Discovery Early Career Researcher Award - Grant ID: DE180101438
Funder
Australian Research Council
Funding Amount
$356,446.00
Summary
Multi-view synergistic learning for human behaviour analysis. This project aims to equip machines with a human-likeability to synergistically harness multiple information sources for the purpose of optimal decision-making. This project will produce the next great step for machine intelligence - laying the theoretical foundation for the learning of multiple views and building the next generation of intelligent systems which can accommodate multiple information sources. This research is fundament ....Multi-view synergistic learning for human behaviour analysis. This project aims to equip machines with a human-likeability to synergistically harness multiple information sources for the purpose of optimal decision-making. This project will produce the next great step for machine intelligence - laying the theoretical foundation for the learning of multiple views and building the next generation of intelligent systems which can accommodate multiple information sources. This research is fundamental to the creation of intelligent systems that elegantly tackle varieties of big data. This should benefit science, society, and the economy nationally through applications including autonomous vehicle development, sensor technologies, and human behaviour analysis.Read moreRead less
Streaming label learning for leaching knowledge from labels on the fly. This machine intelligence project aims to explore the potential to use and incorporate past knowledge and training to better understand, interpret and develop new concepts. The expected outcomes will provide major technological breakthroughs to benefit science, society, and the economy nationally by laying theoretical foundations for learning labels in a streaming fashion, and building the next generation of intelligent syst ....Streaming label learning for leaching knowledge from labels on the fly. This machine intelligence project aims to explore the potential to use and incorporate past knowledge and training to better understand, interpret and develop new concepts. The expected outcomes will provide major technological breakthroughs to benefit science, society, and the economy nationally by laying theoretical foundations for learning labels in a streaming fashion, and building the next generation of intelligent systems to accommodate environment change in applications about cybercrime, terrorism, and emergence.Read moreRead less
In depth characterisation of the gamma delta T cell immune synapse. This project aims to comprehensively characterise the activation principles of gamma delta T cells. These cells have an understudied but central role in vertebrate immunity and development. A missing piece of the puzzle is how gamma delta T cells sense stress and how this signal leads to activation. Expected outcomes include the generation of fundamental knowledge in immunology and structural biology. This proposal uses high-ski ....In depth characterisation of the gamma delta T cell immune synapse. This project aims to comprehensively characterise the activation principles of gamma delta T cells. These cells have an understudied but central role in vertebrate immunity and development. A missing piece of the puzzle is how gamma delta T cells sense stress and how this signal leads to activation. Expected outcomes include the generation of fundamental knowledge in immunology and structural biology. This proposal uses high-skilled techniques, including cryo-electron microscopy and single-molecule imaging and holds ancillary benefits to postgraduate students. Anticipated outcomes include influential publications, building a critical mass of expertise in Australia and fostering international collaborations with Australia at the epicentre.Read moreRead less
Efficient multi-view video coding with cuboids and base anchored models. This project aims to address current deficiencies in multi-view video coding technology to achieve the ultra-compression efficiency demanded by increasing display resolutions and synchronised viewpoints. The project expects to generate new knowledge, by moving from the current pixel-centric approach to methods that concentrate information common to many view-frames. The project is expected to improve compression of audio-vi ....Efficient multi-view video coding with cuboids and base anchored models. This project aims to address current deficiencies in multi-view video coding technology to achieve the ultra-compression efficiency demanded by increasing display resolutions and synchronised viewpoints. The project expects to generate new knowledge, by moving from the current pixel-centric approach to methods that concentrate information common to many view-frames. The project is expected to improve compression of audio-visual services that are of great interest to international standards bodies and industry, while facilitating free interaction and augmented reality. This project will provide significant benefits to broadcast, entertainment, surveillance and health industries and position Australia as a world leader in this field.Read moreRead less
Spreading fictions: distributing stories in the online age. As the first systematic, large scale, public analysis of audiovisual distribution in Australia, Spreading Fictions will greatly improve understanding of a vital area for Australia's economic and cultural future. The high priority governments give to policies encouraging local audiovisual productions reflects a belief in their cultural resonance at home and abroad and the economic significance of creative work. This project will help to ....Spreading fictions: distributing stories in the online age. As the first systematic, large scale, public analysis of audiovisual distribution in Australia, Spreading Fictions will greatly improve understanding of a vital area for Australia's economic and cultural future. The high priority governments give to policies encouraging local audiovisual productions reflects a belief in their cultural resonance at home and abroad and the economic significance of creative work. This project will help to maximise the effectiveness of those policies. As digital TV switchover proceeds and the National Broadband Network is built, data about how Australians are using more powerful, functional mobile devices and faster, cheaper fixed line access will be critical.Read moreRead less