Auditory EEG Decoding Challenge for ICASSP 2024

IF 2.9 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Lies Bollens;Corentin Puffay;Bernd Accou;Jonas Vanthornhout;Hugo Van Hamme;Tom Francart
{"title":"Auditory EEG Decoding Challenge for ICASSP 2024","authors":"Lies Bollens;Corentin Puffay;Bernd Accou;Jonas Vanthornhout;Hugo Van Hamme;Tom Francart","doi":"10.1109/OJSP.2025.3534122","DOIUrl":null,"url":null,"abstract":"This paper describes the auditory EEG challenge, organized as one of the Signal Processing Grand Challenges at ICASSP 2024. The challenge provides electroencephalogram (EEG) recordings of 105 subjects who listened to continuous speech, as audiobooks or podcasts, while their brain activity was recorded. The challenge consists of two tasks that relate EEG signals to the presented speech stimulus. The first task, called match-mismatch, is to determine which of five speech segments induced a given EEG segment. The second task, called regression, is to reconstruct the Mel spectrogram from the EEG. EEG recordings of 85 subjects were provided as a training set so that challenge participants could train their models on a relatively large dataset. The remaining 20 subjects were used as held-out subjects for the evaluation step of the challenge.","PeriodicalId":73300,"journal":{"name":"IEEE open journal of signal processing","volume":"6 ","pages":"478-488"},"PeriodicalIF":2.9000,"publicationDate":"2025-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10854651","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE open journal of signal processing","FirstCategoryId":"1085","ListUrlMain":"https://ieeexplore.ieee.org/document/10854651/","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0

Abstract

This paper describes the auditory EEG challenge, organized as one of the Signal Processing Grand Challenges at ICASSP 2024. The challenge provides electroencephalogram (EEG) recordings of 105 subjects who listened to continuous speech, as audiobooks or podcasts, while their brain activity was recorded. The challenge consists of two tasks that relate EEG signals to the presented speech stimulus. The first task, called match-mismatch, is to determine which of five speech segments induced a given EEG segment. The second task, called regression, is to reconstruct the Mel spectrogram from the EEG. EEG recordings of 85 subjects were provided as a training set so that challenge participants could train their models on a relatively large dataset. The remaining 20 subjects were used as held-out subjects for the evaluation step of the challenge.
ICASSP 2024听觉脑电图解码挑战
本文描述了听觉脑电图挑战,作为ICASSP 2024年信号处理大挑战之一组织。这项挑战提供了105名受试者的脑电图(EEG)记录,这些受试者连续听有声读物或播客,同时记录他们的大脑活动。挑战包括两个任务,将脑电图信号与呈现的语音刺激联系起来。第一个任务,称为匹配不匹配,是确定五个语音片段中哪一个诱发了给定的EEG片段。第二个任务,称为回归,是从脑电图中重建Mel谱图。85名受试者的脑电图记录作为训练集提供,以便挑战参与者可以在相对较大的数据集上训练他们的模型。剩下的20名被试被用作测试的评估步骤。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
5.30
自引率
0.00%
发文量
0
审稿时长
22 weeks
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信