Implicit Hand Gestures in Aeronautics Cockpit as a Cue for Crew State and Workload Inference
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F15%3APU117014" target="_blank" >RIV/00216305:26230/15:PU117014 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/ITSC.2015.109" target="_blank" >http://dx.doi.org/10.1109/ITSC.2015.109</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ITSC.2015.109" target="_blank" >10.1109/ITSC.2015.109</a>
Alternative languages
Result language
angličtina
Original language name
Implicit Hand Gestures in Aeronautics Cockpit as a Cue for Crew State and Workload Inference
Original language description
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.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach
Others
Publication year
2015
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Proceedings of ITSC 2015
ISBN
978-1-4673-6596-3
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
632-637
Publisher name
The Universidad de Las Palmas de Gran Canaria
Place of publication
Las Palmas
Event location
Las Palmas de Gran Canaria
Event date
May 1, 2015
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000376668800102