Human activity recognition (har) using deep learning: Review, methodologies, progress and future research directions

P Kumar, S Chauhan, LK Awasthi - Archives of Computational Methods in …, 2024 - Springer
Human activity recognition is essential in many domains, including the medical and smart
home sectors. Using deep learning, we conduct a comprehensive survey of current state …

A review of multimodal human activity recognition with special emphasis on classification, applications, challenges and future directions

SK Yadav, K Tiwari, HM Pandey, SA Akbar - Knowledge-Based Systems, 2021 - Elsevier
Human activity recognition (HAR) is one of the most important and challenging problems in
the computer vision. It has critical application in wide variety of tasks including gaming …

A survey on wearable sensor modality centred human activity recognition in health care

Y Wang, S Cang, H Yu - Expert Systems with Applications, 2019 - Elsevier
Increased life expectancy coupled with declining birth rates is leading to an aging
population structure. Aging-caused changes, such as physical or cognitive decline, could …

A survey on unsupervised learning for wearable sensor-based activity recognition

AO Ige, MHM Noor - Applied Soft Computing, 2022 - Elsevier
Abstract Human Activity Recognition (HAR) is an essential task in various applications such
as pervasive healthcare, smart environment, and security and surveillance. The need to …

A survey on ambient-assisted living tools for older adults

P Rashidi, A Mihailidis - IEEE journal of biomedical and health …, 2012 - ieeexplore.ieee.org
In recent years, we have witnessed a rapid surge in assisted living technologies due to a
rapidly aging society. The aging population, the increasing cost of formal health care, the …

Sensor-based activity recognition

L Chen, J Hoey, CD Nugent… - IEEE Transactions on …, 2012 - ieeexplore.ieee.org
Research on sensor-based activity recognition has, recently, made significant progress and
is attracting growing attention in a number of disciplines and application domains. However …

A survey on ambient intelligence in healthcare

G Acampora, DJ Cook, P Rashidi… - Proceedings of the …, 2013 - ieeexplore.ieee.org
Ambient Intelligence (AmI) is a new paradigm in information technology aimed at
empowering people's capabilities by means of digital environments that are sensitive …

Multi-user activity recognition: Challenges and opportunities

Q Li, R Gravina, Y Li, SH Alsamhi, F Sun, G Fortino - Information Fusion, 2020 - Elsevier
Human activity recognition has attracted enormous research interest thanks to its
fundamental importance in several domains spanning from health-care to security, safety …

The elderly's independent living in smart homes: A characterization of activities and sensing infrastructure survey to facilitate services development

Q Ni, AB Garcia Hernando, IP De la Cruz - Sensors, 2015 - mdpi.com
Human activity detection within smart homes is one of the basis of unobtrusive wellness
monitoring of a rapidly aging population in developed countries. Most works in this area use …

Accurate activity recognition in a home setting

T Van Kasteren, A Noulas, G Englebienne… - Proceedings of the 10th …, 2008 - dl.acm.org
A sensor system capable of automatically recognizing activities would allow many potential
ubiquitous applications. In this paper, we present an easy to install sensor network and an …