Ink of Insight: Data Augmentation for Dementia Screening through Handwriting Analysis

Author:

Hosseini-Kivanani Nina1ORCID,Salobrar-Garcia Elena2ORCID,Elvira-Hurtado Lorena2ORCID,Lopez-Cuenca Ines2ORCID,de Hoz Rosa2ORCID,Ramirez Jose M.2ORCID,Gil Pedro3ORCID,Salas-Carrillo Mario3ORCID,Schommer Christoph1ORCID,Leiva Luis A.1ORCID

Affiliation:

1. Department of Computer Science, University of Luxembourg, Esch-sur-Alzette, Luxembourg

2. Ramon Castroviejo Institute of Ophthalmologic Research, Universidad Complutense de Madrid, Madrid, Spain

3. Memory Unit, Geriatrics Service, Hospital Clinico San Carlos, Madrid, Spain

Funder

Horizon 2020 FET program of the European Union

Grupo de Investigación básica en Ciencias de la Visión del IIORC

European Innovation Council Pathfinder program

Publisher

ACM

Reference31 articles.

1. Alzheimer’s Association. 2022. 2022 Alzheimer’s disease facts and figures. Alzheimer’s & Dementia: The Journal of the Alzheimer’s Association 18, 4 (April 2022), 700–789.

2. An Artificial Intelligence-Assisted Method for Dementia Detection Using Images from the Clock Drawing Test

3. Explainable semi-supervised deep learning shows that dementia is associated with small, avocado-shaped clocks with irregularly placed hands

4. The openCV library;Bradski Gary;Miller Freeman Inc,2000

5. Albumentations;Buslaev Alexander;Fast and Flexible Image Augmentations. Information,2020

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