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Matt Gadd

Dr

Matthew Gadd DPhil (Oxon), BSc

Postdoctoral Research Assistant

Junior Research Fellow

Biography

Gadd is a Postdoctoral Research Assistant (PDRA) at the University of Oxford and a Junior Research Fellow at Kellogg College. He works with Professor Paul Newman in the Mobile Robotics Group (MRG), part of the Oxford Robotics Institute (ORI). Gadd originally joined MRG as a student reading for a DPhil in Engineering Science at Keble College. Before arriving in the United Kingdom, he was an undergraduate student at the University of Cape Town, South Africa, where he studied Mechatronics Engineering.

Research Interests

  • Robotics,
  • Autonomous Vehicles,
  • Computer Vision,
  • Machine Learning

Research Groups

Current Projects

Sense Assess eXplain (SAX) - acceptably auditable action from autonomous vehicles in formidable environments is only going to be possible with robust sensors and sensing which are nevertheless introspective where unavoidably fallible

Related Academics

Recent Publications

Off the radar: uncertainty-aware radar place recognition with introspective querying and map maintenance

Yuan J, Newman P & Gadd M (2023), 2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 1350-1357

Altmetric score is
BibTeX View PDF
@inproceedings{offtheradarunce-2023/12,
  title={Off the radar: uncertainty-aware radar place recognition with introspective querying and map maintenance},
  author={Yuan J, Newman P & Gadd M},
  booktitle={2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2023)},
  pages={1350-1357},
  year = "2023"
}

Visual servoing on wheels: robust robot orientation estimation in remote viewpoint control

Robinson L, De Martini D, Gadd M & Newman P (2023), 2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 6364-6370

Altmetric score is
BibTeX View PDF
@inproceedings{visualservoingo-2023/12,
  title={Visual servoing on wheels: robust robot orientation estimation in remote viewpoint control},
  author={Robinson L, De Martini D, Gadd M & Newman P},
  booktitle={2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2023)},
  pages={6364-6370},
  year = "2023"
}

Visual DNA: representing and comparing images using distributions of neuron activations

Ramtoula B, Gadd M, Newman P & De Martini D (2023), 11113-11123

Altmetric score is
BibTeX View PDF
@inproceedings{visualdnarepres-2023/8,
  title={Visual DNA: representing and comparing images using distributions of neuron activations},
  author={Ramtoula B, Gadd M, Newman P & De Martini D},
  booktitle={IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR 2023)},
  pages={11113-11123},
  year = "2023"
}

Fast-MbyM: leveraging translational invariance of the fourier transform for efficient and accurate radar odometry

Weston R, Gadd M, De Martini D, Newman P & Posner H (2022), Proceedings of the IEEE International Conference on Robotics and Automation (ICRA 2022), 2186-2192

Altmetric score is
BibTeX View PDF
@inproceedings{fastmbymleverag-2022/7,
  title={Fast-MbyM: leveraging translational invariance of the fourier transform for efficient and accurate radar odometry},
  author={Weston R, Gadd M, De Martini D, Newman P & Posner H},
  booktitle={IEEE International Conference on Robotics and Automation (ICRA 2022)},
  pages={2186-2192},
  year = "2022"
}

Depth-SIMS: semi-parametric image and depth synthesis

Musat V, De Martini D, Gadd M & Newman P (2022), 2022 International Conference on Robotics and Automation (ICRA), 2388-2394

Altmetric score is
BibTeX View PDF
@inproceedings{depthsimssemipa-2022/7,
  title={Depth-SIMS: semi-parametric image and depth synthesis},
  author={Musat V, De Martini D, Gadd M & Newman P},
  booktitle={ International Conference on Robotics and Automation (ICRA 2022)},
  pages={2388-2394},
  year = "2022"
}

What goes around: leveraging a constant-curvature motion constraint in radar odometry

Aldera R, Gadd M, De Martini D & Newman P (2022), IEEE Robotics and Automation Letters, 7(3), 7865-7872

Altmetric score is
BibTeX View PDF
@article{whatgoesaroundl-2022/6,
  title={What goes around: leveraging a constant-curvature motion constraint in radar odometry},
  author={Aldera R, Gadd M, De Martini D & Newman P},
  journal={IEEE Robotics and Automation Letters},
  volume={7},
  pages={7865-7872},
  publisher={IEEE},
  year = "2022"
}

Contrastive learning for unsupervised radar place recognition

Gadd M, De Martini D & Newman P (2022), 2021 20th International Conference on Advanced Robotics (ICAR), 344-349

Altmetric score is
BibTeX View PDF
@inproceedings{contrastivelear-2022/1,
  title={Contrastive learning for unsupervised radar place recognition},
  author={Gadd M, De Martini D & Newman P},
  booktitle={20th International Conference on Advanced Robotics (ICAR 2021)},
  pages={344-349},
  year = "2022"
}

The Oxford Road Boundaries Dataset

Suleymanov T, Gadd M, De Martini D & Newman P (2022)

Altmetric score is
BibTeX View PDF
@inproceedings{theoxfordroadbo-2022/1,
  title={The Oxford Road Boundaries Dataset},
  author={Suleymanov T, Gadd M, De Martini D & Newman P},
  booktitle={32nd IEEE Intelligent Vehicles Symposium (IV21) -- Workshop on 3D-Deep Learning for Automated Driving (3D-DLAD)},
  year = "2022"
}

BoxGraph: semantic place recognition and pose estimation from 3D LiDAR

Pramatarov G, De Martini D, Gadd M & Newman P (2021), 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 7004-7011

Altmetric score is
BibTeX View PDF
@inproceedings{boxgraphsemanti-2021/12,
  title={BoxGraph: semantic place recognition and pose estimation from 3D LiDAR},
  author={Pramatarov G, De Martini D, Gadd M & Newman P},
  booktitle={2022 IEEE/RSJ International Conference on Intelligent Robots and Systems},
  pages={7004-7011},
  year = "2021"
}

Fool me once: robust selective segmentation via out-of-distribution detection with contrastive learning

Williams D, Gadd M, De Martini D & Newman P (2021), 2021 IEEE International Conference on Robotics and Automation (ICRA), 9536-9542

Altmetric score is
BibTeX View PDF
@inproceedings{foolmeoncerobus-2021/10,
  title={Fool me once: robust selective segmentation via out-of-distribution detection with contrastive learning},
  author={Williams D, Gadd M, De Martini D & Newman P},
  booktitle={ICRA 2021},
  pages={9536-9542},
  year = "2021"
}
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Google Scholar

Awards and Prizes

2013 FirstRand Laurie Dippenaar Scholarship