Challenging the Bystander Effect via documentary film. This project aims to challenge the Bystander Effect. Social experiments from the 1960s have entrenched the view that in groups we fail to act to prevent harm to others in public emergencies. Film has played a significant role in promoting this theory. Drawing on an innovative screen performance method, this project is likely to generate knowledge about how bystanders can co-ordinate their actions to safely intervene; it will result in an inn ....Challenging the Bystander Effect via documentary film. This project aims to challenge the Bystander Effect. Social experiments from the 1960s have entrenched the view that in groups we fail to act to prevent harm to others in public emergencies. Film has played a significant role in promoting this theory. Drawing on an innovative screen performance method, this project is likely to generate knowledge about how bystanders can co-ordinate their actions to safely intervene; it will result in an innovative and accessible documentary. The project has the capacity to contribute to a reduction of violence in public spaces and more effective responses in the face of emergencies.Read moreRead less
Internet-distributed television: cultural, industrial and policy dynamics. This project aims to investigate the impact of global subscription video-on-demand platforms on national television markets. The rise of subscription video streaming has created significant challenges for Australian and international broadcast, media and cultural policy frameworks, which are struggling to keep up with audience viewing practices. This project will provide a comparative analysis of how governments are respo ....Internet-distributed television: cultural, industrial and policy dynamics. This project aims to investigate the impact of global subscription video-on-demand platforms on national television markets. The rise of subscription video streaming has created significant challenges for Australian and international broadcast, media and cultural policy frameworks, which are struggling to keep up with audience viewing practices. This project will provide a comparative analysis of how governments are responding and investigating the implications for debates about local content, local screen production, and media diversity. The project will provide an analysis of original production and programming strategies to identify new forms of trans-national media flow. The project will advance an understanding of media globalisation and provide media regulators options and opportunities for a convergent media policy environment.Read moreRead less
Short Sequence Representation Learning with Limited Supervision . Predicting events based on short text and video data is widely found in real-world applications such as online crime detection, cyber-attack identification, and public security protection. However, to develop such an effective prediction model is very difficult due to the problems such as limited supervision, heterogeneous multiple sources, and missing and low-quality data. This project is to tackle these challenges. Expected outc ....Short Sequence Representation Learning with Limited Supervision . Predicting events based on short text and video data is widely found in real-world applications such as online crime detection, cyber-attack identification, and public security protection. However, to develop such an effective prediction model is very difficult due to the problems such as limited supervision, heterogeneous multiple sources, and missing and low-quality data. This project is to tackle these challenges. Expected outcome of this project will lay a theoretical foundation for effective short sequence representation learning and build next-generation intelligent systems. This should benefit our society and economy through the applications of multimodality-integrated video technologies for cybersecurity and public safety. Read moreRead less
Australian television in the smart TV ecosystem. This project aims to investigate the cultural impacts of smart TVs in Australia. A majority of Australian adults now use an internet-connected (smart) TV set or streaming device, fundamentally changing the way content is discovered, accessed and experienced. This project expects to advance policy knowledge of the smart TV platforms built into these devices; their effects on public access; and how they structure users' viewing choices. Expected out ....Australian television in the smart TV ecosystem. This project aims to investigate the cultural impacts of smart TVs in Australia. A majority of Australian adults now use an internet-connected (smart) TV set or streaming device, fundamentally changing the way content is discovered, accessed and experienced. This project expects to advance policy knowledge of the smart TV platforms built into these devices; their effects on public access; and how they structure users' viewing choices. Expected outcomes of the project include improved understanding of the cultural, consumer and competition implications of emerging television technologies. Expected benefits include informed decision-making and improved policy options for government, consumers, public-service media and local screen industries.Read moreRead less
Automatic Machine Learning with Imperfect Data for Video Analysis . This project aims to propose new algorithms and technologies for constructing an efficient video analysis system, which will be aligned with Australia’s science and research priorities. Specifically, during this project, a novel network structure search method based on auto machine learning will be proposed, an unsupervised domain adaptation algorithm will be developed, and a generative data augmentation method will be construct ....Automatic Machine Learning with Imperfect Data for Video Analysis . This project aims to propose new algorithms and technologies for constructing an efficient video analysis system, which will be aligned with Australia’s science and research priorities. Specifically, during this project, a novel network structure search method based on auto machine learning will be proposed, an unsupervised domain adaptation algorithm will be developed, and a generative data augmentation method will be constructed. All of these will construct a stable and efficient deep neural network, which is able to process large size videos captured from real scenarios in high efficiencies. Various fields, such as health care service and cybersecurity, will benefit hugely from this project.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE190100626
Funder
Australian Research Council
Funding Amount
$393,000.00
Summary
Towards data-efficient future action prediction in the wild. This project aims to build state-of-the-art deep learning models to predict future actions in videos. The project expects to produce the next great step for machine intelligence, the potential to explore a handful of labelled examples to better understand, interpret and infer human actions. Expected outcomes of this project lay theoretical foundations for learning future action prediction in the wild scenario and build the next generat ....Towards data-efficient future action prediction in the wild. This project aims to build state-of-the-art deep learning models to predict future actions in videos. The project expects to produce the next great step for machine intelligence, the potential to explore a handful of labelled examples to better understand, interpret and infer human actions. Expected outcomes of this project lay theoretical foundations for learning future action prediction in the wild scenario and build the next generation of intelligent systems to accommodate limited supervision. This should benefit science, society, and the economy nationally through the applications of autonomous vehicles, sensor technologies, and cybersecurity.Read moreRead less
Efficient multi-view video coding with cuboids and base anchored models. This project aims to address current deficiencies in multi-view video coding technology to achieve the ultra-compression efficiency demanded by increasing display resolutions and synchronised viewpoints. The project expects to generate new knowledge, by moving from the current pixel-centric approach to methods that concentrate information common to many view-frames. The project is expected to improve compression of audio-vi ....Efficient multi-view video coding with cuboids and base anchored models. This project aims to address current deficiencies in multi-view video coding technology to achieve the ultra-compression efficiency demanded by increasing display resolutions and synchronised viewpoints. The project expects to generate new knowledge, by moving from the current pixel-centric approach to methods that concentrate information common to many view-frames. The project is expected to improve compression of audio-visual services that are of great interest to international standards bodies and industry, while facilitating free interaction and augmented reality. This project will provide significant benefits to broadcast, entertainment, surveillance and health industries and position Australia as a world leader in this field.Read moreRead less
Global Citizen Deliberation: Analysing a Deliberative Documentary. The project will enact and film the world’s first truly global citizens’ deliberation, a global citizens’ assembly (GCA) on genome editing, and proceed to analyse the impact of the ‘deliberative documentary’ film on public understanding of complex, fast-evolving science and technology. It will investigate the cross-cultural capacity of citizens to deliberate complex value-laden issues, and so ascertain prospects for an informed g ....Global Citizen Deliberation: Analysing a Deliberative Documentary. The project will enact and film the world’s first truly global citizens’ deliberation, a global citizens’ assembly (GCA) on genome editing, and proceed to analyse the impact of the ‘deliberative documentary’ film on public understanding of complex, fast-evolving science and technology. It will investigate the cross-cultural capacity of citizens to deliberate complex value-laden issues, and so ascertain prospects for an informed global public response to challenges posed by genome editing. Research will test the effects of the deliberative documentary on viewers, examining benefits of communicating complex issues via the work of the GCA. Other benefits include improving public trust in governance and advancing the Australian film industry.
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Object-based motion estimation for highly efficient streaming video. This project aims to develop motion and shape estimation tools that allow video content to be predicted at any point in time using frame data that is available at other points in time. Applications of this include video coding, frame synthesis for temporal re-sampling. The project expects to develop algorithms for jointly estimating compact motion and shape descriptions of video content. These descriptions will allow quality re ....Object-based motion estimation for highly efficient streaming video. This project aims to develop motion and shape estimation tools that allow video content to be predicted at any point in time using frame data that is available at other points in time. Applications of this include video coding, frame synthesis for temporal re-sampling. The project expects to develop algorithms for jointly estimating compact motion and shape descriptions of video content. These descriptions will allow quality refinement by progressively adding spatial and temporal detail. It is expected that these compact descriptions will lead to significantly more flexible and efficient transmission of video content over modern communications networks.Read moreRead less
The Monetisation of Children in the Digital Games Industry. This project aims to understand the monetisation of children in the digital games industry. It will employ innovative studies of children’s experiences in freemium games; parental attitudes and strategies; participatory research with game developers; and an examination of the platform and regulatory environment that shapes game monetisation. Expected outcomes include guidelines and recommendations for parents seeking to negotiate childr ....The Monetisation of Children in the Digital Games Industry. This project aims to understand the monetisation of children in the digital games industry. It will employ innovative studies of children’s experiences in freemium games; parental attitudes and strategies; participatory research with game developers; and an examination of the platform and regulatory environment that shapes game monetisation. Expected outcomes include guidelines and recommendations for parents seeking to negotiate children’s digital play; new ethical frameworks for the design and implementation of digital games for children; and actionable advice for policymakers and practitioners. This will bring significant benefits to Australian children, parents and game developers via improvements to the design of games for children.Read moreRead less