Roy Miles

According to our database, Roy Miles authored at least 19 papers between 2020 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Do You See What I Am Pointing At? Gesture-Based Egocentric Video Question Answering.

Yura Choi, Roy Miles, Rolandos Alexandros Potamias, Ismail Elezi, Jiankang Deng, Stefanos Zafeiriou

CoRR, March, 2026

Test-Time Scaling with Diffusion Language Models via Reward-Guided Stitching.

Roy Miles, Aysim Toker, Andreea-Maria Oncescu, Songcen Xu, Jiankang Deng, Ismail Elezi

CoRR, February, 2026

ViCToR: Improving Visual Comprehension via Token Reconstruction for Pretraining LMMs.

Yin Xie, Kaicheng Yang, Peirou Liang, Xiang An, Yongle Zhao, Yumeng Wang, Ziyong Feng, Roy Miles, Ismail Elezi, Jiankang Deng

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

SATGround: A Spatially-Aware Approach for Visual Grounding in Remote Sensing.

Aysim Toker, Andreea-Maria Oncescu, Roy Miles, Ismail Elezi, Jiankang Deng

CoRR, December, 2025

RetouchLLM: Training-free Code-based Image Retouching with Vision Language Models.

Moon Ye-Bin, Roy Miles, Tae-Hyun Oh, Ismail Elezi, Jiankang Deng

CoRR, October, 2025

Region-based Cluster Discrimination for Visual Representation Learning.

Yin Xie, Kaicheng Yang, Xiang An, Kun Wu, Yongle Zhao, Weimo Deng, Zimin Ran, Yumeng Wang, Ziyong Feng, Roy Miles, Ismail Elezi, Jiankang Deng

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2025

2024

V_kD: Improving Knowledge Distillation using Orthogonal Projections.

Roy Miles, Ismail Elezi, Jiankang Deng

CoRR, 2024

VeLoRA: Memory Efficient Training using Rank-1 Sub-Token Projections.

Roy Miles, Pradyumna Reddy, Ismail Elezi, Jiankang Deng

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

$V_{k}D$: Improving Knowledge Distillation Using Orthogonal Projections.

Roy Miles, Ismail Elezi, Jiankang Deng

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

Learning to Project for Cross-Task Knowledge Distillation.

Dylan Auty, Roy Miles, Benedikt Kolbeinsson, Krystian Mikolajczyk

Proceedings of the 35th British Machine Vision Conference, 2024

Understanding the Role of the Projector in Knowledge Distillation.

Roy Miles, Krystian Mikolajczyk

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

A closer look at the training dynamics of knowledge distillation.

Roy Miles, Krystian Mikolajczyk

CoRR, 2023

Reconstructing Pruned Filters using Cheap Spatial Transformations.

Roy Miles, Krystian Mikolajczyk

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

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

Roy Miles, Mehmet Kerim Yucel, Bruno Manganelli, Albert Saà-Garriga

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022

Information Theoretic Representation Distillation.

Roy Miles, Adrián López Rodríguez, Krystian Mikolajczyk

Proceedings of the 33rd British Machine Vision Conference 2022, 2022

2021

Network compression and faster inference using spatial basis filters.

Roy Miles, Krystian Mikolajczyk

CoRR, 2021

Compressing Local Descriptor Models for Mobile Applications.

Roy Miles, Krystian Mikolajczyk

Proceedings of the IEEE International Conference on Acoustics, 2021

2020

Compression of convolutional neural networks for high performance imagematching tasks on mobile devices.

Roy Miles, Krystian Mikolajczyk

CoRR, 2020

Cascaded channel pruning using hierarchical self-distillation.

Roy Miles, Krystian Mikolajczyk

Proceedings of the 31st British Machine Vision Conference 2020, 2020