An efficient machine learning-based elderly fall detection algorithm

F Hussain, MB Umair, M Ehatisham-ul-Haq… - arXiv preprint arXiv …, 2019 - arxiv.org
efficient fall detection algorithm was proposed which uses a very simple and computationally
efficient … The proposed algorithm is efficient to be used in the real-time fall detection system. …

Silhouette orientation volumes for efficient fall detection in depth videos

E Akagündüz, M Aslan, A Şengür… - IEEE journal of …, 2016 - ieeexplore.ieee.org
… In this paper, a new fall detection framework is proposed based on the Silhouette Orientation
Volumes (SOV) descriptor. As a collection of Silhouette Orientation Images (SOI) [19], SOV …

Elderly fall detection using wearable sensors: A low cost highly accurate algorithm

M Saleh, RLB Jeannès - IEEE Sensors Journal, 2019 - ieeexplore.ieee.org
… The fall detection problem has … -based fall detection algorithm is proposed. Particularly, a
novel online feature extraction method that efficiently employs the time characteristics of falls is …

Real-time energy-efficient fall detection based on SSR energy efficiency strategy

L Ren, W Shi, Z Yu, Z Liu - International Journal of Sensor …, 2016 - inderscienceonline.com
… Devising a fall detection system that is not only highly accurate and reliable, but energy
efficient and durable is a challenge. In this paper, we proposed an energy efficient fall detection

[HTML][HTML] An energy-efficient fall detection method based on FD-DNN for elderly people

L Liu, Y Hou, J He, J Lungu, R Dong - Sensors, 2020 - mdpi.com
… At present, the common fall detection systems [5] are as follows: the system with which the
… -based fall detection system, the video-based fall detection system, and the fall detection

Shape feature encoding via fisher vector for efficient fall detection in depth-videos

M Aslan, A Sengur, Y Xiao, H Wang, MC Ince… - Applied Soft Computing, 2015 - Elsevier
fall detection by encoding the CSS features with Fisher Vector (FV) representation. Especially,
we aim to improve the detection … (BoCSS) to characterize the fall action. The CSS features …

An integrated vision-based approach for efficient human fall detection in a home environment

F Harrou, N Zerrouki, Y Sun, A Houacine - IEEE Access, 2019 - ieeexplore.ieee.org
… In this study, a statistical strategy for efficient fall detection and classification using a GLR
chart and SVM classifier is presented. First, the human body is divided into five portions …

Energy efficient wearable sensor node for IoT-based fall detection systems

TN Gia, VK Sarker, I Tcarenko, AM Rahmani… - Microprocessors and …, 2018 - Elsevier
… sensor node in an IoT-based fall detection system. Furthermore, we analyze undisclosed …
of the fall detection mechanism. We analyze the accuracy of the fall detection system in …

A systematic review on machine learning for fall detection system

S Rastogi, J Singh - Computational intelligence, 2021 - Wiley Online Library
… An efficient fall detection technique should be able to detect the … presented a survey on fall
detection methods, where they categorized fall detection into three main categories: wearable …

IoT-based fall detection system with energy efficient sensor nodes

TN Gia, I Tcarenko, VK Sarker… - 2016 IEEE Nordic …, 2016 - ieeexplore.ieee.org
fall detection system is multifaceted. We argue that the most important ones include fall detection
… the system and ability to timely deliver a notification about a fall. Core building blocks of …