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Henry Gouk
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Year
Regularisation of Neural Networks by Enforcing Lipschitz Continuity
H Gouk, E Frank, B Pfahringer, M Cree
Machine Learning 110 (2), 393-416, 2021
3882021
How Well Do Self-Supervised Models Transfer?
L Ericsson, H Gouk, TM Hospedales
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
2022021
Self-supervised representation learning: Introduction, advances, and challenges
L Ericsson, H Gouk, CC Loy, TM Hospedales
IEEE Signal Processing Magazine 39 (3), 42-62, 2022
1252022
Shallow bayesian meta learning for real-world few-shot recognition
X Zhang, D Meng, H Gouk, T Hospedales
International Conference on Computer Vision, 2021
362021
Distance-Based Regularisation of Deep Networks for Fine-Tuning
H Gouk, TM Hospedales, M Pontil
International Conference on Learning Representations, 2021
332021
Learning Distance Metrics for Multi-Label Classification
H Gouk, B Pfahringer, MJ Cree
8th Asian Conference on Machine Learning 63, 318-333, 2016
302016
Fast Sliding Window Classification with Convolutional Neural Networks
HGR Gouk, AM Blake
Proceedings of the 29th International Conference on Image and Vision …, 2014
292014
Why Do Self-Supervised Models Transfer? On the Impact of Invariance on Downstream Tasks
L Ericsson, H Gouk, TM Hospedales
33rd British Machine Vision Conference 2022, BMVC 2022, London, UK, November …, 2022
19*2022
Deep Clustering with Concrete K-Means
B Gao, Y Yang, H Gouk, TM Hospedales
IEEE International Conference on Acoustics, Speech and Signal Processing …, 2020
19*2020
Loss Function Learning for Domain Generalization by Implicit Gradient
B Gao, H Gouk, Y Yang, T Hospedales
International Conference on Machine Learning, 2022
142022
Weight-Covariance Alignment for Adversarially Robust Neural Networks
P Eustratiadis, H Gouk, D Li, T Hospedales
International Conference on Machine Learning, 2021
132021
Searching for Robustness: Loss Learning for Noisy Classification Tasks
B Gao, H Gouk, TM Hospedales
International Conference on Computer Vision, 2021
112021
Comparing high dimensional word embeddings trained on medical text to bag-of-words for predicting medical codes
V Yogarajan, H Gouk, T Smith, M Mayo, B Pfahringer
Intelligent Information and Database Systems: 12th Asian Conference, ACIIDS …, 2020
102020
An Investigation of Domain Generalization with Rademacher Complexity
D Li, H Gouk, T Hospedales
9*2022
Stochastic Gradient Trees
H Gouk, B Pfahringer, E Frank
11th Asian Conference on Machine Learning 101, 1094-1109, 2019
82019
MaxGain: Regularisation of neural networks by constraining activation magnitudes
H Gouk, B Pfahringer, E Frank, MJ Cree
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2019
82019
Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification
A El Baz, I Ullah, E Alcobaça, AC Carvalho, H Chen, F Ferreira, H Gouk, ...
NeurIPS 2021 Competitions and Demonstrations Track, 80-96, 2022
62022
A Comparison of Machine Learning Methods for Cross-Domain Few-Shot Learning
H Wang, H Gouk, E Frank, B Pfahringer, M Mayo
Australasian Joint Conference on Artificial Intelligence, 2020
62020
Estimating heading direction from monocular video sequences using biologically-based sensors
MJ Cree, JA Perrone, G Anthonys, AC Garnett, H Gouk
2016 International Conference on Image and Vision Computing New Zealand …, 2016
5*2016
Resolving Conflict in Decision-Making for Autonomous Driving
J Geary, S Ramamoorthy, H Gouk
Robotics: Science and Systems, 2021
42021
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