Personal profile
Research Interests
My primary research interests are related to the development of novel computer vision methods for microscopy with applications in medicine, digital pathology, biological sciences, and environmental sciences.
Keywords
- QA75 Electronic computers. Computer science
- QA76 Computer software
- Artificial Intelligence
- computer vision
- Computer Vision
- AI
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Collaborations and top research areas from the last five years
Projects
- 1 Finished
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R5131ECI: Approximation of 3D quantifiers by analysing 2D video
Gault, R. (PI) & Shen, J. (CoI)
28/11/2019 → 30/09/2025
Project: Research
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Combining self-attention and convolution to understand OCT images
Haider, A., Wright, D., Hogg, R., Wang, H., Peto, T. & Gault, R., 04 Sept 2025, Irish Machine Vision and Image Processing Conference Proceedings 2025. Irish Pattern Recognition & Classification Society, (Proceedings of the Irish Machine Vision and Image Processing Conference).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
ConsensusXAI: A framework to examine class-wise agreement in medical imaging
Haider, A., Wright, D., Hogg, R., Wang, H., Peto, T. & Gault, R., 11 Nov 2025, (Accepted) 2026 IEEE Winter Conference on Applications of Computer Vision (WACV): Proceedings. IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution
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ConsensusXAI: A framework to examine class-wise agreement in medical imaging
Haider, A., Wright, D., Wang, H., Peto, T. & Gault, R., 25 Nov 2025, (Accepted).Research output: Contribution to conference › Poster › peer-review
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Data informed initialization of fuzzy membership functions
Wang, T., Gault, R. & Greer, D., 18 Feb 2025, (Early online date) In: International Journal of Fuzzy Systems. 12 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile2 Link opens in a new tab Citations (Scopus)11 Downloads (Pure) -
Deep learning based segmentation of retinal layers from OCT Imaging
Baine, A., Haider, A., Hogg, R. & Gault, R., 04 Sept 2025, Irish Machine Vision and Image Processing Conference Proceedings 2025. Ulster University, p. 125-218 4 p. (Proceedings of the Irish Machine Vision and Image Processing Conference).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile
Prizes
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2nd Place Glioma-MDC 2025 (One-shot testing) Competition
Brown, A. (Recipient), Porter, V. (Recipient), Baine, A. (Recipient) & Gault, R. (Recipient), 16 Apr 2025
Prize: Prize (including medals and awards)
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Action on Hearing Loss Travel Scholarship
Gault, R. (Recipient), 16 Mar 2016
Prize: Fellowship awarded competitively
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Best Oral Presentation at Annual Translational Medicine (TMED7) Conference
Gault, R. (Recipient), 27 Oct 2015
Prize: Prize (including medals and awards)
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Best Poster Presentation: Irish Machine Vision and Image Processing Conference
Gault, R. (Recipient), 27 Aug 2014
Prize: Prize (including medals and awards)
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Department of Education and Learning (DEL) NI PhD Studentship
Gault, R. (Recipient), 01 Oct 2013
Prize: Fellowship awarded competitively
Activities
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Computer Vision in Healthcare Sandpit
Gault, R. (Organiser), Marshall, A. (Organiser), Csincsik, L. (Speaker), Loughrey, M. (Speaker), Harkin, K. (Speaker), Martin, M. (Speaker), Mehmood, M. (Speaker) & Jing, M. (Speaker)
18 Feb 2026Activity: Participating in or organising an event types › Participation in workshop, seminar, course
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A-I Spy: Through the Computer’s Eye
Gault, R. (Presenter), Porter, V. (Presenter) & Smith, C. (Presenter)
17 Jun 2025Activity: Talk or presentation types › Invited talk
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AI-enabled flaw detection and classification using multi-sensory data fusion
Gault, R. (Examiner)
13 Jun 2025Activity: Examination types › PhD external examination
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RAS 2025 | 8th Annual IEEE UK and Ireland Robotics and Automation Society Chapter Conference
Athanasopoulos, N. (Chair), Gault, R. (Chair), McLoone, S. (Member of the organising committee), Schofield, A. (Session chair), Mullins, D. (Session chair), Naeem, W. (Session chair), Sopasakis, P. (Session chair), Van, M. (Session chair) & Edmondson, C. (Session chair)
20 Feb 2025 → 21 Feb 2025Activity: Participating in or organising an event types › Participation in conference
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An AI-Based Machine Vision Model for the Diagnosis of Neglected Tropical Diseases
Gault, R. (Examiner)
13 Sept 2024Activity: Examination types › PhD external examination