Brainsourcing: Crowdsourcing Recognition Tasks via Collaborative Brain-Computer Interfacing

被引：13

作者：

Davis, Keith M., III ^{[1
]}

Kangassalo, Lauri ^{[1
]}

Spape, Michiel ^{[2
]}

Ruotsalo, Tuukka ^{[1
]}

机构：

[1] Univ Helsinki, Dept Comp Sci, Helsinki, Finland

[2] Univ Helsinki, Dept Psychol & Logoped, Helsinki, Finland

来源：

PROCEEDINGS OF THE 2020 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS (CHI'20) | 2020年

基金：

芬兰科学院;

关键词：

Crowdsourcing; Brainsourcing; Brain-computer interfaces; P300; EEG; CLASSIFICATION; DIAGNOSIS; FEEDBACK; SYSTEMS; ISSUES; SKULL;

D O I：

10.1145/3313831.3376288

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper introduces brainsourcing: utilizing brain responses of a group of human contributors each performing a recognition task to determine classes of stimuli. We investigate to what extent it is possible to infer reliable class labels using data collected utilizing electroencephalography (EEG) from participants given a set of common stimuli. An experiment (N=30) measuring EEG responses to visual features of faces (gender, hair color, age, smile) revealed an improved F1 score of 0.94 for a crowd of twelve participants compared to an F1 score of 0.67 derived from individual participants and a random chance of 0.50. Our results demonstrate the methodological and pragmatic feasibility of brainsourcing in labeling tasks and opens avenues for more general applications using brain-computer interfacing in a crowdsourced setting.

引用

页数：14

共 50 条

[31] Task-induced frequency modulation features for brain-computer interfacing [J].

Jayaram, Vinay ;

Hohmann, Matthias ;

Just, Jennifer ;

Schoelkopf, Bernhard ;

Grosse-Wentrup, Moritz .

JOURNAL OF NEURAL ENGINEERING, 2017, 14 (05)

[32] True Zero-Training Brain-Computer Interfacing - An Online Study [J].

Kindermans, Pieter-Jan ;

Schreuder, Martijn ;

Schrauwen, Benjamin ;

Mueller, Klaus-Robert ;

Tangermann, Michael .

PLOS ONE, 2014, 9 (07)

[33] Combined optimization of spatial and temporal filters for improving brain-computer interfacing [J].

Dornhege, Guido ;

Blankertz, Benjamin ;

Krauledat, Matthias ;

Losch, Florian ;

Curio, Gabriel ;

Mueller, Klaus-Robert .

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2006, 53 (11) :2274-2281

[34] Automatic Design for Independent Component Analysis based Brain-computer Interfacing [J].

Chuang, Chun-Hsiang ;

Lin, Yuan-Pin ;

Ko, Li-Wei ;

Jung, Tzyy-Ping ;

Lin, Chin-Teng .

2013 35TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2013, :2180-2183

[35] FORCe: Fully Online and Automated Artifact Removal for Brain-Computer Interfacing [J].

Daly, Ian ;

Scherer, Reinhold ;

Billinger, Martin ;

Mueller-Putz, Gernot .

IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2015, 23 (05) :725-736

[36] Extraction and Recognition of Electroencephalogram Dynamic Patterns for Brain-Computer Interfaces [J].

Trofimov, A. G. ;

Skrugin, V. I. ;

Herrera Rodriguez, A. M. .

2012 XXXVIII CONFERENCIA LATINOAMERICANA EN INFORMATICA (CLEI), 2012,

[37] Advances in Multimodal Emotion Recognition Based on Brain-Computer Interfaces [J].

He, Zhipeng ;

Li, Zina ;

Yang, Fuzhou ;

Wang, Lei ;

Li, Jingcong ;

Zhou, Chengju ;

Pan, Jiahui .

BRAIN SCIENCES, 2020, 10 (10) :1-29

[38] A Collaborative Brain-Computer Interface for Improving Human Performance [J].

Wang, Yijun ;

Jung, Tzyy-Ping .

PLOS ONE, 2011, 6 (05)

[39] The Asilomar Survey: Stakeholders' Opinions on Ethical Issues Related to Brain-Computer Interfacing [J].

Nijboer, Femke ;

Clausen, Jens ;

Allison, Brendan Z. ;

Haselager, Pim .

NEUROETHICS, 2013, 6 (03) :541-578

[40] COMPARISON OF BRAIN-COMPUTER INTERFACE CLASSIFIERS IN IMAGINARY MOVEMENT TASKS [J].

Oganesyan, V. V. ;

Agapov, S. N. ;

Bulanov, V. A. ;

Biryukova, E. V. .

ZHURNAL VYSSHEI NERVNOI DEYATELNOSTI IMENI I P PAVLOVA, 2017, 67 (04) :554-560

← 1 2 3 4 5 →