Elliot J. Crowley

elliot.j.crowley@ed.ac.uk

My photo I am a machine learning postdoc at the University of Edinburgh working with Amos Storkey in the BayesWatch group. I work on deep neural networks, and how to make them more efficient.

Prior to this, I did my MEng and DPhil at the University of Oxford.

Publications

BlockSwap: Fisher-guided Block Substitution for Network Compression
J. Turner*, E. J. Crowley*, G. Gray, A. Storkey, M. O’Boyle
Preprint, 2019
[pdf] [arXiv] [code]

Separable Layers Enable Structured Efficient Linear Substitutions
G. Gray, E. J. Crowley, A. Storkey
Preprint, 2019
[pdf] [arXiv] [code]

Distilling with Performance Enhanced Students
J. Turner*, E. J. Crowley*, V. Radu, J. Cano, A. Storkey, M. O’Boyle
ARM Research Summit, 2019
[pdf] [arXiv]

A Closer Look at Structured Pruning for Neural Network Compression
E. J. Crowley*, J. Turner*, A. Storkey, M. O’Boyle
CDNNRIA Workshop, NeurIPS, 2018
[pdf] [arXiv] [code]

Moonshine: Distilling with Cheap Convolutions
E. J. Crowley, G. Gray, A. Storkey
Advances in Neural Information Processing Systems (NeurIPS), 2018
[pdf] [arXiv] [code]

Dilated DenseNets for Relational Reasoning
A. Antoniou, A. Slowik, E. J. Crowley, A. Storkey
Extended Abstract, 2018
[pdf] [arXiv]

CINIC-10 is not ImageNet or CIFAR-10
L. N. Darlow, E. J. Crowley, A. Antoniou, A. Storkey
Technical Report, 2018
[pdf] [arXiv] [code]

Characterising Across-Stack Optimisations for Deep Convolutional Neural Networks
J. Turner, J. Cano, V. Radu, E. J. Crowley, M. O’Boyle, A. Storkey
International Symposium on Workload Characterization, 2018
[pdf] [arXiv]

The Art of Detection
E. J. Crowley, A. Zisserman
Workshop on Computer Vision for Art Analysis, ECCV, 2016
[pdf]

Face Painting: querying art with photos
E. J. Crowley, O. M. Parkhi, A. Zisserman
British Machine Vision Conference, 2015
[pdf]

In Search of Art
E. J. Crowley, A. Zisserman
Workshop on Computer Vision for Art Analysis, ECCV, 2014
[pdf]

The State of the Art: Object Retrieval in Paintings using Discriminative Regions
E. J. Crowley, A. Zisserman
British Machine Vision Conference, 2014
[pdf]

Of Gods and Goats: Weakly Supervised Learning of Figurative Art
E. J. Crowley, A. Zisserman
British Machine Vision Conference, 2013
[pdf]