Intelligent Elderly Monitoring System Using Computer Vision

This project presents an intelligent monitoring system that uses computer vision technologies to improve the care of older adults. Various tests were carried out to demonstrate the accuracy and effectiveness of the selected machine learning models, as well as comparisons between the training data used, including different training/test split divisions to determine the best configuration. In addition, a proprietary dataset with 300 videos was created and compared with a subset of NTU RGB+D. The results showed high accuracy and effectiveness in activity detection and tracking.

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Publication Details

Published
2024-08-21
DOI
https://doi.org/10.1109/colcom62950.2024.10720249
Citations
1
Primary Topic
Currency Recognition and Detection
Type
article
Field-Weighted Citation Impact
0.25
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article

Intelligent Elderly Monitoring System Using Computer Vision

Juan‐Carlos Rojas, Juan Inga, Diego Gómez Cerón, M Medina
1 citations
Currency Recognition and Detection
0.25
article

Intelligent Elderly Monitoring System Using Computer Vision

Juan‐Carlos Rojas, Juan Inga, Diego Gómez Cerón, M Medina
article en
1 citations

Abstract

This project presents an intelligent monitoring system that uses computer vision technologies to improve the care of older adults. Various tests were carried out to demonstrate the accuracy and effectiveness of the selected machine learning models, as well as comparisons between the training data used, including different training/test split divisions to determine the best configuration. In addition, a proprietary dataset with 300 videos was created and compared with a subset of NTU RGB+D. The results showed high accuracy and effectiveness in activity detection and tracking.

Universidad del Norte (CO), Politecnica Salesiana University (EC)
Openalex Percentile: Top 46%
Currency Recognition and Detection
0.25
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