@inproceedings{991e23873dac4f2a876066690941614b,
title = "The Trauma THOMPSON Challenge Report MICCAI 2023",
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%.",
keywords = "Action Anticipation, Action Recognition, Procedure Recognition, Visual Question Answering",
author = "Yupeng Zhuo and {W. Kirkpatrick}, Andrew and Kyle Couperus and Oanh Tran and Juan Wachs",
note = "Publisher Copyright: {\textcopyright} The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.; 1st 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 ; Conference date: 12-10-2023 Through 16-10-2023",
year = "2025",
month = jan,
day = "1",
doi = "10.1007/978-3-031-71626-3_8",
language = "English",
isbn = "9783031716256",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer Science and Business Media Deutschland GmbH",
pages = "61--71",
editor = "Rina Bao and Ellen Grant and Yangming Ou and Andrew Kirkpatrick and Juan Wachs",
booktitle = "AI 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",
address = "Germany",
}