A Novel Real-Time Gesture Recognition Algorithm for Human-Robot Interaction on the UAV

被引:1
|
作者
Chen, Bo [1 ]
Hua, Chunsheng [1 ]
Han, Jianda [1 ]
He, Yuqing [1 ]
机构
[1] Chinese Acad Sci, Shenyang Inst Automat, Shenyang, Liaoning, Peoples R China
来源
基金
中国国家自然科学基金;
关键词
Gesture recognition; Multi-feature filtering; On-line training; UAV control;
D O I
10.1007/978-3-319-68345-4_46
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper provides a new real-time gesture recognition technology for Unmanned Aerial Vehicle (UAV) Control. Despite of the tradition robot controlling system that uses the pre-defined program to control the UAV, this system allows the users to on-line design and control the UAV to finish the abrupt urgent task with different gestures. The system is composed of three parts: On-line personal feature training system, Gesture recognition system and UAV motion control system. In the first part, we collect and analyze user gestures, extract features data and train the recognition program in real time. In the second part, a multi-feature hierarchical filtering algorithm is applied to guarantee both the accuracy and real-time processing speed of our gesture recognition method. In the last part, the gesture recognition result is translated to a UAV through a data transmitter based on Mavlink protocol to achieve the human on-line control for the UAV. Through two extensive experiments, the effectiveness and efficiency of our method has been confirmed.
引用
收藏
页码:518 / 526
页数:9
相关论文
共 50 条
  • [1] Real-time vision based gesture recognition for human-robot interaction
    Hong, Seok-ju
    Setiawan, Nurul Arif
    Lee, Chil-woo
    [J]. KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS: KES 2007 - WIRN 2007, PT I, PROCEEDINGS, 2007, 4692 : 493 - +
  • [2] Online control programming algorithm for human-robot interaction system with a novel real-time human gesture recognition method
    Chen, Bo
    Hua, Chunsheng
    Dai, Bo
    He, Yuqing
    Han, Jianda
    [J]. INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2019, 16 (04)
  • [3] Real-time person tracking and pointing gesture recognition for human-robot interaction
    Nickel, K
    Stiefelhagen, R
    [J]. COMPUTER VISION IN HUMAN-COMPUTER INTERACTION, PROCEEDINGS, 2004, 3058 : 28 - 38
  • [4] An Integrated Real-Time Hand Gesture Recognition Framework for Human-Robot Interaction in Agriculture
    Moysiadis, Vasileios
    Katikaridis, Dimitrios
    Benos, Lefteris
    Busato, Patrizia
    Anagnostis, Athanasios
    Kateris, Dimitrios
    Pearson, Simon
    Bochtis, Dionysis
    [J]. APPLIED SCIENCES-BASEL, 2022, 12 (16):
  • [5] Real-Time Face and Gesture Analysis for Human-Robot Interaction
    Wallhoff, Frank
    Rehrl, Tobias
    Mayer, Christoph
    Radig, Bernd
    [J]. REAL-TIME IMAGE AND VIDEO PROCESSING 2010, 2010, 7724
  • [6] Real-Time Face Recognition for Human-Robot Interaction
    Cruz, Claudia
    Enrique Sucar, L.
    Morales, Eduardo F.
    [J]. 2008 8TH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE & GESTURE RECOGNITION (FG 2008), VOLS 1 AND 2, 2008, : 679 - 684
  • [7] Real-Time Recognition of Human Postures for Human-Robot Interaction
    Zafar, Zuhair
    Venugopal, Rahul
    Berns, Karsten
    [J]. ACHI 2018: THE ELEVENTH INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTER-HUMAN INTERACTIONS, 2018, : 114 - 119
  • [8] Real-Time Hand Gesture Recognition for Human Robot Interaction
    Correa, Mauricio
    Ruiz-del-Solar, Javier
    Verschae, Rodrigo
    Lee-Ferny, Jong
    Castillo, Nelson
    [J]. ROBOCUP 2009: ROBOT SOCCER WORLD CUP XIII, 2010, 5949 : 46 - 57
  • [9] Real-Time Hand Posture Recognition for Human-Robot Interaction Tasks
    Haile Hernandez-Belmonte, Uriel
    Ayala-Ramirez, Victor
    [J]. SENSORS, 2016, 16 (01)
  • [10] Real-time vision-based gesture recognition for human robot interaction
    Hasanuzzaman, M
    Ampornararamveth, V
    Zhang, T
    Bhuiyan, MA
    Shirai, Y
    Ueno, H
    [J]. IEEE ROBIO 2004: PROCEEDINGS OF THE IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, 2004, : 413 - 418