The Trauma THOMPSON Challenge Report MICCAI 2023

Yupeng Zhuo, Andrew W. Kirkpatrick, Kyle Couperus, Oanh Tran, Juan Wachs

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Trauma TeleHelper for Operational Medical Procedure Support and Offline Network (Trauma THOMPSON) Challenge offers a first egocentric view dataset on emergency care procedures under resource constrained scenarios. This paper describes the baseline solutions to the four tasks of the Trauma THOMPSON Challenge 2023. They were not provided to the participants ahead of the challenge and was not part of the competition. The Temporal Segmentation Network algorithm is used for the action recognition task with top-1 accuracy of 11.38%. It is also used for the action anticipation task with top-1 accuracy of 5.82% and procedure recognition task with top-1 accuracy of 53.57%. ViLT is adopted for the Visual Question Answering challenge with an aggregate accuracy of 39.13%.

Original languageEnglish
Title of host publicationAI for Brain Lesion Detection and Trauma Video Action Recognition - 1st BONBID-HIE Lesion Segmentation Challenge and 1st Trauma Thompson Challenge, Held in Conjunction with MICCAI 2023, Proceedings
EditorsRina Bao, Ellen Grant, Yangming Ou, Andrew Kirkpatrick, Juan Wachs
PublisherSpringer Science and Business Media Deutschland GmbH
Pages61-71
Number of pages11
ISBN (Print)9783031716256
DOIs
StatePublished - 1 Jan 2025
Externally publishedYes
Event1st BONBID-HIE Lesion Segmentation Challenge and 1st Trauma Thompson Challenge Held in Conjunction with 26th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2023 - Vancouver, Canada
Duration: 12 Oct 202316 Oct 2023

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume14567 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference1st BONBID-HIE Lesion Segmentation Challenge and 1st Trauma Thompson Challenge Held in Conjunction with 26th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2023
Country/TerritoryCanada
CityVancouver
Period12/10/2316/10/23

Keywords

  • Action Anticipation
  • Action Recognition
  • Procedure Recognition
  • Visual Question Answering

ASJC Scopus subject areas

  • Theoretical Computer Science
  • General Computer Science

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