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Mr Lei Xun

Connect with Lei

Email: lx2u16@ecs.soton.ac.uk

Address: B53, West Highfield Campus, University Road, SO17 1BJ

About

PhD research
Software and Hardware Co-design for Efficient Acceleration of Embedded Machine Learning

Invited seminar titled "Dynamic DNNs Meet Runtime Resource Management" (Recording)

  • at University of Cambridge CaMLSys Lab
  • at Arm Research ML Group

Top-tier publications (Google Scholar)

  • [CVPR'W 2021] Dynamic-OFA: Runtime DNN Architecture Switching for Performance Scaling on Heterogeneous Embedded Platforms: paper, talk and code
  • [DATE 2020] Optimising Resource Management for Embedded Machine Learning: paper

Conference talks (Recording)

  • CVPR'W 2021
  • TinyML EMEA 2021 (Student poster, ranked 4th of all 50 submissions)
  • DATE 2020
  • MLCAD 2019

Internship

Incoming ML Research Intern at Nokia Bell Labs in Cambridge, UK

May 2021 - Feb 2022 CPU Performance Research Intern at Huawei R&D in Cambridge, UK

Freelance

Academic Translator at Nature Portfolio in Shanghai, China

Services

  • Technical Program Committee Member at CVPR 2022 efficient computer vision workshop
  • Reviewer at BMVC2021

Supervisor

Affiliation

Education

  • 2018-2022 PhD EEE - University of Southampton
  • 2016-2017 MSc System on Chip - Distinction - University of Southampton
  • 2013-2016 BEng Electronic Engineering - 2.1 - University of Sheffield

Others

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