Assessing the state of self-supervised human activity recognition using wearables

H Haresamudram, I Essa, T Plötz - … of the ACM on Interactive, Mobile …, 2022 - dl.acm.org
The emergence of self-supervised learning in the field of wearables-based human activity
recognition (HAR) has opened up opportunities to tackle the most pressing challenges in the …

Bootstrapping human activity recognition systems for smart homes from scratch

SK Hiremath, Y Nishimura, S Chernova… - Proceedings of the ACM …, 2022 - dl.acm.org
Smart Homes have come a long way: From research laboratories in the early days, through
(almost) neglect, to their recent revival in real-world environments enabled through the …

The Lifespan of Human Activity Recognition Systems for Smart Homes

SK Hiremath, T Plötz - Sensors, 2023 - mdpi.com
With the growing interest in smart home environments and in providing seamless
interactions with various smart devices, robust and reliable human activity recognition (HAR) …

Predicting performance improvement of human activity recognition model by additional data collection

K Tanigaki, TC Teoh, N Yoshimura… - Proceedings of the …, 2022 - dl.acm.org
The development of a machine-learning-based human activity recognition (HAR) system
using body-worn sensors is mainly composed of three phases: data collection, model …

[HTML][HTML] Enhancing human activity recognition using features reduction in iot edge and azure cloud

AA Wazwaz, KM Amin, NA Semari… - Decision Analytics Journal, 2023 - Elsevier
Abstract The Internet of Things (IoT), cloud computing, and machine learning opened an
opportunity for new smart systems. These technologies have triggered huge traffic and delay …

Layout Agnostic Human Activity Recognition in Smart Homes through Textual Descriptions Of Sensor Triggers (TDOST)

M Thukral, SG Dhekane, SK Hiremath… - arXiv preprint arXiv …, 2024 - arxiv.org
Human activity recognition (HAR) using ambient sensors in smart homes has numerous
applications for human healthcare and wellness. However, building general-purpose HAR …

If only we had more data!: sensor-based human activity recognition in challenging scenarios

T Plötz - 2023 IEEE International Conference on Pervasive …, 2023 - ieeexplore.ieee.org
With the proliferation of miniaturized movement sensing capabilities, human activity
recognition using wearables and other forms of pervasive sensing (HAR) has seen an …

Maintenance Required: Updating and Extending Bootstrapped Human Activity Recognition Systems for Smart Homes

SK Hiremath, T Ploetz - arXiv preprint arXiv:2406.14446, 2024 - arxiv.org
Developing human activity recognition (HAR) systems for smart homes is not straightforward
due to varied layouts of the homes and their personalized settings, as well as idiosyncratic …

Fine-grained Human Activity Recognition Using Virtual On-body Acceleration Data

Z Leng, Y Jain, H Kwon, T Plötz - arXiv preprint arXiv:2211.01342, 2022 - arxiv.org
Previous work has demonstrated that virtual accelerometry data, extracted from videos using
cross-modality transfer approaches like IMUTube, is beneficial for training complex and …

Stepping Into the Next Decade of Ubiquitous and Pervasive Computing: UbiComp and ISWC 2021

R Majethia, S Ghosh, HR Nolasco… - IEEE Pervasive …, 2022 - ieeexplore.ieee.org
The 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing
(UbiComp 2021) took place from September 21–26 virtually, around the world; co-located …