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Liam Hiley
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A pilot study on detecting violence in videos fusing proxy models
MR Vilamala, L Hiley, Y Hicks, A Preece, F Cerutti
2019 22th international conference on information fusion (FUSION), 1-8, 2019
232019
Explainable deep learning for video recognition tasks: A framework & recommendations
L Hiley, A Preece, Y Hicks
arXiv preprint arXiv:1909.05667, 2019
192019
Explaining motion relevance for activity recognition in video deep learning models
L Hiley, A Preece, Y Hicks, S Chakraborty, P Gurram, R Tomsett
arXiv preprint arXiv:2003.14285, 2020
132020
Discriminating Spatial and Temporal Relevance in Deep Taylor Decompositions for Explainable Activity Recognition
L Hiley, A Preece, Y Hicks, H Taylor, D Marshall
arXiv preprint arXiv:1908.01536, 2019
122019
VADR: Discriminative multimodal explanations for situational understanding
H Taylor, L Hiley, J Furby, A Preece, D Braines
2020 IEEE 23rd International Conference on Information Fusion (FUSION), 1-8, 2020
102020
Coalition situational understanding via explainable neuro-symbolic reasoning and learning
AD Preece, D Braines, F Cerutti, J Furby, L Hiley, L Kaplan, M Law, ...
Artificial Intelligence and Machine Learning for Multi-Domain Operations …, 2021
82021
An experimentation platform for explainable coalition situational understanding
K Barrett-Powell, J Furby, L Hiley, MR Vilamala, H Taylor, F Cerutti, ...
arXiv preprint arXiv:2010.14388, 2020
42020
Technical barriers to the adoption of post-hoc explanation methods for black box AI models
E Lee, H Taylor, L Hiley, R Tomsett
Overcoming opacity in machine learning, 12-13, 2021
12021
Explaining Temporal Information in Activity Recognition for Situational Understanding
L Hiley, H Taylor, A Preece, Y Hicks, D Marshall, S Chakraborty, P Gurram
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