Envisaging Citizenship: Australian Histories and Global Connections. This project aims to investigate the ways that visual images have defined, contested and advanced ideas of Australian citizenship and rights from European settlement to the present. Responding to the lack of a shared mainstream understanding of Australian citizenship, it looks beyond legal definitions to explore cultural and especially visual views of citizenship over time. Through collaboration with museum, media and education ....Envisaging Citizenship: Australian Histories and Global Connections. This project aims to investigate the ways that visual images have defined, contested and advanced ideas of Australian citizenship and rights from European settlement to the present. Responding to the lack of a shared mainstream understanding of Australian citizenship, it looks beyond legal definitions to explore cultural and especially visual views of citizenship over time. Through collaboration with museum, media and education sectors, it will provide a forward-looking and accessible public history, and utilise the potential of images to broaden contemporary debates about citizenship. Expected outcomes include a better public understanding of the pathways to citizenship, and enhanced engagement with Australian values and identity.Read moreRead less
Designing for sustainability using a transformative repair model. The project will generate new knowledge in design-based repair and reuse of consumer products to develop a new community of craft and design practitioners, audience and clientele, in collaboration with leading Australian design and craft organisations. It responds to the pressing cultural and environmental burden of product obsolescence and consumer waste through innovation in transformative repair – a designed reworking of broken ....Designing for sustainability using a transformative repair model. The project will generate new knowledge in design-based repair and reuse of consumer products to develop a new community of craft and design practitioners, audience and clientele, in collaboration with leading Australian design and craft organisations. It responds to the pressing cultural and environmental burden of product obsolescence and consumer waste through innovation in transformative repair – a designed reworking of broken or discarded consumer objects that transforms their aesthetic appeal and cultural value. It applies transition design theory to develop localised progressions of the transformative repair model to foster knowledge exchange between partner organisation while contributing to a sustainable design economy in AustraliaRead moreRead less
Deep visual understanding: learning to see in an unruly world. Deep Learning has achieved incredible success at an astonishing variety of Computer Vision tasks recently. This project aims to convey this success into the challenging domain of high-level image-based reasoning. It will extend deep learning to achieve flexible semantic reasoning about the content of images based on information gleaned from the huge volumes of data available on the Internet. The project expects to overcome one of the ....Deep visual understanding: learning to see in an unruly world. Deep Learning has achieved incredible success at an astonishing variety of Computer Vision tasks recently. This project aims to convey this success into the challenging domain of high-level image-based reasoning. It will extend deep learning to achieve flexible semantic reasoning about the content of images based on information gleaned from the huge volumes of data available on the Internet. The project expects to overcome one of the primary limitations of deep learning and will greatly increase its practical application to a range of industrial, cultural or health settings.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE190100539
Funder
Australian Research Council
Funding Amount
$408,000.00
Summary
Towards conversational vision-based Artificial Intelligence. This project aims to develop a novel learning framework, Vision-Ask-Answer-Act (V3A). This framework will allow a machine to perform a sequence of actions via a conversation with human users, based on intricate processing of not just visual input, but human-computer verbal exchanges. Artificial intelligence has great potential as a tool for economic productivity and daily tasks. Applications in cars and assistant robots, still in their ....Towards conversational vision-based Artificial Intelligence. This project aims to develop a novel learning framework, Vision-Ask-Answer-Act (V3A). This framework will allow a machine to perform a sequence of actions via a conversation with human users, based on intricate processing of not just visual input, but human-computer verbal exchanges. Artificial intelligence has great potential as a tool for economic productivity and daily tasks. Applications in cars and assistant robots, still in their early days, typically require significant expertise to use effectively. The outcomes of this project will push the boundary of vision-language research to produce a conversational intelligent agent that can be easily used in common situations across industry, transport, the medical sector, and at home.Read moreRead less
Making Meta-learning Generalised . This project aims to develop novel machine learning techniques, termed generalised meta-learning, to make machines better utilise past experience to solve new tasks with few data. It expects to reduce the undesirable dependence of current machine learning on labelled data and significantly expand its application scope. Expected outcomes of the project consist of new theoretical results on meta-learning and a set of innovative algorithms that can support the bui ....Making Meta-learning Generalised . This project aims to develop novel machine learning techniques, termed generalised meta-learning, to make machines better utilise past experience to solve new tasks with few data. It expects to reduce the undesirable dependence of current machine learning on labelled data and significantly expand its application scope. Expected outcomes of the project consist of new theoretical results on meta-learning and a set of innovative algorithms that can support the building of next generation of computer vision systems to work in open and dynamic environments. This should be able to produce solid benefits to the science, society, and economy of Australian via the application of these advanced intelligent systems.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE220100265
Funder
Australian Research Council
Funding Amount
$417,000.00
Summary
A closed-loop human–agent learning framework to enhance decision making. This project aims to design a foundational human–agent learning framework to augment the decision making process, using reinforcement and closed-loop mechanisms to enable symbiosis between a human and an artificial-intelligence agent. It envisages significant new technologies to promote controllability and efficient and safe exploration of an environment for decision actions – drastically boosting learning effectiveness and ....A closed-loop human–agent learning framework to enhance decision making. This project aims to design a foundational human–agent learning framework to augment the decision making process, using reinforcement and closed-loop mechanisms to enable symbiosis between a human and an artificial-intelligence agent. It envisages significant new technologies to promote controllability and efficient and safe exploration of an environment for decision actions – drastically boosting learning effectiveness and interpretability in decision making. Expected outcomes will benefit national cybersecurity by improving our understanding of vulnerabilities and threats involving decision actions, and by ensuring that human feedback and evaluations can help prevent catastrophic events in explorations of dynamic and complex environments.Read moreRead less
Graphic Encounters: Colonial Prints and the Inscription of Aboriginality. This project plans to collate the archive of prints depicting Indigenous Australians, from national and international collections, to ask how people's place in this newly encroached territory was inscribed by colonial prints. Before the 1890s, prints (engravings, etchings and lithographs) were the principal means of reproducing images. Prints disseminated imagery of Indigenous people and determined how they were 'put in th ....Graphic Encounters: Colonial Prints and the Inscription of Aboriginality. This project plans to collate the archive of prints depicting Indigenous Australians, from national and international collections, to ask how people's place in this newly encroached territory was inscribed by colonial prints. Before the 1890s, prints (engravings, etchings and lithographs) were the principal means of reproducing images. Prints disseminated imagery of Indigenous people and determined how they were 'put in the picture' of settlement. Our colonial-era cultural heritage includes many prints (engravings, etchings, lithographs, etcetera) of Aborigines, yet they have been overlooked and the story of their production, dissemination and consumption is untold. This project aims to collate and trace this visual archive of Indigenous Australians and present its imagery to all Australians, including descendants, in an exhibition and conference, catalogue, monograph and online database.Read moreRead less
Connecting Indigenous Community Photographies: a transnational case study. The project aims to conduct the first transnational comparison of Indigenous community-controlled photography, exploring Indigenous peoples’ ways of seeing and documenting their worlds. The project seeks to significantly advance Australian and global understanding of Indigenous vernacular photography through investigating formerly unexplored private collections of images created by Indigenous photographers during the mid ....Connecting Indigenous Community Photographies: a transnational case study. The project aims to conduct the first transnational comparison of Indigenous community-controlled photography, exploring Indigenous peoples’ ways of seeing and documenting their worlds. The project seeks to significantly advance Australian and global understanding of Indigenous vernacular photography through investigating formerly unexplored private collections of images created by Indigenous photographers during the mid 20th Century in four communities across three countries. One of the outcomes of the project is a nuanced visual history that cannot be excavated from other sources. The benefits of this project include public exhibitions, a book, symposiums, and a scholarly anthology that encourages the public’s connection with the past.Read moreRead less
Empowering Australia’s Visual Arts via Creative Blockchain Opportunities. This project investigates the provision of a blockchain-based solution for protecting the intellectual property and provenance of visual art, and ways to empower its economic, cultural, and social value and benefits. By exploring innovative non-fungible token (NFT) opportunities in a global cyber security context, we will co-design a user-friendly and compliant tool for expanding the creation and movement of art on existin ....Empowering Australia’s Visual Arts via Creative Blockchain Opportunities. This project investigates the provision of a blockchain-based solution for protecting the intellectual property and provenance of visual art, and ways to empower its economic, cultural, and social value and benefits. By exploring innovative non-fungible token (NFT) opportunities in a global cyber security context, we will co-design a user-friendly and compliant tool for expanding the creation and movement of art on existing virtual galleries and smart contract-enabled platforms. Building on interdisciplinary synergies between creative and IT practices, we will interrogate the efficacy, risks and governance surrounding this global technology, and produce vital new knowledge for engaging with risks and opportunities in the digital economy.Read moreRead less
New Paradigms for Robust Fitting: Kernelisation and Polyhedral Search. Outliers inevitably exist in visual data due to imperfect data acquisition or preprocessing. To enable computer vision applications that can perform reliably, robust fitting algorithms are necessary to counter the biasing influence of outliers. However, current robust algorithms are unsatisfactory: they are unreliable (due to using randomisation) or too computationally costly (due to using exhaustive search). This project wil ....New Paradigms for Robust Fitting: Kernelisation and Polyhedral Search. Outliers inevitably exist in visual data due to imperfect data acquisition or preprocessing. To enable computer vision applications that can perform reliably, robust fitting algorithms are necessary to counter the biasing influence of outliers. However, current robust algorithms are unsatisfactory: they are unreliable (due to using randomisation) or too computationally costly (due to using exhaustive search). This project will develop new robust algorithms to mitigate these shortcomings. It will do so by investigating two new paradigms of kernelisation and polyhedral search, which offer unprecedented theoretical insights into the problem. The outcomes will contribute towards computer vision applications that are more practical and reliable.Read moreRead less