Search
Close
  • About Us
    • Governance
    • Our Team
    • Labs
    • Open positions
    • Alumni
  • Research
    • Wearable robotics
      • ReGait++
      • Third Arm
    • Rescue Robotics
      • Flying Robots
      • Legged robots
      • Collaboration, Learning and Tests
    • Educational robotics
      • Cellulo
      • Thymio
    • Publications
    • Open Science
  • Education
    • How to get into robotics
      • How our professors got into robotics
      • How our researchers got started
    • Robotics for kids
      • Activities for Kids
      • R2t2 Mars Mission
    • Graduate Programs in Robotics
    • Resources
  • Tech Transfer
    • Researchers expertise
    • Spin-Offs
    • Swiss Robotics Day
    • Swiss Robotics Ecosystem
    • Resources
  • Equal Opportunities
    • Robotics for Girls
    • Master students
    • Young Researchers
    • Building Equality
    • Women in Robotics
    • Resources
  • Awards & Programs
    • Spin-Fund
    • Master Students Exchange Program
    • PhD/Postdoc exchange program
    • Award for Career Development
    • Swiss Robotics Masters Award
    • Award for Scientific Visibility
    • Women keynote speakers
    • Best Paper Award
    • Ukrainian researchers
  • Outreach
    • Swiss Drone Days
    • Cybathlon
    • Swiss Robotics Days
    • Other Outreach Events
  • Contact
Menu
  • About Us
    • Governance
    • Our Team
    • Labs
    • Open positions
    • Alumni
  • Research
    • Wearable robotics
      • ReGait++
      • Third Arm
    • Rescue Robotics
      • Flying Robots
      • Legged robots
      • Collaboration, Learning and Tests
    • Educational robotics
      • Cellulo
      • Thymio
    • Publications
    • Open Science
  • Education
    • How to get into robotics
      • How our professors got into robotics
      • How our researchers got started
    • Robotics for kids
      • Activities for Kids
      • R2t2 Mars Mission
    • Graduate Programs in Robotics
    • Resources
  • Tech Transfer
    • Researchers expertise
    • Spin-Offs
    • Swiss Robotics Day
    • Swiss Robotics Ecosystem
    • Resources
  • Equal Opportunities
    • Robotics for Girls
    • Master students
    • Young Researchers
    • Building Equality
    • Women in Robotics
    • Resources
  • Awards & Programs
    • Spin-Fund
    • Master Students Exchange Program
    • PhD/Postdoc exchange program
    • Award for Career Development
    • Swiss Robotics Masters Award
    • Award for Scientific Visibility
    • Women keynote speakers
    • Best Paper Award
    • Ukrainian researchers
  • Outreach
    • Swiss Drone Days
    • Cybathlon
    • Swiss Robotics Days
    • Other Outreach Events
  • Contact
Search
Close
  • About Us
    • Governance
    • Our team
    • Labs
    • Open positions
    • Alumni
  • Research
    • Wearable Robotics
      • ReGait++
      • Third Arm
    • Rescue Robotics
      • Flying robots
      • Legged robots
      • Collaborations, learning and tests
    • Educational Robotics
      • Cellulo
      • Thymio
    • Publications
    • Open Science
  • Education
    • How to get into robotics
      • How our professors got into robotics
      • How our researchers got started
    • Robotics for kids
      • Activities for kids
      • R2t2 Mars mission
    • Graduate programs in robotics
    • Resources
  • Tech Transfer
    • Researchers expertise
    • Spin-Offs
    • Swiss Robotics Day
    • Swiss Robotics Ecosystem
    • Resources
  • Equal Opportunities
    • Robotics for girls
    • Master students
    • Young researchers
    • Building equality
    • Women in Robotics
    • Resources
  • Awards & Programs
    • Spin-Fund
    • Award for Career Development
    • Swiss Robotics Masters Award
    • Award for Scientific Visibility
    • PhD/Postdoc Exchange Program
    • Master Students Exchange Program
    • Women Keynote Speakers
    • Best Paper Awards
    • Ukrainian Researchers
  • Outreach
    • Swiss Robotics Days
    • Swiss Drone Days
    • Cybathlon
    • Other Outreach Events
Menu
  • About Us
    • Governance
    • Our team
    • Labs
    • Open positions
    • Alumni
  • Research
    • Wearable Robotics
      • ReGait++
      • Third Arm
    • Rescue Robotics
      • Flying robots
      • Legged robots
      • Collaborations, learning and tests
    • Educational Robotics
      • Cellulo
      • Thymio
    • Publications
    • Open Science
  • Education
    • How to get into robotics
      • How our professors got into robotics
      • How our researchers got started
    • Robotics for kids
      • Activities for kids
      • R2t2 Mars mission
    • Graduate programs in robotics
    • Resources
  • Tech Transfer
    • Researchers expertise
    • Spin-Offs
    • Swiss Robotics Day
    • Swiss Robotics Ecosystem
    • Resources
  • Equal Opportunities
    • Robotics for girls
    • Master students
    • Young researchers
    • Building equality
    • Women in Robotics
    • Resources
  • Awards & Programs
    • Spin-Fund
    • Award for Career Development
    • Swiss Robotics Masters Award
    • Award for Scientific Visibility
    • PhD/Postdoc Exchange Program
    • Master Students Exchange Program
    • Women Keynote Speakers
    • Best Paper Awards
    • Ukrainian Researchers
  • Outreach
    • Swiss Robotics Days
    • Swiss Drone Days
    • Cybathlon
    • Other Outreach Events

Incremental Learning using Partial Feedback for Gesture-based Human-Swarm Interaction

Publication date:

Authors:

  • Presented at: The 21st IEEE International Symposium on Robot and Human Interactive Communication, Paris, France, September 9-13, 2012
  • Published in: The 21st IEEE International Symposium on Robot and Human Interactive Communication, p. 898-905
  • Publication date: 2012

In this paper we consider a human-swarm interaction scenario based on hand gestures. We study how the swarm can incrementally learn hand gestures through the interaction with a human instructor providing training gestures and correction feedback. The main contribution of the paper is a novel incremental machine learning approach that makes the robot swarm learn and recognize the gestures in a distributed and decentralized fashion using binary (i.e., yes/no) feedback. It exploits cooperative information exchange and swarm’s intrinsic parallelism and redundancy. We perform extensive tests using real gesture images, showing that good classification accuracies are obtained even with rather few training samples and relatively small swarms. We also show the good scalability of the approach and its relatively low requirements in terms of communication overhead.

    Reference

    • Detailed record: https://infoscience.epfl.ch/record/181048?ln=en
    • EPFL-CONF-181048
    Reference
    Read the paper
    • Intranet
    • News
    • Events
    • Contact
    Menu
    • Intranet
    • News
    • Events
    • Contact
    • Journalists and media
    • News bulletin archive
    • Newsletter archive
    Menu
    • Journalists and media
    • News bulletin archive
    • Newsletter archive
    Subscribe to our newsletter
    Twitter Linkedin Youtube Instagram Facebook
    Partners

    Leading house

    epfl_white

    Co-Leading house

    eth_white
    unizuerich_white
    idsia_white
    unibe_all_white
    empa-all-white
    unibasel_white
    SNSF logo

    Copyright © 2021 NCCR Robotics. All rights reserved.