Three-year review of the 2018–2020 SHL challenge on transportation and locomotion mode recognition from mobile sensors

L Wang, H Gjoreski, M Ciliberto, P Lago… - Frontiers in Computer …, 2021 - frontiersin.org
The Sussex-Huawei Locomotion-Transportation (SHL) Recognition Challenges aim to
advance and capture the state-of-the-art in locomotion and transportation mode recognition …

Enabling reproducible research in sensor-based transportation mode recognition with the Sussex-Huawei dataset

L Wang, H Gjoreski, M Ciliberto, S Mekki… - IEEE …, 2019 - ieeexplore.ieee.org
Transportation and locomotion mode recognition from multimodal smartphone sensors is
useful for providing just-in-time context-aware assistance. However, the field is currently …

Smartphone-based vehicle telematics: A ten-year anniversary

J Wahlström, I Skog, P Händel - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Just as it has irrevocably reshaped social life, the fast growth of smartphone ownership is
now beginning to revolutionize the driving experience and change how we think about …

Mobile Systems applied to Traffic Management and Safety: a state of the art

V Astarita, DC Festa, VP Giofrè - Procedia computer science, 2018 - Elsevier
Mobile systems applied to traffic management and control and traffic safety have the
potential to shape the future of road transportation. The following innovations, that will be …

Review of transportation mode detection approaches based on smartphone data

M Nikolic, M Bierlaire - 17th Swiss Transport Research …, 2017 - infoscience.epfl.ch
The usage of smartphones has rapidly increased during the last years. In addition to
communication capabilities, they are also equipped with several sensors, and are usually …

Early transportation mode detection using smartphone sensing data

A Sharma, SK Singh, SS Udmale… - IEEE Sensors …, 2020 - ieeexplore.ieee.org
The advancement in sensing technology has enabled the development of various
applications for activity recognition using smartphone sensor data. One of the useful …

Transportation mode detection by embedded sensors based on ensemble learning

B Alotaibi - IEEE Access, 2020 - ieeexplore.ieee.org
Context-aware computing has become a certainty due to the widespread use of smartphone
devices equipped with sensors. A wide range of services, such as vehicular traffic …

A framework of combining short-term spatial/frequency feature extraction and long-term IndRNN for activity recognition

B Zhao, S Li, Y Gao, C Li, W Li - Sensors, 2020 - mdpi.com
Smartphone-sensors-based human activity recognition is attracting increasing interest due
to the popularization of smartphones. It is a difficult long-range temporal recognition …

Transportation mode detection using crowdsourced smartphone data

P Nirmal, I Disanayaka, D Haputhanthri… - … 28th Conference of …, 2021 - ieeexplore.ieee.org
Smartphones have gained immense popularity among people and they incorporate several
sophisticated capabilities like sensors that broaden the domain of usability. Consequently …

Classification of users' transportation modalities from mobiles in real operating conditions

C Badii, A Difino, P Nesi, I Paoli, M Paolucci - Multimedia tools and …, 2022 - Springer
The modern mobile phones and the complete digitalization of the public and private
transport networks have allowed to access useful information to understand the user's mean …