Albert, Paul (2023) Deep learning for computer vision constrained by limited supervision. PhD thesis, Dublin City University.

Albert, Paul, Saadeldin, Mohamed, Narayanan, Badri, Mac Namee, Brian ORCID: 0000-0003-2518-0274, O'Connor, Noel E. ORCID: 0000-0002-4033-9135, Hennessy, Deirdre ORCID: 0000-0002-7375-3754, McGuinness, Kevin ORCID: 0000-0003-1336-6477 and O'Connor, Aisling (2022) Utilizing unsupervised learning to improve sward content prediction and herbage mass estimation. In: 29th EGF General Meeting 2022, 26-30 June 2022, Caen, France. ISBN 978-2-7380-1445-0

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.

Albert, Paul, Saadeldin, Mohamed, Narayanan, Badri, Fernandez, Jaime B. ORCID: 0000-0001-9774-3879, Mac Namee, Brian, Hennessy, Deirdre ORCID: 0000-0002-7375-3754, O'Connor, Noel E. ORCID: 0000-0002-4033-9135 and McGuinness, Kevin ORCID: 0000-0003-1336-6477 (2022) Unsupervised domain adaptation and super resolution on drone images for autonomous dry herbage biomass estimation. In: Agriculture-Vision: 3rd International Workshop and Prize Challenge at CVPR 2022, 19 - 24 June 2022, New Orleans, USA. (In Press)

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, Saadeldin, Mohamed, Narayanan, Badri, Mac Namee, Brian ORCID: 0000-0003-2518-0274, Hennessy, Deirdre ORCID: 0000-0002-7375-3754, O'Connor, Aisling, O'Connor, Noel E. ORCID: 0000-0002-4033-9135 and McGuinness, Kevin ORCID: 0000-0003-1336-6477 (2021) Semi-supervised dry herbage mass estimation using automatic data and synthetic images. In: Workshop on Computer Vision in Plant Phenotyping and Agriculture (CVPPA), 11 Oct 2021, 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).

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).

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

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.