IoT sensor-based activity recognition

MAR Ahad, AD Antar, M Ahmed - IoT Sensor-Based Activity Recognition, 2020 - Springer
The accelerometer was invented in 1783. Though the initial purpose of using accelerometer
was to validate the principles of Newtonian physics, with the advancement of the technology …

Auritus: An open-source optimization toolkit for training and development of human movement models and filters using earables

SS Saha, SS Sandha, S Pei, V Jain, Z Wang… - Proceedings of the …, 2022 - dl.acm.org
Smart ear-worn devices (called earables) are being equipped with various onboard sensors
and algorithms, transforming earphones from simple audio transducers to multi-modal …

Deep learning for sensor-based activity recognition: recent trends

MAR Ahad, AD Antar, M Ahmed, MAR Ahad… - IoT Sensor-Based …, 2021 - Springer
The field of human activity recognition (HAR) using different sensor modalities poses
numerous challenges to the researchers working in this domain. Though traditional pattern …

Recognition of human locomotion on various transportations fusing smartphone sensors

AD Antar, M Ahmed, MAR Ahad - Pattern Recognition Letters, 2021 - Elsevier
Recognition of daily human activities in various locomotion and transportation modes has
numerous applications like coaching users for behavior modification and maintaining a …

Position independent activity recognition using shallow neural architecture and empirical modeling

SS Saha, S Rahman, ZRR Haque, T Hossain… - Adjunct Proceedings of …, 2019 - dl.acm.org
The goal of the SHL recognition challenge 2019 is to recognize transportation modalities in
a sensor placement independent manner. In this paper, the performance of shallow neural …

Sensor-based human activity recognition: Challenges ahead

MAR Ahad, AD Antar, M Ahmed, MAR Ahad… - IoT Sensor-Based …, 2021 - Springer
Abstract Human Activity Recognition (HAR) has explored a lot recently in the academia and
industries for numerous applications. There are lots of progress in the domain of vision …

Sensor-based daily activity understanding in caregiving center

T Hossain, S Inoue - 2019 IEEE International Conference on …, 2019 - ieeexplore.ieee.org
Sensor-based activity recognition is an important area for various applications, especially for
elderly people in caregiving centers, smart-homes, etc. Activity recognition deteriorates …

Sensor-based human activity and behavior computing

AD Antar, M Ahmed, MAR Ahad - Vision, sensing and analytics …, 2021 - Springer
A major goal of human activity and behavior recognition (HAR) is to recognize activities and
behaviors from a series of action data for different subjects under different environmental …

Activity recognition for health-care and related works

MAR Ahad - Proceedings of the 2018 ACM International Joint …, 2018 - dl.acm.org
Activity recognition and understanding are very important research areas. Video (RGB-
Depth) sensors, accelerometer, LoRaWAN, etc. are explored for activity recognition for …

Sensor-based benchmark datasets: comparison and analysis

MAR Ahad, AD Antar, M Ahmed, MAR Ahad… - IoT Sensor-Based …, 2021 - Springer
Abstract Human Activity Recognition (HAR) using installed sensors has made renowned
progress in the field of pattern recognition and human-computer interaction. To make …