Skip to main content

Main menu

  • About Us
    • Leadership
    • Our Team
    • Vision, Mission and Values
    • Health and Economic Impact
    • Strategic Plan
  • Our Research
    • Research Focus
      • Brain Health
      • Cancer
      • Cardiovascular Conditions and Diseases
      • Digital Health
      • Health Policy
      • Immunity and Infectious Diseases
      • Joint Health and Mobility
      • Respiratory and Lung Health
      • Spinal Cord Injury and Rehabilitation
    • Research Centres and Programs
      • BC Centre on Substance Use
      • Centre for Aging SMART
      • Centre for Cardiovascular Innovation
      • Centre for Clinical Epidemiology and Evaluation
      • Centre for Lung Health
      • Djavad Mowafaghian Centre for Brain Health
      • Immunity and Infection Research Centre
      • International Collaboration On Repair Discoveries
      • Ovarian Cancer Research Centre
      • Vancouver Prostate Centre
      • Community Research Program
      • Emergency Medicine Research Program
      • Hematology Research Program
      • Skin Research Program
      • Other Research Focus Areas
    • News and Stories
    • Researcher Directory
    • Events and Workshops
  • Research Services
    • New to VCHRI
      • Working at VCHRI
      • Regulations and Training
      • Membership with VCHRI
    • Starting Your Project
      • Research Facilitation
      • Awards and Funding
      • Grant Management
      • Operational Approval
    • Developing Your Project
      • Clinical Trials Administration
      • Clinical Research Unit
      • CST Cerner at VCH
      • Research Privacy
      • Financial Policies and Procedures
    • Additional Support
      • Education and Training
      • Communications and Branding
      • Media Relations
      • Study Recruitment Support
      • Innovation and Industry Partnership
    • Internal Awards
    • Clinical Research
    • Innovation and Partnership
  • Participate in Research
    • Reasons to Participate
    • Participant Stories
    • Find a Study
    • Recruitment Support

User menu

  • Log in

Breadcrumb

  1. Home
  2. Our Research
  3. News and Stories
  4. Computer algorithm tracks head impacts in sport

Computer algorithm tracks head impacts in sport

Stories Nov 17, 2022 4 minutes

Using computer software to track headers in soccer game video footage could lead to the widespread collection of head impact data.

Sport-related head injury is a significant health concern that can lead to harmful effects down the line, such as permanent brain injury. Research led by Vancouver Coastal Health Research Institute researcher Dr. Lyndia Wu and Ahmad Rezaei used a novel computer vision algorithm to create a head injury baseline that could help protect sports participants from short- and long-term negative outcomes from head impacts. 

Published in the journal Nature’s Scientific Reports, their video analysis software was able to identify soccer headers in pre-recorded soccer game footage.

“To our knowledge, this is the first paper to use this video-based learning approach to detect heading exposure in soccer,” notes Wu. “It is a relatively novel contribution that is shifting away from conventional thinking about how to track possible head injuries, such as concussion.”

Dr. Lyndia Wu is a principal investigator at the International Collaboration on Repair Discoveries (ICORD) and an assistant professor and director of the Sensing in Biomechanical Processes Lab (SimPL) in the Department of Mechanical Engineering at the University of British Columbia (UBC).

Heading is a common technique that soccer players use to redirect the ball during game play. Headers represent approximately 90 per cent of all head impacts in soccer, with the remainder being mostly unintentional player-to-player or head-to-ground impacts, says Rezaei.

Concussion accounts for around 14,500 emergency department visits and 600 hospitalizations in B.C. each year.

Head injuries are any type of trauma to the brain, skull or scalp. One type of acute head injury is concussion, which occurs when the soft tissues of the brain that are normally protected by the skull and cerebrospinal fluid undergo substantial tissue stretch due to excessive head accelerations. Concussion can occur as a result of a fall or any injury that rapidly shakes the brain inside the skull. 

Successive or highly severe head injuries have been linked with an increased risk of long-term brain effects, such as headaches and difficulties balancing, concentrating and remembering. However, there is currently a gap in scientific knowledge about what types of head injuries can lead to long-term brain health consequences.

Computer vision algorithm outperformed wearable technology in training sessions

Wu and Rezaei’s computer vision algorithm used deep learning convolutional neural networks (CNNs) to track when a soccer ball made contact with a soccer player’s head. 

Deep learning is a computer algorithm that tries to mimic the human brain’s ability to analyze data and make deductions or predictions. CNNs are a type of deep learning often used to identify and classify types of images, in this case, soccer headers.

Soccer game video footage screenshots of headers identified by Wu and Rezaei’s computer vision algorithm.

Wu and Rezaei’s video analysis CNN was trained to estimate the position of the ball in matches, and then crop and zoom into the frame to improve ball detection accuracy.

Their algorithm detected over 95 per cent of headers in training sessions and 92.9 per cent in five independent full soccer games — with an average of eight missed headers per game. The software performed less well in an independent, full soccer game test, with precision dropping to 21.1 per cent and an average of 379 false-positive headers per game. 

“This difference likely had to do with the training session having too few non-headers versus headers,” notes Rezaei. “While the training videos averaged seven non-headers per each header, the full-game test averaged 110 non-headers for every header.” 

Dr. Ahmad Rezaei is a mechanical engineering PhD student at UBC.

Previous research into headers has often used wearable technology, such as a mouthguard, to detect head impacts. In comparison, Wu and Rezaei’s video analysis CNN had similar or higher accuracy, states Rezaei.

Header analysis using Wu and Rezaei’s CNN technology also took a fraction of the time that it would take for humans to perform a similar analysis, explains Wu. “In a previous study, 14 trained reviewers analyzed around 160 hours of video to capture around 200 headers,” she says. “Our software could complete a similar analysis in a matter of minutes.”

As an added advantage, because the platform is built on open-source software, it would come at a fraction of the cost.

Data could support health care providers in preventing harm from head injuries 

Wu and Rezaei’s study paves the way for the collection of both quantitative and qualitative data that could help analyze nuances of head injury in sport. For example, linking header frequency with medical data could determine whether a certain number of headers experienced by any individual can predispose them to negative brain changes in the future.

Coupled with wearable technology, Wu and Rezaei’s software could also provide more robust data-sets related to head impacts.

“This is the first step towards building large, video-based head impact exposure data-sets from sports footage so that we can better understand how past heading exposure relates to long-term cognitive outcomes,” says Wu. 

“In the future, such algorithms can be developed into a potentially real-time exposure tracking algorithm that would help us with individualized exposure monitoring and tracking.”

“This has the potential to become a sideline tool that health care providers, as well as coaches and sports medicine staff, use to help limit and prevent potentially damaging head injury.”
 

Researchers

Lyndia Wu

Related Articles

Overcoming fear after concussion

A snow sport helmet designed with concussions top of mind

Ask an expert: I’ve bumped my head, what do I do if I suspect a concussion?

Share:

  • Facebook
  • Linkedin
  • Twitter
  • Email

Related Research Centres/Programs

International Collaboration On Repair Discoveries

Get the latest research headlines in your inbox

Subscribe

Recent News and Stories

Type
Announcement

Investigator Awards 2023 Recipients

Mar 21, 2023 award
Type
Stories

Ask an expert: Is my menstrual pain normal, or could I have endometriosis?

Mar 16, 2023 women, endometriosis, preventative
Type
Stories

Honing in on precision treatments for endometriosis

Mar 14, 2023 genetics, treatment options
See more news

Get updates!

Join our newsletter mailing list to stay up to date on features and releases.

Subscribe

Quick Links

  • News and Stories
  • Careers
  • Events
  • Media Enquiries

Follow Us

  • Twitter
  • LinkedIn

© 2023 VCHRI. All rights reserved.

  • Contact
  • Privacy Policy