Niamh Belton

According to our database, Niamh Belton authored at least 12 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of five.

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

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

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

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

FewSOME: Few Shot Anomaly Detection.

Niamh Belton, Misgina Tsighe Hagos, Aonghus Lawlor, Kathleen M. Curran

CoRR, 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

Proceedings of the Artificial Intelligence XL, 2023

Distance-Aware eXplanation Based Learning.

Misgina Tsighe Hagos, Niamh Belton, Kathleen M. Curran, Brian Mac Namee

Proceedings of the 35th IEEE International Conference on Tools with Artificial Intelligence, 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

Proceedings of the IEEE International Conference on Acoustics, 2023

FewSOME: One-Class Few Shot Anomaly Detection with Siamese Networks.

Niamh Belton, Misgina Tsighe Hagos, Aonghus Lawlor, Kathleen M. Curran

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2021

Semi-Supervised Siamese Network for Identifying Bad Data in Medical Imaging Datasets.

Niamh Belton, Aonghus Lawlor, Kathleen M. Curran

CoRR, 2021

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

Proceedings of the Medical Image Understanding and Analysis - 25th Annual Conference, 2021

2020

A Simplistic Machine Learning Approach to Contact Tracing.

Carlos Gómez, Niamh Belton, Boi Quach, Jack Nicholls, Devanshu Anand

CoRR, 2020