The INTERSPEECH 2017 Computational Paralinguistics Challenge: Addressee, Cold & Snoring

被引：88

作者：

Schuller, Bjoern ^{[1
,2
]}

Steidl, Stefan ^{[3
]}

Batliner, Anton ^{[2
,3
]}

Bergelson, Elika ^{[4
]}

Krajewski, Jarek ^{[5
]}

Janott, Christoph ^{[6
]}

Amatuni, Andrei ^{[4
]}

Casillas, Marisa ^{[7
]}

Seidl, Amanda ^{[8
]}

Soderstrom, Melanie ^{[9
]}

Warlaumont, Anne S. ^{[10
]}

Hidalgo, Guillermo ^{[5
]}

Schnieder, Sebastian ^{[5
]}

Heiser, Clemens ^{[6
]}

Hohenhorst, Winfried ^{[11
]}

Herzog, Michael ^{[12
]}

Schmitt, Maximilian ^{[2
]}

Qian, Kun ^{[6
]}

Zhang, Yue ^{[1
,6
]}

Trigeorgis, George ^{[1
]}

Tzirakis, Panagiotis ^{[1
]}

Zafeiriou, Stefanos ^{[1
,13
]}

机构：

[1] Imperial Coll London, Dept Comp, London, England

[2] Univ Passau, Chair Complex & Intelligent Syst, Passau, Germany

[3] FAU Erlangen Nuremberg, Pattern Recognit Lab, Erlangen, Germany

[4] Duke Univ, Psychol & Neurosci, Durham, NC 27706 USA

[5] Univ Wuppertal, Wuppertal, Germany

[6] Tech Univ Munich, Munich, Germany

[7] Max Planck Inst Psycholinguist, Nijmegen, Netherlands

[8] Purdue Univ, Speech Language & Hearing Sci, W Lafayette, IN 47907 USA

[9] Univ Manitoba, Psychol, Winnipeg, MB, Canada

[10] Univ Calif Merced, Cognit & Informat Sci, Merced, CA USA

[11] Alfried Krupp Hosp, Clin ENT Med Head & Neck Surg, Essen, Germany

[12] Carl Thiem Klinikum, Clin ENT Med Head & Neck Surg, Cottbus, Germany

[13] Univ Oulu, Oulu, Finland

来源：

18TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION (INTERSPEECH 2017), VOLS 1-6: SITUATED INTERACTION | 2017年

基金：

美国国家科学基金会; 英国工程与自然科学研究理事会; 欧洲研究理事会; 欧盟第七框架计划;

关键词：

Computational Paralinguistics; Challenge; Addressee; Child Directed Speech; Speech under Cold; Snoring; SPEECH; RECOGNITION; ACOUSTICS;

D O I：

10.21437/Interspeech.2017-43

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The INTERSPEECH 2017 Computational Paralinguistics Challenge addresses three different problems for the first time in research competition under well-defined conditions: In the Addressee sub-challenge, it has to be determined whether speech produced by an adult is directed towards another adult or towards a child; in the Cold sub-challenge, speech under cold has to be told apart from 'healthy' speech; and in the Snoring sub-challenge, four different types of snoring have to be classified. In this paper, we describe these sub-challenges, their conditions, and the baseline feature extraction and classifiers, which include data-learnt feature representations by end-to-end learning with convolutional and recurrent neural networks, and bag-of-audio-words for the first time in the challenge series.

引用

页码：3442 / 3446

页数：5

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