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
  • NCCR Robotics
    • Highlights
    • Governance
    • Our team
    • Labs
    • Past programs
    • Alumni
    • Open positions in robotics
  • Research
    • Wearable Robotics
      • ReGait++
      • Third Arm
    • Rescue Robotics
      • Flying robots
      • Legged robots
      • Collaborations, learning and tests
    • Educational Robotics
      • Cellulo
      • Thymio
    • Publications
    • Open Science
    • Research resources
  • 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
    • Building equality
    • Women in Robotics
    • Resources
  • Outreach
    • Swiss Robotics Days
    • Swiss Drone Days
    • Cybathlon
    • Photo exhibit
    • Other Outreach Events
Menu
  • NCCR Robotics
    • Highlights
    • Governance
    • Our team
    • Labs
    • Past programs
    • Alumni
    • Open positions in robotics
  • Research
    • Wearable Robotics
      • ReGait++
      • Third Arm
    • Rescue Robotics
      • Flying robots
      • Legged robots
      • Collaborations, learning and tests
    • Educational Robotics
      • Cellulo
      • Thymio
    • Publications
    • Open Science
    • Research resources
  • 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
    • Building equality
    • Women in Robotics
    • Resources
  • Outreach
    • Swiss Robotics Days
    • Swiss Drone Days
    • Cybathlon
    • Photo exhibit
    • Other Outreach Events

Effectiveness of different sensing modalities in predicting targets of reaching movements

Publication date:

Authors:

  • Presented at: 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2013), Osaka, Japan, July 3-7, 2013
  • Publication date: 2013

Human motion recognition is essential for many biomedical applications, but few studies compare the abilities of multiple sensing modalities. This paper thus evaluates the effectiveness of different modalities when predicting targets of human reaching movements. Electroencephalography, electrooculography, camera-based eye tracking, electromyography, hand tracking and the user’s preferences are used to make predictions at different points in time. Prediction accuracies are calculated based on data from 10 subjects in within-subject crossvalidation. Results show that electroencephalography can make predictions before limb motion onset, but its accuracy decreases as the number of potential targets increases. Electromyography and hand tracking give high accuracy, but only after motion onset. Eye tracking is robust and gives high accuracy at limb motion onset. Combining multiple modalities can increase accuracy, though not always. While many studies have evaluated individual sensing modalities, this study provides quantitative data on many modalities at different points of time in a single setting. The information could help biomedical engineers choose the most appropriate equipment for a particular application.

    Reference

    • Detailed record: https://infoscience.epfl.ch/record/189733?ln=en
    • EPFL-CONF-189733
    • doi:10.1109/EMBC.2013.6610485
    Reference
    Read the paper
    • Innovation Booster Robotics
    • News
    • Past Events
    • Contact
    • Innovation Booster Robotics
    • News
    • Past Events
    • Contact
    • Journalists and media
    • News bulletin archive
    • Newsletter archive
    • Journalists and media
    • News bulletin archive
    • Newsletter archive
    Twitter Linkedin Youtube
    NCCR Robotics partner institutions

    Leading house

    epfl_white

    Co-Leading house

    eth_white
    unizuerich_white
    idsia_white
    unibe_all_white
    empa-all-white
    unibasel_white

    This website was built by NCCR Robotics and provides useful information on Swiss Robotics. From December 2022, it is no longer updated.

    Copyright © 2022 NCCR Robotics. All rights reserved.