2022

Albert, Paul, Ortego, Diego ORCID: 0000-0002-1011-3610, Arazo, Eric, O'Connor, Noel E. ORCID: 0000-0002-4033-9135 and McGuinness, Kevin ORCID: 0000-0003-1336-6477 (2022) Addressing out-of-distribution label noise in webly-labelled data. In: Winter Conference on Applications of Computer Vision (WACV), 4-8 Jan 2022, Kona, Hawaii.

2021

Moreu, Enric, McGuinness, Kevin ORCID: 0000-0003-1336-6477, Ortego, Diego ORCID: 0000-0002-1011-3610 and O'Connor, Noel E. ORCID: 0000-0002-4033-9135 (2021) Domain randomization for object counting. In: 29th Irish Conference on Artificial Intelligence and Cognitive Science, 9-10 Dec 2021, Dublin, Ireland.

Ortego, Diego ORCID: 0000-0002-1011-3610, Arazo, Eric, Albert, Paul, McGuinness, Kevin ORCID: 0000-0003-1336-6477 and O'Connor, Noel E. ORCID: 0000-0002-4033-9135 (2021) Multi-objective interpolation training for robustness to label noise. In: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 20-25 June 2021, Nashville, TN, USA + Virtual.

Albert, Paul, Ortego, Diego ORCID: 0000-0002-1011-3610, Arazo, Eric, O'Connor, Noel E. ORCID: 0000-0002-4033-9135 and McGuiness, Kevin ORCID: 0000-0003-1336-6477 (2021) ReLaB: reliable label bootstrapping for semi-supervised learning. In: International Joint Conference on Neural Networls (IJCNN), 18-22 July 2021, Shenzhen, China (Online).

Fonseca, Eduardo ORCID: 0000-0001-9872-3917, Ortego, Diego ORCID: 0000-0002-1011-3610, McGuinness, Kevin ORCID: 0000-0003-1336-6477, O'Connor, Noel E. ORCID: 0000-0002-4033-9135 and Serra, Xavier ORCID: 0000-0003-1395-2345 (2021) Unsupervised contrastive learning of sound event representations. In: IEEE International Conference on Acoustics, Speech and Signal Processing, 6-11 June 2021, Toronto, Canada (Online).

Ortego, Diego ORCID: 0000-0002-1011-3610, Arazo, Eric, Albert, Paul, O'Connor, Noel E. ORCID: 0000-0002-4033-9135 and McGuinness, Kevin ORCID: 0000-0003-1336-6477 (2021) Towards robust learning with different label noise distributions. In: International Conference on Pattern Recognition (ICPR) 2020, 10-15 Jan 2021, Milan, Italy (Online).

2020

Arazo Sánchez, Eric, Ortego, Diego ORCID: 0000-0002-1011-3610, Albert, Paul, O'Connor, Noel E. ORCID: 0000-0002-4033-9135 and McGuinness, Kevin ORCID: 0000-0003-1336-6477 (2020) Pseudo-labeling and confirmation bias in deep semi-supervised learning. In: 2020 International Joint Conference on Neural Networks, 19 - 24 July 2020, Glasgow, Scotland. ISBN 978-1-7281-6926-2

2019

Ortego, Diego ORCID: 0000-0002-1011-3610, McGuinness, Kevin ORCID: 0000-0003-1336-6477, SanMiguel, Juan C., Arazo, Eric, Martínez, José M. and O'Connor, Noel E. ORCID: 0000-0002-4033-9135 (2019) On guiding video object segmentation. In: International Conference on Content-Based Multimedia Indexing, 4-6 Sept 2019, Dublin, Ireland.

Arazo Sánchez, Eric, Ortego, Diego ORCID: 0000-0002-1011-3610, Albert, Paul, O'Connor, Noel E. ORCID: 0000-0002-4033-9135 and McGuinness, Kevin ORCID: 0000-0003-1336-6477 (2019) Unsupervised label noise modeling and loss correction. In: International Conference on Machine Learning (ICML), 10-15 June 2019, Long Beach, CA, USA.