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Lei Xun
Lei Xun
Research Fellow at University of Southampton, Visiting Research Fellow at Cornell University
Verified email at soton.ac.uk
Title
Cited by
Cited by
Year
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
352021
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
152020
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
12*2022
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
92021
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
92019
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
82023
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
82021
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
72021
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
32022
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
22021
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
12023
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
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