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

被引:2
|
作者
Greco, Danilo [1 ]
Masulli, Francesco [1 ,2 ]
Rovetta, Stefano [1 ,2 ]
Cabri, Alberto [1 ,2 ]
Daffonchio, Davide [1 ]
机构
[1] Univ Genoa, DIBRIS, Via Dodecaneso 35, I-16146 Genoa, Italy
[2] Vega Res Labs Srl, Via Ippolito dAste 7-5, I-16121 Genoa, Italy
关键词
Eye-tracker; Alzheimer's disease; Mild Cognitive Impairment; Early Detection; Raspberry; Webcam; Heart Rate Variability; Photoplethysmography; !text type='Python']Python[!/text; Neural Networks; PAIRED-COMPARISON TASK; MOVEMENTS;
D O I
10.1109/MELECON53508.2022.9843008
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:1141 / 1146
页数:6
相关论文
共 50 条
  • [1] Non-Invasive, Cost-Effective, Early Diagnosis of Mild Cognitive Impairment in an Outpatient Setting: Pilot Study
    White, A. T.
    Merino, R. B.
    Hardin, S.
    Kim, S.
    2018 40TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2018, : 13 - 16
  • [2] Feigned ADHD Associated Cognitive Impairment: Utility of Integrating an Eye-trAcker and the MOXO-dCPT
    Lev, Astar
    Elbaum, Tomer
    Berger, Corinne
    Braw, Yoram
    JOURNAL OF ATTENTION DISORDERS, 2022, 26 (09) : 1212 - 1222
  • [3] Cognitive screening for early detection of mild cognitive impairment
    Nguyen, Ann T.
    Lee, Grace J.
    INTERNATIONAL PSYCHOGERIATRICS, 2020, 32 (09) : 1015 - 1017
  • [4] Analysis of the Cognitive Load in Sternberg’s Problem in an Eye-Tracker Study
    Brusinsky N.A.
    Badarin A.A.
    Andreev A.V.
    Antipov V.M.
    Kurkin S.A.
    Hramov A.E.
    Bulletin of the Russian Academy of Sciences: Physics, 2023, 87 (01) : 105 - 107
  • [5] Early detection of mild cognitive impairment in the aged
    Diaz Mardomingo, M. del Carmen
    Peraita Adrados, Herminia
    PSICOTHEMA, 2008, 20 (03) : 438 - 444
  • [6] Early detection of mild cognitive impairment in the community
    Fornazzari, LR
    St George-Hyslop, P
    Wolf, A
    Ibram, G
    Gheorgiu, M
    Tulloch, F
    Smith, I
    Grose, G
    Salvarrey, A
    Nadkarni, S
    Apanasiewicz, N
    Miranda, D
    NEUROBIOLOGY OF AGING, 2004, 25 : S394 - S394
  • [7] Longitudinal cognitive rehabilitation applied with eye-tracker for patients with Rett Syndrome
    Fabio, Rosa Angela
    Giannatiempo, Samantha
    Semino, Martina
    Capri, Tindara
    RESEARCH IN DEVELOPMENTAL DISABILITIES, 2021, 111
  • [8] IS GENETIC TESTING IN COMBINATION WITH PREVENTIVE DONEPEZIL (ARICEPT,) TREATMENT FOR PATIENTS WITH MILD COGNITIVE IMPAIRMENT COST-EFFECTIVE?
    Djalalov, S.
    Yong, J. H. E.
    Saposnik, G.
    Hoch, J.
    VALUE IN HEALTH, 2009, 12 (03) : A191 - A191
  • [9] Cost-Effective Active Retinal Tracker to Stabilize Eye Motions in Optical Coherence Tomography
    Lim, Yiheng
    de Kinkelder, Roy
    Cense, Barry
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2013, 54 (15)
  • [10] Design of a cost-effective laser spot tracker
    Artan, Goktug Gencehan
    Sari, Huseyin
    LASER RADAR TECHNOLOGY AND APPLICATIONS XXII, 2017, 10191