Personalised Learning for Per-pixel Prediction Tasks in Image Analysis. AI-assisted image segmentation & synthesis are very challenging and usually require pixel-level labelling (per-pixel prediction) that is costly to obtain. The small amount of labels makes it difficult to train an “optimal” unified model for varied data as conventional methods did. This project aims to develop a new paradigm “personalised learning” to tackle this problem, where each image could be dealt with a model tailored ....Personalised Learning for Per-pixel Prediction Tasks in Image Analysis. AI-assisted image segmentation & synthesis are very challenging and usually require pixel-level labelling (per-pixel prediction) that is costly to obtain. The small amount of labels makes it difficult to train an “optimal” unified model for varied data as conventional methods did. This project aims to develop a new paradigm “personalised learning” to tackle this problem, where each image could be dealt with a model tailored to individual characteristics. The success of this project could significantly advance the fundamental research in image analysis. Expected outcomes include new knowledge and algorithms for image analysis, which could benefit fields like biology and archaeology, where labeled images are hard to attain and scarce.Read moreRead less
Investigating a new way in which diet impacts animal biology. This project aims to investigate the importance of a new way in which diet can alter animal biology. High fat or high sugar diets increase the binding of products of metabolism to chromosomes, which can completely alter the way that DNA is packaged and read. This project will use cell culture, rodent and fly models to identify the regions of the genome that are most affected by the new process. The project will also determine whether ....Investigating a new way in which diet impacts animal biology. This project aims to investigate the importance of a new way in which diet can alter animal biology. High fat or high sugar diets increase the binding of products of metabolism to chromosomes, which can completely alter the way that DNA is packaged and read. This project will use cell culture, rodent and fly models to identify the regions of the genome that are most affected by the new process. The project will also determine whether the cell is harmed, or in fact harnesses the process to control development or metabolism. This project has implications for our understanding of the ways in which genes interact with the environment especially in times of change.Read moreRead less
Single-session Introduction of Mutations in Parallel Lines (SIMPL). This project aims to develop a novel method for markedly accelerating production of genetically modified mice, which are a key 'tool' for studying biological processes and diseases. The work plans to take CRISPR, the latest gene-editing technique, to the next level by developing a novel CRISPR-based method to generate different mouse strains with distinct variations of the same gene sequences, at a fraction of the present cost a ....Single-session Introduction of Mutations in Parallel Lines (SIMPL). This project aims to develop a novel method for markedly accelerating production of genetically modified mice, which are a key 'tool' for studying biological processes and diseases. The work plans to take CRISPR, the latest gene-editing technique, to the next level by developing a novel CRISPR-based method to generate different mouse strains with distinct variations of the same gene sequences, at a fraction of the present cost and time. This project should overcome a major barrier to studying gene function with unprecedented detail, thereby opening new avenues for future research into biological processes. Thus, the outcomes from this project should impact on the entire field of biomedical research, and advance Australia's biotech industry.Read moreRead less