Dynamic-OFA: Runtime DNN Architecture Switching for Performance Scaling on Heterogeneous Embedded Platforms W Lou*, L Xun*, M Sabetsarvestani, J Bi, J Hare, G Merrett Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2021 | 38 | 2021 |
Ultra-low Power DNN Accelerators for IoT: Resource Characterization of the MAX78000 A Moss, H Lee, L Xun, C Min, F Kawsar, A Montanari Proceedings of the 20th ACM Conference on Embedded Networked Sensor Systems, 2022 | 16* | 2022 |
Optimising Resource Management for Embedded Machine Learning L Xun, L Tran-Thanh, B Al-Hashimi, G Merrett Design, Automation & Test in Europe Conference (DATE), 2020 | 16 | 2020 |
Low-Voltage Energy Efficient Neural Inference by Leveraging Fault Detection Techniques M Safarpour, TZ Deng, J Massingham, L Xun, M Sabokrou, O Silvén IEEE Nordic Circuits and Systems Conference (NorCAS), 2021 | 12 | 2021 |
A High-Level Approach for Energy Efficiency Improvement of FPGAs by Voltage Trimming M Safarpour, L Xun, GV Merrett, O Silven IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2021 | 11 | 2021 |
Dynamic Transformer for Efficient Machine Translation on Embedded Devices H Parry, L Xun, A Sabet, J Bi, J Hare, GV Merrett ACM/IEEE 3rd Workshop on Machine Learning for CAD (MLCAD), 2021 | 11 | 2021 |
Incremental Training and Group Convolution Pruning for Runtime DNN Performance Scaling on Heterogeneous Embedded Platforms L Xun, L Tran-Thanh, BM Al-Hashimi, GV Merrett ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD), 2019 | 11 | 2019 |
Temporal Early Exits for Efficient Video Object Detection A Sabet, L Xun, J Hare, B Al-Hashimi, GV Merrett TechRxiv https://doi.org/10.36227/techrxiv.24602019.v2, 2023 | 10 | 2023 |
Dynamic DNNs Meet Runtime Resource Management on Mobile and Embedded Platforms L Xun, BM Al-Hashimi, J Hare, GV Merrett UK Mobile, Wearable and Ubiquitous Systems Research Symposium (MobiUK), 2022 | 3 | 2022 |
Runtime DNN Performance Scaling through Resource Management on Heterogeneous Embedded Platforms L Xun, B Al-Hashimi, J Hare, G Merrett tinyML EMEA Technical Forum, 2021 | 2 | 2021 |
Dynamic DNNs Meet Runtime Resource Management for Efficient Heterogeneous Computing L Xun, J Hare, G Merrett Workshop on Novel Architecture and Novel Design Automation (NANDA), 2023 | 1 | 2023 |
Fluid Dynamic DNNs for Reliable and Adaptive Distributed Inference on Edge Devices L Xun*, M Hu*, H Zhao, AK Singh, J Hare, GV Merrett Design, Automation & Test in Europe Conference (DATE), 2024 | | 2024 |
Dynamic DNNs and Runtime Management for Efficient Inference on Mobile/Embedded Devices L Xun, J Hare, GV Merrett Design, Automation & Test in Europe Conference (DATE), PhD Forum, 2024 | | 2024 |