species to emerge and cause disease in new hosts, and how viruses evolve new levels of virulence. The research will provide a new understanding of how viruses evolve and contribute to global ecosystems and develop new bioinformatics tools to identify and analyse highly divergent genome sequences through studying meta-transcriptomic data from diverse animal phyla, from prokaryotes and basal eukaryotes, from iconic native mammalian species and their major invasive pests. The benefits provided will include determining the viromes of native and invasive species and enhancing the efforts to protect iconic Australian species from infectious disease.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL180100072
Funder
Australian Research Council
Funding Amount
$3,460,832.00
Summary
Causes and consequence of human trait variation. This project aims to exploit the availability of Big Data from the genomics revolution to understand the relationship between the genome, the environment and complex human traits. New statistical methods and user-friendly software tools will be developed and applied to datasets on millions of individuals to generate new knowledge on human life history variation and healthy ageing. This project will position Australia to benefit from rapid advances ....Causes and consequence of human trait variation. This project aims to exploit the availability of Big Data from the genomics revolution to understand the relationship between the genome, the environment and complex human traits. New statistical methods and user-friendly software tools will be developed and applied to datasets on millions of individuals to generate new knowledge on human life history variation and healthy ageing. This project will position Australia to benefit from rapid advances in genomic technologies, to build and sustain critical capacity in statistical genetics, and better understand the causes and consequence of individual differences in human traits from genetic and environmental factors across the entire human lifespan.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL200100068
Funder
Australian Research Council
Funding Amount
$3,328,974.00
Summary
Australian wild animals: environmental change and quantitative genomics. This project aims to determine the effects of changing environments on wild animal populations across Australia. By combining recent advances in genomic technology with a consortium of fourteen long-term studies of mammals, birds and reptiles, it aims to quantify the genetic basis of life-history variation and the potential for evolutionary adaptation in the wild. The project will generate a comprehensive understanding of t ....Australian wild animals: environmental change and quantitative genomics. This project aims to determine the effects of changing environments on wild animal populations across Australia. By combining recent advances in genomic technology with a consortium of fourteen long-term studies of mammals, birds and reptiles, it aims to quantify the genetic basis of life-history variation and the potential for evolutionary adaptation in the wild. The project will generate a comprehensive understanding of the genetic consequences of environmental change, population decline, inbreeding and disease in natural environments. The expected benefits include a coordinated network for long-term wild animal studies in Australia, advanced quantitative skills training, and knowledge transfer for wildlife management and conservation.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL100100183
Funder
Australian Research Council
Funding Amount
$2,168,370.00
Summary
Biological adaptation under natural and anthropogenic conditions. This project covers all four national priority areas. Nature abounds with conflicts between what is good for the individual or a larger entity (a population, a society, or a species). Researching them will explain why populations adapt or fail to adapt to novel conditions (e.g., climate change) and predict when interventions are beneficial. Similar rules govern the spread of invasive species. Even health problems, e.g., new virule ....Biological adaptation under natural and anthropogenic conditions. This project covers all four national priority areas. Nature abounds with conflicts between what is good for the individual or a larger entity (a population, a society, or a species). Researching them will explain why populations adapt or fail to adapt to novel conditions (e.g., climate change) and predict when interventions are beneficial. Similar rules govern the spread of invasive species. Even health problems, e.g., new virulent strains of human, animal or plant diseases, require such evolutionary thinking. Cutting-edge mathematical tools also prepare Australians for an era in the near future where genomic data are so cheap to acquire that training in complex mathematical and logical analysis becomes a factor limiting scientific progress.Read moreRead less