The Visual Learning and Understanding research program investigates the fundamental problem of how a robot can learn to reliably interpret its environment, and build an internal representation of its surroundings in order to decide on its actions.
The program addresses research questions such as how machine learning for visual perception can be made safe, trustworthy, and reliable; how robots can understand and represent the geometry, semantics, and functionality of their surroundings and the task-relevant objects therein; and how robots can use this internal representation and learn to decide or plan their next actions in order to accomplish a useful task in a safe way.
Projects
Learning Robotic Navigation and Interaction from Object-based Semantic Maps
01/06/2022 - 01/06/2025
ARC Discovery Project (DP22)
Novel autonomous robotic weed control to maximise agricultural productivity
Commonwealth Grant CRCPIX000099 (Cooperative Research Centre Project); Agent Oriented Software (Lead Partner)
Surface Crack Detection and Localisation for Automated Underground Mine Void Characterisation
07/05/2018 - Ongoing
Mining3
PhD Topics
Team
Led by Associate Professor Niko Sünderhauf
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Ahmed Abbas
Research Assistant
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Cameron Coombe
PhD Researcher
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Chamuditha Jauanga
PhD Researcher
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Dr Dimity Miller
Lecturer (Reliable robotic vision, Deep learning, Computer vision, and Robotics, SLAM)
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Dr Faris Azhari
Alumni
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Dr Feras Dayoub
Adjunct Senior Lecturer
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Frank Loewenich
MPhil Researcher
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Dr Frederic Maire
Senior Lecturer (Waste, Soft Robotics, Environmental Robotics)
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Kieren Astin-Walmsley
MPhil Researcher
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Dr Krishan Rana
Research Fellow
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Melih Guenes Minareci
Research Fellow
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Nicolas Guillermo Marticorena Vidal
PhD Researcher
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Prof Niko Suenderhauf
Deputy Centre Director, Program Lead Visual Learning and Understanding (Robotic Vision, Simultaneous Localisation and Mapping (SLAM), Reinforcement Learning, Machine Learning, AI)
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Dr Quazi Marufur Rahman
Alumni
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Serena Mou
Research Engineer
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Sophie Taylor
PhD Researcher
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Tjeard Douwe van Oort
MPhil Researcher