This paper presents a low-cost eye-tracker aimed at carrying out tests based on a Visual Paired Comparison protocol for the early detection of Mild Cognitive Impairment. The proposed eye-tracking system is based on machine learning algorithms, a standard webcam, and two personal computers that constitute, respectively, the 'Measurement Sub-System' performing the test on the patients and the 'Test Management Sub-System' used by medical staff for configuring the test protocol, recording the patient data, monitoring the test and storing the test results. The system also integrates an stress estimator based on the measurement of heart rate variability obtained with photoplethysmography.

A Cost-Effective Eye-Tracker for Early Detection of Mild Cognitive Impairment

Greco D.;
2022-01-01

Abstract

This paper presents a low-cost eye-tracker aimed at carrying out tests based on a Visual Paired Comparison protocol for the early detection of Mild Cognitive Impairment. The proposed eye-tracking system is based on machine learning algorithms, a standard webcam, and two personal computers that constitute, respectively, the 'Measurement Sub-System' performing the test on the patients and the 'Test Management Sub-System' used by medical staff for configuring the test protocol, recording the patient data, monitoring the test and storing the test results. The system also integrates an stress estimator based on the measurement of heart rate variability obtained with photoplethysmography.
2022
MELECON 2022 - IEEE Mediterranean Electrotechnical Conference, Proceedings
978-1-6654-4280-0
Alzheimer's disease
Early Detection
Eye-tracker
Heart Rate Variability
Mild Cognitive Impairment
Neural Networks
Photoplethysmography
Python
Raspberry
Webcam
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11311/1269144
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