@inproceedings{1e0016e5237d4593b2e781d4cb8ab11d,
title = "Serious Games Application for Memory Training Using Egocentric Images: Workshop on Social Signal Processing and Beyond",
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 F1-score. Our model presents the first method used for automatic egocentric images selection applicable to serious games.",
keywords = "Lifelogging, Machine learning, Serious games, Egocentric vision, Mild cognitive impairment, Computer vision",
author = "Gabriel Oliveira-Barra and Marc Bolanos and Estefan{\'i}a Talavera and Olga Gelonch and Maite Garolera",
year = "2017",
month = dec,
doi = "10.1007/978-3-319-70742-6_11",
language = "English",
isbn = "978-3-319-70741-9",
series = "Lecture Notes in Computer Science",
publisher = "Springer",
pages = "120--130",
editor = "Sebastiano Battiato and Farinella, {Giovanni Maria} and Marco Leo and Giovanni Gallo",
booktitle = "New Trends in Image Analysis and Processing – ICIAP 2017",
address = "Germany",
note = "International Conference on Image Analysis and Processing, ICIAP 2017, ICIAP ; Conference date: 11-09-2017 Through 15-09-2017",
}