Visual Communication with UAS: Recognizing Gestures from an Airborne Platform

被引:2
作者
Schelle, Alexander [1 ]
Stuetz, Peter [1 ]
机构
[1] Univ Bundeswehr Munich, Inst Flight Syst, Neubiberg, Germany
来源
VIRTUAL, AUGMENTED AND MIXED REALITY | 2017年 / 10280卷
关键词
UAS; Gesture recognition; Visual communication;
D O I
10.1007/978-3-319-57987-0_14
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Current tactical unmanned aerial systems receive their guidance and tasking information predominantly via radio links. To be able to communicate with these systems specific electronic devices are required. This work builds on the concept of visual communication of UAS to allow a person on ground commanding a nearby airborne vehicle to perform a specific reconnaissance task via gestures. A procedure to collect the necessary gestural command components is presented as well as a prototype image processing flow which is able to distinguish between neutral poses, static and dynamic 2D gestures. Prototype experiments prove the applicability of the proposed method on real life data from an airborne platform.
引用
收藏
页码:173 / 184
页数:12
相关论文
共 13 条
[1]  
[Anonymous], THESIS
[2]  
[Anonymous], 2014, P BRIT MACH VIS C
[3]   Drone & Me: An Exploration Into Natural Human-Drone Interaction [J].
Cauchard, Jessica R. ;
Jane, L. E. ;
Zhai, Kevin Y. ;
Landay, James A. .
PROCEEDINGS OF THE 2015 ACM INTERNATIONAL JOINT CONFERENCE ON PERVASIVE AND UBIQUITOUS COMPUTING (UBICOMP 2015), 2015, :361-365
[4]   A Kinect-based Gesture Recognition Approach for a Natural Human Robot Interface [J].
Cicirelli, Grazia ;
Attolico, Carmela ;
Guaragnella, Cataldo ;
D'Orazio, Tiziana .
INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2015, 12
[5]   Histograms of oriented gradients for human detection [J].
Dalal, N ;
Triggs, B .
2005 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 1, PROCEEDINGS, 2005, :886-893
[6]  
Escalera S, 2016, J MACH LEARN RES, V17
[7]   ImageNet Classification with Deep Convolutional Neural Networks [J].
Krizhevsky, Alex ;
Sutskever, Ilya ;
Hinton, Geoffrey E. .
COMMUNICATIONS OF THE ACM, 2017, 60 (06) :84-90
[8]   Face recognition: A convolutional neural-network approach [J].
Lawrence, S ;
Giles, CL ;
Tsoi, AC ;
Back, AD .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1997, 8 (01) :98-113
[9]  
Obaid M., 2016, P 20 INT AC MINDTR C, P113, DOI DOI 10.1145/2994310.2994348
[10]   Exploring User-Defined Gestures and Voice Commands to Control an Unmanned Aerial Vehicle [J].
Peshkova, Ekaterina ;
Hitz, Martin ;
Ahlstrom, David .
INTELLIGENT TECHNOLOGIES FOR INTERACTIVE ENTERTAINMENT, INTETAIN 2016, 2017, 178 :47-62