| EPSRC Reference: |
EP/N019474/1 |
| Title: |
Understanding scenes and events through joint parsing, cognitive reasoning and lifelong learning |
| Principal Investigator: |
Torr, Professor PH |
| Other Investigators: |
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| Researcher Co-Investigators: |
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| Project Partners: |
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| Department: |
Engineering Science |
| Organisation: |
University of Oxford |
| Scheme: |
Standard Research |
| Starts: |
01 October 2015 |
Ends: |
31 March 2022 |
Value (£): |
1,114,547
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| EPSRC Research Topic Classifications: |
| Artificial Intelligence |
Cognitive Psychology |
| Image & Vision Computing |
Vision & Senses - ICT appl. |
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| EPSRC Industrial Sector Classifications: |
| Aerospace, Defence and Marine |
Information Technologies |
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| Related Grants: |
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| Panel History: |
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Summary on Grant Application Form |
The goal of this MURI team is to develop machines that have the following capabilities:
i) Represent visual knowledge in probabilistic compositional models in spatial, temporal, and causal hierarchies augmented with rich attributes and relations, use task-oriented representations for efficient task-dependent inference from an agent's perspective, and preserve uncertainties;
ii) Acquire massive visual commonsense via web scale continuous lifelong learning from large and small data in weakly supervised HCI, and maintain consistence via dialogue with humans;
iii) Achieve deep understanding of scenes and events through joint parsing and cognitive reasoning about appearance, geometry, functions, physics, causality, intents and belief of agents, and use joint and long-range reasoning to fill the performance gap with human vision;
iv) Understand human needs and values, interact with humans effectively, and answer human queries about what, who, where, when, why and how in storylines through Turing tests.
Collaboration with US:
Principal Investigator: Dr. Song-Chun Zhu
Tel. 310-206-8693, Fax. 310-206-5658, email: sczhu@stat.ucla.edu
Institution: University of California, Los Angeles
Statistics and Computer Science
8125 Math Sciences Bldg, Box 951554, Los Angeles, CA 90095
Institution proposal no. 20153924
Other universities in the US
CMU: Martial Hebert Computer Vision, Robotics & AI
Abhinav Gupta Computer Vision, Lifelong Learning
MIT: Joshua Tenenbaum Cognitive Modeling and Learning
Nancy Kanwisher Cognitive Neuroscience
Stanford: Fei-Fei Li Computer Vision, Psychology & AI
UIUC Derek Hoiem Computer Vision, Machine Learning
Yale Brian Scholl Psychology, Cognitive Science
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Key Findings |
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This information can now be found on Gateway to Research (GtR) http://gtr.rcuk.ac.uk
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Potential use in non-academic contexts |
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This information can now be found on Gateway to Research (GtR) http://gtr.rcuk.ac.uk
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Impacts |
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| Description |
This information can now be found on Gateway to Research (GtR) http://gtr.rcuk.ac.uk |
| Summary |
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| Date Materialised |
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Sectors submitted by the Researcher |
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This information can now be found on Gateway to Research (GtR) http://gtr.rcuk.ac.uk
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| Project URL: |
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| Further Information: |
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| Organisation Website: |
http://www.ox.ac.uk |