The University of Southampton

Lei Xun

About my PhD research:

Research area: Software and Hardware Co-design for Efficient Acceleration of Embedded Machine Learning

Supervisor: Professor Geoff Merrett, Professor Long Tran-Thanh and Professor Bashir M Al-Hashimi

Affiliated to


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


Xun, Lei, Tran-Thanh, Long, Al-Hashimi, Bashir and Merrett, Geoff (2020) Optimising resource management for embedded machine learning. In Design, Automation and Test in Europe Conference 2020 (DATE'20). 6 pp .

Xun, Lei (2019) Dataset for "Optimising Resource Management for Embedded Machine Learning". University of Southampton doi:10.5258/SOTON/D1154 [Dataset]

Xun, Lei (2020) Dataset for "Incremental Training and Group Convolution Pruning for Runtime DNN Performance Scaling on Heterogeneous Embedded Platforms". University of Southampton doi:10.5258/SOTON/D1245 [Dataset]

Xun, Lei, Tran-Thanh, Long, Al-Hashimi, Bashir and Merrett, Geoff (2020) Incremental training and group convolution pruning for runtime DNN performance scaling on heterogeneous embedded platforms. In ACM/IEEE Workshop on Machine Learning for CAD 2019 (MLCAD'19). pp. 1-6 .


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