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Prediction-Guided Distillation for Dense Object Detection


Mar 10, 2022
Chenhongyi Yang, Mateusz Ochal, Amos Storkey, Elliot J. Crowley


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Contrastive Object-level Pre-training with Spatial Noise Curriculum Learning


Nov 29, 2021
Chenhongyi Yang, Lichao Huang, Elliot J. Crowley


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Neural Architecture Search as Program Transformation Exploration


Feb 12, 2021
Jack Turner, Elliot J. Crowley, Michael O'Boyle


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Optimizing Grouped Convolutions on Edge Devices


Jun 17, 2020
Perry Gibson, José Cano, Jack Turner, Elliot J. Crowley, Michael O'Boyle, Amos Storkey

* Camera ready version to be published at ASAP 2020 - The 31st IEEE International Conference on Application-specific Systems, Architectures and Processors. 8 pages, 6 figures 

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Neural Architecture Search without Training


Jun 08, 2020
Joseph Mellor, Jack Turner, Amos Storkey, Elliot J. Crowley


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Performance Aware Convolutional Neural Network Channel Pruning for Embedded GPUs


Feb 20, 2020
Valentin Radu, Kuba Kaszyk, Yuan Wen, Jack Turner, Jose Cano, Elliot J. Crowley, Bjorn Franke, Amos Storkey, Michael O'Boyle

* A copy of this was published in IISWC'19 

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Deep Kernel Transfer in Gaussian Processes for Few-shot Learning


Oct 11, 2019
Massimiliano Patacchiola, Jack Turner, Elliot J. Crowley, Amos Storkey


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BlockSwap: Fisher-guided Block Substitution for Network Compression


Jun 10, 2019
Jack Turner, Elliot J. Crowley, Gavin Gray, Amos Storkey, Michael O'Boyle


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Separable Layers Enable Structured Efficient Linear Substitutions


Jun 03, 2019
Gavin Gray, Elliot J. Crowley, Amos Storkey


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Dilated DenseNets for Relational Reasoning


Nov 01, 2018
Antreas Antoniou, Agnieszka Słowik, Elliot J. Crowley, Amos Storkey

* Extended Abstract 

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HAKD: Hardware Aware Knowledge Distillation


Oct 24, 2018
Jack Turner, Elliot J. Crowley, Valentin Radu, José Cano, Amos Storkey, Michael O'Boyle


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Moonshine: Distilling with Cheap Convolutions


Oct 22, 2018
Elliot J. Crowley, Gavin Gray, Amos Storkey

* NIPS 2018 

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Pruning neural networks: is it time to nip it in the bud?


Oct 10, 2018
Elliot J. Crowley, Jack Turner, Amos Storkey, Michael O'Boyle

* Extended Abstract 

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CINIC-10 is not ImageNet or CIFAR-10


Oct 02, 2018
Luke N. Darlow, Elliot J. Crowley, Antreas Antoniou, Amos J. Storkey

* Dataset compilation, 9 pages, 11 figures, technical report 

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Characterising Across-Stack Optimisations for Deep Convolutional Neural Networks


Sep 19, 2018
Jack Turner, José Cano, Valentin Radu, Elliot J. Crowley, Michael O'Boyle, Amos Storkey

* IISWC 2018 

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