Linkage Infrastructure, Equipment And Facilities - Grant ID: LE0453832
Funder
Australian Research Council
Funding Amount
$550,910.00
Summary
New directions in biomolecular mass spectrometry. The combined UoW/ANU mass spectrometry facility supports a range of research projects in high priority areas including proteomics, mechanisms of aging, anticancer drugs and pathogenicity. The facility has several key deficiencies: 1) the ability to study very high molecular weight biomolecular complexes, 2) the ability to study ion-molecule interactions that have implications in mechanisms of chemistry in nature, and 3) researchers at ANU lack es ....New directions in biomolecular mass spectrometry. The combined UoW/ANU mass spectrometry facility supports a range of research projects in high priority areas including proteomics, mechanisms of aging, anticancer drugs and pathogenicity. The facility has several key deficiencies: 1) the ability to study very high molecular weight biomolecular complexes, 2) the ability to study ion-molecule interactions that have implications in mechanisms of chemistry in nature, and 3) researchers at ANU lack essential walk-up access to high sensitivity protein sequence analysis (MS/MS). The placement of resources that address these deficiencies in one geographical region and collaboration between these institutions will produce a research interaction unique in Australia.Read moreRead less
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
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE200100122
Funder
Australian Research Council
Funding Amount
$620,000.00
Summary
Returning WA Rapid Acquisition Fluorescent Microscopy to the cutting edge. The equipment proposal aims to establish West Australia's only super-rapid-speed, high throughput confocal microscopy facility. The technology will provide researchers in biotechnology, medicine, environmental biology and agriculture with contemporary state-of-art opportunities to analyse living cells and/or large-area tissue specimens in three-dimensions with the highest possible speed and high-resolution. West Australia ....Returning WA Rapid Acquisition Fluorescent Microscopy to the cutting edge. The equipment proposal aims to establish West Australia's only super-rapid-speed, high throughput confocal microscopy facility. The technology will provide researchers in biotechnology, medicine, environmental biology and agriculture with contemporary state-of-art opportunities to analyse living cells and/or large-area tissue specimens in three-dimensions with the highest possible speed and high-resolution. West Australia hosts 1 twelve-year old historic rapid-acquisition confocal microscope that is heavily subscribed, no longer manufactured and prone to regular, prolonged, costly breakdowns. Accessing high-speed confocal systems in other states is not a viable option putting WA-based researchers at a significant disadvantage.Read moreRead less