An Empirical Study on Deployment Faults of Deep Learning Based Mobile Applications

1 code implementation • 13 Jan 2021 • Zhenpeng Chen, Huihan Yao, Yiling Lou, Yanbin Cao, Yuanqiang Liu, Haoyu Wang, Xuanzhe Liu

In contrast, faults related to the deployment of DL models on mobile devices (named as deployment faults of mobile DL apps) have not been well studied.

Understanding Challenges in Deploying Deep Learning Based Software: An Empirical Study

no code implementations • 2 May 2020 • Zhenpeng Chen, Yanbin Cao, Yuanqiang Liu, Haoyu Wang, Tao Xie, Xuanzhe Liu

Deep learning (DL) becomes increasingly pervasive, being used in a wide range of software applications.

Software Engineering

A First Look at Deep Learning Apps on Smartphones

1 code implementation • 8 Nov 2018 • Mengwei Xu, Jiawei Liu, Yuanqiang Liu, Felix Xiaozhu Lin, Yunxin Liu, Xuanzhe Liu

We are in the dawn of deep learning explosion for smartphones.