Imperial College London

STEFANOS ZAFEIRIOU, PhD

Faculty of EngineeringDepartment of Computing

Reader in Machine Learning and Computer Vision
 
 
 
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Contact

 

+44 (0)20 7594 8461s.zafeiriou Website CV

 
 
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Location

 

375Huxley BuildingSouth Kensington Campus

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Summary

 

Publications

Citation

BibTex format

@inproceedings{Schuller:2018:10.21437/Interspeech.2018-51,
author = {Schuller, BW and Steidl, S and Batliner, A and Marschik, PB and Baumeister, H and Dong, F and Hantke, S and Pokorny, FB and Rathner, EM and Bartl-Pokorny, KD and Einspieler, C and Zhang, D and Baird, A and Amiriparian, S and Qian, K and Ren, Z and Schmitt, M and Tzirakis, P and Zafeiriou, S},
doi = {10.21437/Interspeech.2018-51},
pages = {122--126},
title = {The INTERSPEECH 2018 computational paralinguistics challenge: Atypical & self-assessed affect, crying & Heart beats},
url = {http://dx.doi.org/10.21437/Interspeech.2018-51},
year = {2018}
}

RIS format (EndNote, RefMan)

TY  - CPAPER
AB - © 2018 International Speech Communication Association. All rights reserved. The INTERSPEECH 2018 Computational Paralinguistics Challenge addresses four different problems for the first time in a research competition under well-defined conditions: In the Atypical Affect Sub-Challenge, four basic emotions annotated in the speech of handicapped subjects have to be classified; in the Self-Assessed Affect Sub-Challenge, valence scores given by the speakers themselves are used for a three-class classification problem; in the Crying Sub-Challenge, three types of infant vocalisations have to be told apart; and in the Heart Beats Sub-Challenge, three different types of heart beats have to be determined. We describe the Sub-Challenges, their conditions, and baseline feature extraction and classifiers, which include data-learnt (supervised) feature representations by end-to-end learning, the 'usual' ComParE and BoAW features, and deep unsupervised representation learning using the AUDEEP toolkit for the first time in the challenge series.
AU - Schuller,BW
AU - Steidl,S
AU - Batliner,A
AU - Marschik,PB
AU - Baumeister,H
AU - Dong,F
AU - Hantke,S
AU - Pokorny,FB
AU - Rathner,EM
AU - Bartl-Pokorny,KD
AU - Einspieler,C
AU - Zhang,D
AU - Baird,A
AU - Amiriparian,S
AU - Qian,K
AU - Ren,Z
AU - Schmitt,M
AU - Tzirakis,P
AU - Zafeiriou,S
DO - 10.21437/Interspeech.2018-51
EP - 126
PY - 2018///
SN - 2308-457X
SP - 122
TI - The INTERSPEECH 2018 computational paralinguistics challenge: Atypical & self-assessed affect, crying & Heart beats
UR - http://dx.doi.org/10.21437/Interspeech.2018-51
ER -