Faculty of Information Technology, BUT

Publication Details

Hand Gestures in Aeronautics Cockpit as a Cue for Crew State and Workload Inference

BEHÚŇ Kamil, HEROUT Adam and PAVELKOVÁ Alena. Hand Gestures in Aeronautics Cockpit as a Cue for Crew State and Workload Inference. In: Proceedings of ITSC 2015. Las Palmas: The Universidad de Las Palmas de Gran Canaria, 2015, pp. 1-6. ISBN 0-00-000000-0.
Czech title
Gesta Rukou jako Způsob Odvození Stavu a Vytížení Posádky v Pilotní Kabine Letadla
Type
conference paper
Language
english
Authors
Behúň Kamil, Ing. (DCGM FIT BUT)
Herout Adam, prof. Ing., Ph.D. (DCGM FIT BUT)
Pavelková Alena, Ing. (DCGM FIT BUT)
Keywords
Implicit Gestures, Human Pose Estimation, Random Forest, Aeronautics Cockpit, Visual Recognition
Abstract
This paper aims at improving advanced aeronautic cockpit by raising its awareness of the crew's state and workload level. Our approach is based on visual analysis of pilot's upper body movements. We define the term of "implicit gestures" and further observe its subclasses. We collected a simulator dataset of practical implicit gestures, annotated semi-automatically a dataset for Human pose estimation training, and we offer these datasets for public use. Based on experiments on this data, we propose a method for recognition of implicit gestures - full interactions, touch-and-go interactions, and unfinished gestures. Our approach is purely visual (no depth data, which are hardly usable in the cockpit environment due to regulations). This method is based on human pose estimation by a hierarchical approach named Pose machine whose subsampled output is used for recognition of implicit gesture presence from sequences of frames by random forest. The experiments show that the classification works reliably and the method is able to recognize these implicit gestures in the cockpit.
Published
2015
Pages
1-6
Proceedings
Proceedings of ITSC 2015
Conference
18th IEEE International Conference on Intelligent Transportation Systems, Las Palmas de Gran Canaria, ES
ISBN
0-00-000000-0
Publisher
The Universidad de Las Palmas de Gran Canaria
Place
Las Palmas, ES
BibTeX
@INPROCEEDINGS{FITPUB10906,
   author = "Kamil Beh\'{u}\v{n} and Adam Herout and Alena Pavelkov\'{a}",
   title = "Hand Gestures in Aeronautics Cockpit as a Cue for Crew State and Workload Inference",
   pages = "1--6",
   booktitle = "Proceedings of ITSC 2015",
   year = 2015,
   location = "Las Palmas, ES",
   publisher = "The Universidad de Las Palmas de Gran Canaria",
   ISBN = "0-00-000000-0",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/10906"
}
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