Developing key vision technology for automation of aquaculture factory. This project aims to investigate structural, coloured textural, and hyperspectral analysis approaches to achieve automated lobster molt-cycle staging and classification to the level required for commercial production. High labour cost, water contamination, and disease transmission are major barriers in Australian bay lobster aquaculture inhibiting its large scale production. Automation of the production process and reducing ....Developing key vision technology for automation of aquaculture factory. This project aims to investigate structural, coloured textural, and hyperspectral analysis approaches to achieve automated lobster molt-cycle staging and classification to the level required for commercial production. High labour cost, water contamination, and disease transmission are major barriers in Australian bay lobster aquaculture inhibiting its large scale production. Automation of the production process and reducing the human contact with animals are of high priority in the development of this Australian-led emerging industry. The project aims to develop technology to bring this world- first aquaculture factory to large scale production, and create new export opportunities for lobsters and production systems.Read moreRead less
Intelligent Virtual Human Companions. This research aims to develop intelligent virtual human companions that can seemingly integrate our immediate physical environment and understand their surroundings including people’s emotions, behaviours, actions and interactions. Such a technology will be enabled by leveraging recent advances in mixed/augmented reality technologies, and by developing innovative artificial intelligence and computer vision and graphics algorithms for dynamic real-world envir ....Intelligent Virtual Human Companions. This research aims to develop intelligent virtual human companions that can seemingly integrate our immediate physical environment and understand their surroundings including people’s emotions, behaviours, actions and interactions. Such a technology will be enabled by leveraging recent advances in mixed/augmented reality technologies, and by developing innovative artificial intelligence and computer vision and graphics algorithms for dynamic real-world environments. Unlike robots, the proposed technology will be low cost, readily deployable and customisable, and will not have any physical limitations or maintenance requirements. It will thus have a wide range of applications from elderly care, healthcare care to educational training.Read moreRead less
Deep Weak Learning for Morphology Analysis of Micro and Nanoscale Images. This project will develop novel methods for automated discovery and quantification of image phenotypes from micro and nanoscale images. The outcome will be an advance of the state of the art in biomedical image analysis with a particular focus on generalized weakly-supervised deep learning models for morphological feature representation. The methodologies will transform the deep learning pipeline for real biomedical imagin ....Deep Weak Learning for Morphology Analysis of Micro and Nanoscale Images. This project will develop novel methods for automated discovery and quantification of image phenotypes from micro and nanoscale images. The outcome will be an advance of the state of the art in biomedical image analysis with a particular focus on generalized weakly-supervised deep learning models for morphological feature representation. The methodologies will transform the deep learning pipeline for real biomedical imaging scenarios with high heterogeneity and limited training data. The frameworks will facilitate high-throughput processing for a wide range of microscopy image modalities and biological applications, and potentially become the next generation computational platform to support fundamental research in human biology.Read moreRead less
Industrial Transformation Research Hubs - Grant ID: IH180100002
Funder
Australian Research Council
Funding Amount
$5,000,000.00
Summary
ARC Research Hub for Driving Farming Productivity and Disease Prevention. The ARC Research Hub for Driving Farming Productivity and Disease Prevention aims to increase farm production and disease prevention through advancing and transferring new artificial intelligence technologies into industrial deployment. The Hub will combine machine vision, machine learning, software quality control, engineering, biology, and farming industries to develop technologies to build more intelligent systems. Thes ....ARC Research Hub for Driving Farming Productivity and Disease Prevention. The ARC Research Hub for Driving Farming Productivity and Disease Prevention aims to increase farm production and disease prevention through advancing and transferring new artificial intelligence technologies into industrial deployment. The Hub will combine machine vision, machine learning, software quality control, engineering, biology, and farming industries to develop technologies to build more intelligent systems. These dynamic systems will help determine what goal to achieve and the most efficient plan to achieve it. This Hub is expected to contribute to higher farming efficiency, lower production costs and fewer disease risks, giving the Australian industry new business opportunities and an international competitive advantage.Read moreRead less
Optimising the spring in your step to enhance footwear design. This project aims to examine how the nervous system adjusts the mechanical function of our feet across a spectrum of speeds, from slow running through to maximal effort sprinting. The proposed research will explore how the nervous system controls the function of the foot to meet the ever-varying demands of locomotion in the real-world. Expected outcomes of this project are to determine if running shoes help or hinder the natural spri ....Optimising the spring in your step to enhance footwear design. This project aims to examine how the nervous system adjusts the mechanical function of our feet across a spectrum of speeds, from slow running through to maximal effort sprinting. The proposed research will explore how the nervous system controls the function of the foot to meet the ever-varying demands of locomotion in the real-world. Expected outcomes of this project are to determine if running shoes help or hinder the natural spring-like function of the foot. It will explain a conceptually novel design allowing shoes to support our feet, whilst harnessing the energetic benefits of the foot's spring-like function. This research has the potential to revolutionise athletic footwear design and has direct implications for enhanced performance in running athletes.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE190100859
Funder
Australian Research Council
Funding Amount
$359,000.00
Summary
The social dynamics of digital design: building an ethics-based industry. This project aims to cultivate socially responsible design practices within the Australian digital start-up industry through an industry-user design ethnography, and the development and delivery of a critical design toolkit for industry participants. Social ills associated with technological design have plagued Silicon Valley in the United States of America. Australia is positioned to avoid these issues while emerging as a ....The social dynamics of digital design: building an ethics-based industry. This project aims to cultivate socially responsible design practices within the Australian digital start-up industry through an industry-user design ethnography, and the development and delivery of a critical design toolkit for industry participants. Social ills associated with technological design have plagued Silicon Valley in the United States of America. Australia is positioned to avoid these issues while emerging as a global leader in ethical design practices. This project will provide Australian start-ups with crucial knowledge to serve diverse populations through thoughtful design decisions, positioning the industry as an exemplar model of social responsibility. This project will advance theories of science and technology studies while positioning Australia as a leading force in social responsibility.Read moreRead less
The technological transformation of sex: improving Australia's response. This project aims to enhance knowledge and explore important implications of new digital, mechanical or medical technologies that are transforming the sexual lives of many Australians. Privacy breaches and online harassment are among the challenges posed by these new technologies. The project intends to identify potential solutions to emerging problems as well as areas of policy, legal or educational systems that might faci ....The technological transformation of sex: improving Australia's response. This project aims to enhance knowledge and explore important implications of new digital, mechanical or medical technologies that are transforming the sexual lives of many Australians. Privacy breaches and online harassment are among the challenges posed by these new technologies. The project intends to identify potential solutions to emerging problems as well as areas of policy, legal or educational systems that might facilitate or mitigate their implementation. Expected outcomes include new evidence regarding the use of technologies in the sexual lives of Australians. This project can directly benefit people requiring an evidence base for policy development, law and regulation (including consumer protection), cyber-security and sex-education.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE210100368
Funder
Australian Research Council
Funding Amount
$396,071.00
Summary
Algorithmic management and the future of work: lessons from the gig economy. The gig economy is at the forefront of ‘algorithmic management’, a major technological disruption of management, work, and employment. Used to replace humans as organisational managers, these systems are projected to spread wide across the Australian economy yet remain poorly understood. This study will systematically interrogate the nature and operations of algorithmic management across platforms operational in the Aus ....Algorithmic management and the future of work: lessons from the gig economy. The gig economy is at the forefront of ‘algorithmic management’, a major technological disruption of management, work, and employment. Used to replace humans as organisational managers, these systems are projected to spread wide across the Australian economy yet remain poorly understood. This study will systematically interrogate the nature and operations of algorithmic management across platforms operational in the Australian gig economy. It will explore the design and oversight of, workers’ experiences with, and the role end-users play in sustaining these systems. The study will generate state-of-the-art academic knowledge and provide guidance to policy makers on how to respond to, and where necessary regulate, algorithmic management.Read moreRead less
Uncovering the Chronology of Mars. This project aims to answer fundamental questions about the origin and evolution of the solar system by utilizing innovative machine learning techniques developed by our group. Starting with Mars, we will interrogate the highest resolution image data to automatically generate the ultimate resolution global age map. The expected outcomes of this project include determining the absolute ages of geologic processes on Mars to deliver a groundbreaking look at the ge ....Uncovering the Chronology of Mars. This project aims to answer fundamental questions about the origin and evolution of the solar system by utilizing innovative machine learning techniques developed by our group. Starting with Mars, we will interrogate the highest resolution image data to automatically generate the ultimate resolution global age map. The expected outcomes of this project include determining the absolute ages of geologic processes on Mars to deliver a groundbreaking look at the geology of another planet at the centimeter scale. A major benefit of this project will be enhancing Australia’s role as a leader in space and planetary science through this interdisciplinary, international collaboration across engineering, geology, computing, and chronology.Read moreRead less
Industrial Transformation Training Centres - Grant ID: IC200100022
Funder
Australian Research Council
Funding Amount
$4,883,406.00
Summary
ARC Training Centre for Information Resilience. The proposed centre aims at building workforce capacity in Australian organisations to create, protect and sustain agile data pipelines, capable of detecting and responding to failures and risks across the information value chain in which the data is sourced, shared, transformed, analysed and consumed. Building on strong foundations of responsible data science, the centre will bring together end-users, technology providers, and cutting-edge researc ....ARC Training Centre for Information Resilience. The proposed centre aims at building workforce capacity in Australian organisations to create, protect and sustain agile data pipelines, capable of detecting and responding to failures and risks across the information value chain in which the data is sourced, shared, transformed, analysed and consumed. Building on strong foundations of responsible data science, the centre will bring together end-users, technology providers, and cutting-edge research, to lift the socio-technical barriers to data driven transformation and develop resilient data pipelines capable of delivering game-changing productivity gains that position Australian organisations at the forefront of technology leadership and value creation from data assets. Read moreRead less