Deep learning for computer vision based activity recognition and fall detection of the elderly: a systematic review

FX Gaya-Morey, C Manresa-Yee, JM Buades-Rubio - Applied Intelligence, 2024 - Springer
As the proportion of elderly individuals in developed countries continues to rise globally,
addressing their healthcare needs, particularly in preserving their autonomy, is of paramount …

Fall detection paradigm for embedded devices based on yolov8

SN Moutsis, KA Tsintotas, I Kansizoglou… - … on Imaging Systems …, 2023 - ieeexplore.ieee.org
Human-action recognition attempts to determine which deed occurs by people. Owing to the
wide spectrum of human activities, action recognition spans a wide range. Among all, falls …

Ranksearch: An automatic rank search towards optimal tensor compression for video lstm networks on edge

C Man, C Chang, C Ding, A Shen… - … , Automation & Test …, 2023 - ieeexplore.ieee.org
Various industrial and domestic applications call for optimized lightweight video LSTM
network models on edge. The recent tensor-train method can transform space-time features …

Towards LLM-guided Efficient and Interpretable Multi-linear Tensor Network Rank Selection

G Iacovides, W Zhou, D Mandic - arxiv preprint arxiv:2410.10728, 2024 - arxiv.org
We propose a novel framework that leverages large language models (LLMs) to guide the
rank selection in tensor network models for higher-order data analysis. By utilising the …

A fall detection network by 2d/3d spatio-temporal joint models with tensor compression on edge

S Li, C Man, A Shen, Z Guan, W Mao, S Luo… - ACM Transactions on …, 2022 - dl.acm.org
Falling is ranked highly among the threats in elderly healthcare, which promotes the
development of automatic fall detection systems with extensive concern. With the fast …

Efficient fall detection for a healthcare robot system based on 3-axis accelerometer and depth sensor fusion with lstm networks

K Kim, G Yun, SK Park, DH Kim - 2022 26th International …, 2022 - ieeexplore.ieee.org
Fall detection is one of the most important functions for a healthcare robot system because
falls are very dangerous for older people and might lead to death if failed to provide prompt …