Title
Serious Games Application for Memory Training Using Egocentric Images.
Abstract
Mild cognitive impairment is the early stage of several neurodegenerative diseases, such as Alzheimer's. In this work, we address the use of lifelogging as a tool to obtain pictures from a patient's daily life from an egocentric point of view. We propose to use them in combination with serious games as a way to provide a non-pharmacological treatment to improve their quality of life. To do so, we introduce a novel computer vision technique that classifies rich and non rich egocentric images and uses them in serious games. We present results over a dataset composed by 10,997 images, recorded by 7 different users, achieving 79% of F1score. Our model presents the first method used for automatic egocentric images selection applicable to serious games.
Year
DOI
Venue
2017
10.1007/978-3-319-70742-6_11
Lecture Notes in Computer Science
Keywords
DocType
Volume
Lifelogging,Serious games,Egocentric vision,Mild cognitive impairment,Machine learning,Computer vision
Conference
10590
ISSN
Citations 
PageRank 
0302-9743
1
0.35
References 
Authors
9
6
Name
Order
Citations
PageRank
Gabriel Oliveira-Barra121.06
Marc Bolaños2749.24
Estefanía Talavera3273.41
Adrián Dueñas410.35
Olga Gelonch510.35
Maite Garolera6223.97