Title :
Human Daily Activities Indexing in Videos from Wearable Cameras for Monitoring of Patients with Dementia Diseases
Author :
Karaman, Svebor ; Benois-Pineau, Jenny ; Mégret, Rémi ; Dovgalecs, Vladislavs ; Dartigues, Jean-François ; Gaëstel, Yann
Author_Institution :
LaBRI, Univ. de Bordeaux, Talence, France
Abstract :
Our research focuses on analysing human activities according to a known behaviorist scenario, in case of noisy and high dimensional collected data. The data come from the monitoring of patients with dementia diseases by wearable cameras. We define a structural model of video recordings based on a Hidden Markov Model. New spatio-temporal features, color features and localization features are proposed as observations. First results in recognition of activities are promising.
Keywords :
feature extraction; hidden Markov models; image colour analysis; image motion analysis; video cameras; video recording; video signal processing; activity recognition; behaviorist scenario; color features; dementia disease patients; hidden Markov model; human activity indexing; localization features; patient monitoring; spatiotemporal features; video recordings; wearable cameras; Biomedical monitoring; Cameras; Hidden Markov models; Histograms; Image color analysis; Motion segmentation; Videos; Bag of Features; HMM; Localization; Monitoring; Video Indexing;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.999