DocumentCode :
1761872
Title :
Gesture Recognition Using Wearable Vision Sensors to Enhance Visitors’ Museum Experiences
Author :
Baraldi, Lorenzo ; Paci, Francesco ; Serra, Giuseppe ; Benini, Luca ; Cucchiara, Rita
Author_Institution :
Dipt. di Ing. Enzo Ferrari, Univ. of Modena & Reggio Emilia, Modena, Italy
Volume :
15
Issue :
5
fYear :
2015
fDate :
42125
Firstpage :
2705
Lastpage :
2714
Abstract :
We introduce a novel approach to cultural heritage experience: by means of ego-vision embedded devices we develop a system, which offers a more natural and entertaining way of accessing museum knowledge. Our method is based on distributed self-gesture and artwork recognition, and does not need fixed cameras nor radio-frequency identifications sensors. We propose the use of dense trajectories sampled around the hand region to perform self-gesture recognition, understanding the way a user naturally interacts with an artwork, and demonstrate that our approach can benefit from distributed training. We test our algorithms on publicly available data sets and we extend our experiments to both virtual and real museum scenarios, where our method shows robustness when challenged with real-world data. Furthermore, we run an extensive performance analysis on our ARM-based wearable device.
Keywords :
gesture recognition; history; human computer interaction; image sensors; museums; virtual reality; ARM-based wearable device; artwork recognition; cultural heritage experience; dense trajectories; distributed self-gesture recognition; distributed training; ego-vision embedded devices; museum knowledge access; real museum scenario; virtual museum scenario; visitors museum experience enhancement; wearable vision sensors; Cameras; Cultural differences; Gesture recognition; Histograms; Sensors; Training; Trajectory; Wearable vision; embedded systems; gesture recognition; interactive museum; natural interfaces;
fLanguage :
English
Journal_Title :
Sensors Journal, IEEE
Publisher :
ieee
ISSN :
1530-437X
Type :
jour
DOI :
10.1109/JSEN.2015.2411994
Filename :
7058423
Link To Document :
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