Roy Miles

I am currently a Research Scientist at Huawei Noah's Ark UK. My research has been primarily on the topic of building efficient computer vision models and deploying them on resource constrained devices, such as mobile phones.

Selected Publications

For a complete list see my Google Scholar profile

VkD: Improving Knowledge Distillation using Orthogonal Projections

Roy Miles, Ismail Elezi and Jiankang Deng

In CVPR 2024

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Understanding the Role of the Projector in Knowledge Distillation

Roy Miles and Krystian Mikolajczyk

In AAAI 2024

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MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation

Roy Miles, Mehmet Kerim Yucel, Bruno Manganelli and Albert Saa-Garriga

In CVPR 2023

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Reconstructing Pruned Filters using Cheap Spatial Transformations

Roy Miles and Krystian Mikolajczyk

In ICCVW 2023

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Information Theoretic Representation Distillation

Roy Miles, Adrian Lopez Rodriguez and Krystian Mikolajczyk

In BMVC 2022

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Compression of descriptor models for mobile applications

Roy Miles and Krystian Mikolajczyk

In ICASSP 2021

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Cascaded channel pruning using hierarchical self-distillation

Roy Miles and Krystian Mikolajczyk

In BMVC 2020

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