Shu Liu | 刘澍


Shu.L.Liu@outlook.com

Shu Liu received his M.Sc. and Ph.D. in 2018 and 2022 from the Eidgenössische Technische Hochschule Zürich (ETHZ or ETH Zurich), under supervision of Prof. Helmut Bölcskei and Prof. Elgar Fleisch, respectively. He received his B.Sc. in 2015 from Technical University of Munich (TUM) under the supervision of Prof. Thomas Eibert.

/ / /

Profile-Photo-ShuLiu

Research Interests

My research focuses on robust machine learning and ubiquitous computing in IoT. The vision is to integrate sensing, explainability and knowledge discovery into everyday IoT infrastructures for smart cities and Industry 4.0. My current research topics include:


Selected Publications

game

The Empathetic Car: Exploring Emotion Inference via Driver Behaviour and Traffic Context
Shu Liu, Kevin Koch, Zimu Zhou, Simon Föll, Xiaoxi He, Tina Menke, Elgar Fleisch, Felix Wortmann. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (CCF-A), 2021.

game

Towards Non-Intrusive Camera-Based Heart Rate Variability Estimation in the Car under Naturalistic Condition
Shu Liu, Kevin Koch, Zimu Zhou, Martin Maritsch, Xiaoxi He, Elgar Fleisch, Felix Wortmann. IEEE Internet of Things Journal (JCR-Q1), 2021.

game

HRegNet: A Hierarchical Network for Large-scale Outdoor LiDAR Point Cloud Registration
Fan Lu, Guang Chen, Yinlong Liu, Lijun Zhang, Sanqing Qu, Shu Liu, Rongqi Gu. Proceedings of the IEEE/CVF International Conference on Computer Vision (CCF-A), 2021.
Code

game

When Do Drivers Interact with In-Vehicle Well-being Interventions? An Exploratory Analysis of a Longitudinal Study on Public Roads
Kevin Koch*, Varun Mishra*, Shu Liu, Thomas Berger, Elgar Fleisch, David Kotz, Felix Wortmann. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (CCF-A), 2021.

game

Taking Mental Health & Well-Being to the Streets: An Exploratory Evaluation of In-Vehicle Interventions in the Wild
Kevin Koch, Verena Tiefenbeck, Shu Liu, Thomas Berger, Elgar Fleisch, Felix Wortmann. Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems (CCF-A), 2021.

game

Brake Maneuver Prediction–An Inference Leveraging RNN Focus on Sensor Confidence
Shu Liu, Kevin Koch, Bernhard Gahr, Felix Wortmann. IEEE Intelligent Transportation Systems Conference, 2019.

game

Deep anticipation: lightweight intelligent mobile sensing for unmanned vehicles in IoT by recurrent architecture
Guang Chen*, Shu Liu*, Kejia Ren, Zhongnan Qu, Changhong Fu, Gereon Hinz, Alois Knoll. IET Intelligent Transport Systems (JCR-Q2), 2019.

Team Photo in Zurich