3D Diffusion Models for Generating and Understanding 3D Scenes. Diffusion models, such as DALL-E2 and Imagen, have achieved remarkable success in generating photorealistic images and hold promise to solve long-standing computer vision problems. However, 3D scene generation remains unexplored. This research project aims to bridge the gap by developing 3D diffusion models capable of generating complete 3D scenes. This will advance our theoretical understanding of diffusion in complex 3D environmen ....3D Diffusion Models for Generating and Understanding 3D Scenes. Diffusion models, such as DALL-E2 and Imagen, have achieved remarkable success in generating photorealistic images and hold promise to solve long-standing computer vision problems. However, 3D scene generation remains unexplored. This research project aims to bridge the gap by developing 3D diffusion models capable of generating complete 3D scenes. This will advance our theoretical understanding of diffusion in complex 3D environments and open up new possibilities for applications in fields such as virtual reality, architecture, and city planning. The proposed 3D diffusion models will also enhance the accuracy of computer vision tasks related to 3D scene understanding, such as object detection, tracking, and semantic segmentation.Read moreRead less
Analysis of two-phase effects in sloshing of liquids in marine tanks. One of the winners in the current greenhouse debate is natural gas, and the global market will see the need for transporting large volumes of LNG. Australia's North West Shelf is one of the largest offshore gas reserves in the world. The gas market is one of the biggest contributors for the country's economy. Australia leads the world in the use of tankers for transport of Liquefied Natural Gas (LNG). However, consistent re ....Analysis of two-phase effects in sloshing of liquids in marine tanks. One of the winners in the current greenhouse debate is natural gas, and the global market will see the need for transporting large volumes of LNG. Australia's North West Shelf is one of the largest offshore gas reserves in the world. The gas market is one of the biggest contributors for the country's economy. Australia leads the world in the use of tankers for transport of Liquefied Natural Gas (LNG). However, consistent research in LNG is lacking. This research is a fundamental inquiry into the physics of liquid sloshing and the importance of two-phase effects on sloshing. The research can provide answers that ensure safe operation and transport of LNG from Australia.Read moreRead less
Formal Specification and Realisation of Dynamic Reconfiguration in FPGA-based Systems. The project aims are:
to significantly advance our understanding of the key concepts needed to successfully exploit dynamic, run-time reconfigurable computing, a technology that is now becoming increasingly available due to developments in FPGA (Field Progammable Gate Array) devices, and
the development of an innovative high-level programming environment that will include a language, associated design method ....Formal Specification and Realisation of Dynamic Reconfiguration in FPGA-based Systems. The project aims are:
to significantly advance our understanding of the key concepts needed to successfully exploit dynamic, run-time reconfigurable computing, a technology that is now becoming increasingly available due to developments in FPGA (Field Progammable Gate Array) devices, and
the development of an innovative high-level programming environment that will include a language, associated design methodologies, compilation techniques, and run-time support that will make dynamic reconfigurable computing accessible to a wide community of potential users.
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Novel Bioinformatics approaches for genetics and data linkage. The research project will involve creation of novel data and communications formats to fulfil the vital task of integrating the vast heterogeneous biological resources available. We will apply this new infrastructure to a large data linkage project. In parallel, we will undertake methodological research in informatics to design high throughput research methods and tools to analyse and visualise genetic data. These will be applied to ....Novel Bioinformatics approaches for genetics and data linkage. The research project will involve creation of novel data and communications formats to fulfil the vital task of integrating the vast heterogeneous biological resources available. We will apply this new infrastructure to a large data linkage project. In parallel, we will undertake methodological research in informatics to design high throughput research methods and tools to analyse and visualise genetic data. These will be applied to linkage disequilibrium mapping and haplotyping in human, animal and plant diseases. Improving informatics integration and designing novel methods and implementations of algorithms will be beneficial to local and international researchers in a range of fields.Read moreRead less