Discovery Early Career Researcher Award - Grant ID: DE200100898
Funder
Australian Research Council
Funding Amount
$421,979.00
Summary
Information Embodiment Framework for Education using Immersive Technologies. The project aims to develop a framework to apply mixed reality technologies in education, by fusing the information with human physical, physiological, cognitive and emotional perceptions. The current approach translates existing contents into 3D which does not scale and causes cognitive overload. The project conceptually advances the design and development of mixed reality applications. The expected outcome is a mixed ....Information Embodiment Framework for Education using Immersive Technologies. The project aims to develop a framework to apply mixed reality technologies in education, by fusing the information with human physical, physiological, cognitive and emotional perceptions. The current approach translates existing contents into 3D which does not scale and causes cognitive overload. The project conceptually advances the design and development of mixed reality applications. The expected outcome is a mixed reality integration framework for effective communication, applicable to manufacturing, health, tourism and arts. The benefits are enhanced learning with engaging resources, with positive impact on student learning outcomes and motivation, in both formal and informal education settings such as schools, galleries, and museums.Read moreRead less
Human-Machine Teaming:Designing synergistic learning of humans and machines. This proposal investigates the design of systems in which humans and machines use their different abilities to learn together for mutual benefit. Machine learning has been commoditised, applied in areas such as medical image reading and autonomous vehicles, however it typically operates separately from humans, supplanting human skills and leading to deskilling. Using human-computer interaction research techniques, co-de ....Human-Machine Teaming:Designing synergistic learning of humans and machines. This proposal investigates the design of systems in which humans and machines use their different abilities to learn together for mutual benefit. Machine learning has been commoditised, applied in areas such as medical image reading and autonomous vehicles, however it typically operates separately from humans, supplanting human skills and leading to deskilling. Using human-computer interaction research techniques, co-design and iterative prototyping in the domains of radiology training and environmental learning, we will devise and evaluate exemplar systems that support humans to interactively frame problems, explore and learn, while utilising and improving machine models, leading to a guiding framework for designing human-machine teaming.Read moreRead less
Accessible Data Exploration and Analysis for Blind People. This project aims to develop new assistive technologies that will enable blind people to explore and analyse data more readily. The project expects to generate new knowledge in the fields of assistive technology, multimodal interfaces, dialogue systems and natural language understanding and generation. The expected outcome of the project is an innovative conversational agent that uses a mix of speech and tactile graphics to communicate ....Accessible Data Exploration and Analysis for Blind People. This project aims to develop new assistive technologies that will enable blind people to explore and analyse data more readily. The project expects to generate new knowledge in the fields of assistive technology, multimodal interfaces, dialogue systems and natural language understanding and generation. The expected outcome of the project is an innovative conversational agent that uses a mix of speech and tactile graphics to communicate with a blind user and proactively assists with data analysis tasks. This should provide significant benefits, as it will overcome barriers to data analysis and exploration by blind people that currently restrict access to government, health and personal data, and limit employment opportunities.Read moreRead less
A human-centric eXplainable Automated Vehicle. The aim is to create a computational model to address the inability of Automated Vehicles (AV), powered by Artificial intelligence, to self explain their behaviours. This project applies novel multidisciplinary methodologies in a real-world self-driving setting to formalise the essence of driving explanations. It explores the when, why and how a driver is seeking an explanation and what type of automated explanation is truly human-interpretable. Exp ....A human-centric eXplainable Automated Vehicle. The aim is to create a computational model to address the inability of Automated Vehicles (AV), powered by Artificial intelligence, to self explain their behaviours. This project applies novel multidisciplinary methodologies in a real-world self-driving setting to formalise the essence of driving explanations. It explores the when, why and how a driver is seeking an explanation and what type of automated explanation is truly human-interpretable. Expected outcomes include the discovery of an acceptable, transparent and ethical explanation system that helps humans to understand the AVs decision making. This field will continue to rise in prominence and produce much-needed work to improve the widespread adoption of AVs.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE180100315
Funder
Australian Research Council
Funding Amount
$368,446.00
Summary
Social attentive user interfaces for the age of interruption. This proposal aims to enable the development of social attentive user interfaces—those that employ sensors such as eye trackers and thermal cameras to monitor the locus and level of users' attention and adapt their behaviour accordingly. The project lies in the field of Human-Computer Interaction, drawing from machine learning methods to design novel user experiences. Expected outcomes include insights into how people manage their att ....Social attentive user interfaces for the age of interruption. This proposal aims to enable the development of social attentive user interfaces—those that employ sensors such as eye trackers and thermal cameras to monitor the locus and level of users' attention and adapt their behaviour accordingly. The project lies in the field of Human-Computer Interaction, drawing from machine learning methods to design novel user experiences. Expected outcomes include insights into how people manage their attention, new methods for attention estimation and classification, and novel systems for e-learning and work productivity that demonstrate these new capabilities. As a result, this project will provide the benefit of enabling system to no longer be blind to users’ attentional, social, and cognitive contexts.Read moreRead less
Advancing Australia’s hospitality industry through interactive food. This project aims to develop the first framework for the design of interactive food to advance Australia’s hospitality industry. The project expects to co-develop with restaurateurs and chefs interactive sounds, smells and tastes technologies that enable them to create novel eating out experiences and evaluate diners’ reactions. The expected outcome is an easy-to-use toolkit (comprising a software suite and low-cost sensors) th ....Advancing Australia’s hospitality industry through interactive food. This project aims to develop the first framework for the design of interactive food to advance Australia’s hospitality industry. The project expects to co-develop with restaurateurs and chefs interactive sounds, smells and tastes technologies that enable them to create novel eating out experiences and evaluate diners’ reactions. The expected outcome is an easy-to-use toolkit (comprising a software suite and low-cost sensors) that can be readily incorporated into hospitality operations. This should provide significant benefits, such as enticing people to go out and visit restaurants, supporting some of Australia’s 600,000 hospitality jobs while fostering Australia’s innovative food culture.Read moreRead less
Designing digital aquatic play to foster Australians’ engagement with water. From the beach to the pool, aquatic play is key to Australians’ quality of life and advances physical, mental and social wellbeing. This project harnesses our increasing use of interactive technology (such as wearables) to develop the world’s first design theory on interactive aquatic play. The project creates and evaluates three inspirational aquatic play prototypes, advancing confidence in water skills, self-expressio ....Designing digital aquatic play to foster Australians’ engagement with water. From the beach to the pool, aquatic play is key to Australians’ quality of life and advances physical, mental and social wellbeing. This project harnesses our increasing use of interactive technology (such as wearables) to develop the world’s first design theory on interactive aquatic play. The project creates and evaluates three inspirational aquatic play prototypes, advancing confidence in water skills, self-expression through movement and employment of safe practices to enrich Australian’s physical engagement with water. Digital media developers, government interventions and wellbeing groups can use the derived design knowledge to leverage digital technology and aquatic interactivity to foster Australians’ physical engagement with water.Read moreRead less
Emerging technologies for enrichment in old age: A critical perspective. This project aims to generate knowledge about older adults' experiences with emerging technologies used for social and emotional enrichment. Technologies like virtual reality are said to offer social benefits for those in advanced old age, but we have limited knowledge about the issues that can impede older adults’ experiences with these technologies and even cause harm for vulnerable users. This project seeks to identify e ....Emerging technologies for enrichment in old age: A critical perspective. This project aims to generate knowledge about older adults' experiences with emerging technologies used for social and emotional enrichment. Technologies like virtual reality are said to offer social benefits for those in advanced old age, but we have limited knowledge about the issues that can impede older adults’ experiences with these technologies and even cause harm for vulnerable users. This project seeks to identify empirically informed strategies for good practice in the design and deployment of emerging technologies for enrichment in old age. This should inform the future ethical design and use of emerging technologies to benefit the social and emotional well-being of older Australians.Read moreRead less
An interaction model for human–machine creative collaboration. The project aims to demonstrate how interactive systems can enhance creative productivity, through the development and evaluation of a model for how humans and AI can interact while creating. This is expected to generate new strategies for effective, intelligent, and domain-general creativity support. These new strategies will be validated in the domains of drawing and music composition by rigorous human-centred prototyping technique ....An interaction model for human–machine creative collaboration. The project aims to demonstrate how interactive systems can enhance creative productivity, through the development and evaluation of a model for how humans and AI can interact while creating. This is expected to generate new strategies for effective, intelligent, and domain-general creativity support. These new strategies will be validated in the domains of drawing and music composition by rigorous human-centred prototyping techniques. The principal anticipated outcome of the project is a model for how to enhance creative work through interacting with AI, an opportunity that is currently largely unexplored. Benefits will include an increase in the rate of creative outputs, both within the creative industries and throughout the economy.Read moreRead less
Trust and Safety in Autonomous Mobility Systems: A Human-centred Approach. This project aims to understand the link between trust, safety, and the public acceptance of driverless cars. The uptake of autonomous mobility systems relies upon public trust. Recent injuries, and even a fatality, have highlighted the risks they pose to pedestrians in particular. The project investigates new interfaces for improving public trust and pedestrial safety by allowing vehicles to communicate with the people a ....Trust and Safety in Autonomous Mobility Systems: A Human-centred Approach. This project aims to understand the link between trust, safety, and the public acceptance of driverless cars. The uptake of autonomous mobility systems relies upon public trust. Recent injuries, and even a fatality, have highlighted the risks they pose to pedestrians in particular. The project investigates new interfaces for improving public trust and pedestrial safety by allowing vehicles to communicate with the people around them. Along the way, it develops a validated approach for simulating real interactions with autonomous vehicles in a virtual-reality environment. Benefits include strategies for making driverless cars safer for pedestrians and a new approach for testing solutions to this emerging problem in a low-cost, low-risk way.Read moreRead less