A Simplistic Machine Learning Approach to Contact Tracing. - Carlos Gómez; Niamh Belton; Boi M. Quach; Jack Nicholls; Devanshu Anand (CoRR, 2020)

Optimising Knee Injury Detection with Spatial Attention and Validating Localisation Ability. - Niamh Belton; Ivan Welaratne; Adil Dahlan; Ronan T. Hearne; Misgina Tsighe Hagos; Aonghus Lawlor; Kathleen M. Curran (MIUA, 2021)

Semi-Supervised Siamese Network for Identifying Bad Data in Medical Imaging Datasets. - Niamh Belton; Aonghus Lawlor; Kathleen M. Curran (CoRR, 2021)

FewSOME: One-Class Few Shot Anomaly Detection with Siamese Networks. - Niamh Belton; Misgina Tsighe Hagos; Aonghus Lawlor; Kathleen M. Curran (CVPR Workshops, 2023)

A Causal Convolutional Approach for Packet Loss Concealment in Low Powered Devices. - Steven Davy; Niamh Belton; Joshua Tobin; Owais Bin Zuber; Liu Dong; Yuan Xuewen (ICASSP, 2023)

Distance-Aware eXplanation Based Learning. - Misgina Tsighe Hagos; Niamh Belton; Kathleen M. Curran; Brian Mac Namee (ICTAI, 2023)

Interpretable Weighted Siamese Network to Predict the Time to Onset of Alzheimer's Disease from MRI Images. - Misgina Tsighe Hagos; Niamh Belton; Ronan P. Killeen; Kathleen M. Curran; Brian Mac Namee (SGAI Conf., 2023)

FewSOME: Few Shot Anomaly Detection. - Niamh Belton; Misgina Tsighe Hagos; Aonghus Lawlor; Kathleen M. Curran (CoRR, 2023)

Weighted Siamese Network to Predict the Time to Onset of Alzheimer's Disease from MRI Images. - Misgina Tsighe Hagos; Niamh Belton; Ronan P. Killeen; Kathleen M. Curran; Brian Mac Namee (CoRR, 2023)

Towards a unified approach for unsupervised brain MRI Motion Artefact Detection with few shot Anomaly Detection. - Niamh Belton; Misgina Tsighe Hagos; Aonghus Lawlor; Kathleen M. Curran (Comput. Medical Imaging Graph., 2024)

Rethinking Knee Osteoarthritis Severity Grading: A Few Shot Self-Supervised Contrastive Learning Approach. - Niamh Belton; Misgina Tsighe Hagos; Aonghus Lawlor; Kathleen M. Curran (CoRR, 2024)

An AI System for Continuous Knee Osteoarthritis Severity Grading Using Self-Supervised Anomaly Detection with Limited Data. - Niamh Belton; Aonghus Lawlor; Kathleen M. Curran (CoRR, 2024)

An AI system for continuous knee osteoarthritis severity grading: An anomaly detection inspired approach with few labels. - Niamh Belton; Aonghus Lawlor; Kathleen M. Curran (Artif. Intell. Medicine, 2025)