AVEC 2018 Workshop and Challenge: Bipolar disorder and cross-cultural affect recognition

Fabien Ringeval; Roddy Cowie; Shahin Amiriparian; Adrien Michaud; Björn Schuller; Heysem Kaya; Nicholas Cummins; Elvan Çiftçi; Michel Valstar; Maximilian Schmitt; Denis Lalanne; Hüseyin Güleç; Albert Ali Salah; Maja Pantic

doi:10.1145/3266302.3266316

AVEC 2018 Workshop and Challenge: Bipolar disorder and cross-cultural affect recognition

Fabien Ringeval
, Roddy Cowie
, Shahin Amiriparian
, Adrien Michaud
, Björn Schuller
, Heysem Kaya
, Nicholas Cummins
, Elvan Çiftçi
, Michel Valstar
, Maximilian Schmitt
, Denis Lalanne
, Hüseyin Güleç
, Albert Ali Salah
, Maja Pantic

University of Grenoble Alpes
Queen's University Belfast
University Hospital Augsburg
Namik Kemal University
University of Health Sciences
University of Nottingham
University of Fribourg
Bogazici University
Imperial College London

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

119 Scopus citations

Abstract

The Audio/Visual Emotion Challenge and Workshop (AVEC 2018) “Bipolar disorder, and cross-cultural affect recognition” is the eighth competition event aimed at the comparison of multimedia processing and machine learning methods for automatic audiovisual health and emotion analysis, with all participants competing strictly under the same conditions. The goal of the Challenge is to provide a common benchmark test set for multimodal information processing and to bring together the health and emotion recognition communities, as well as the audiovisual processing communities, to compare the relative merits of various approaches to health and emotion recognition from real-life data. This paper presents the major novelties introduced this year, the challenge guidelines, the data used, and the performance of the baseline systems on the three proposed tasks: bipolar disorder classification, cross-cultural dimensional emotion recognition, and emotional label generation from individual ratings, respectively.

Original language	English
Title of host publication	AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018
Publisher	Association for Computing Machinery, Inc
Pages	3-13
Number of pages	11
ISBN (Electronic)	9781450359832
DOIs	https://doi.org/10.1145/3266302.3266316
State	Published - 15 Oct 2018
Externally published	Yes
Event	8th Audio-Visual Emotion Challenge and Workshop, AVEC 2018, held in conjunction with the ACM Multimedia, MM 2018 - Seoul, Korea, Republic of Duration: 22 Oct 2018 → …

Publication series

Name	AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018

Conference

Conference	8th Audio-Visual Emotion Challenge and Workshop, AVEC 2018, held in conjunction with the ACM Multimedia, MM 2018
Country/Territory	Korea, Republic of
City	Seoul
Period	22/10/18 → …

Keywords

Affective Computing
Bipolar Disorder
Cross-Cultural Emotion

Access to Document

10.1145/3266302.3266316

Cite this

Ringeval, F., Cowie, R., Amiriparian, S., Michaud, A., Schuller, B., Kaya, H., Cummins, N., Çiftçi, E., Valstar, M., Schmitt, M., Lalanne, D., Güleç, H., Salah, A. A., & Pantic, M. (2018). AVEC 2018 Workshop and Challenge: Bipolar disorder and cross-cultural affect recognition. In AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018 (pp. 3-13). (AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018). Association for Computing Machinery, Inc. https://doi.org/10.1145/3266302.3266316

Ringeval, Fabien ; Cowie, Roddy ; Amiriparian, Shahin et al. / AVEC 2018 Workshop and Challenge : Bipolar disorder and cross-cultural affect recognition. AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018. Association for Computing Machinery, Inc, 2018. pp. 3-13 (AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018).

@inproceedings{544808489c09474fa21ef87a0dab8086,

title = "AVEC 2018 Workshop and Challenge: Bipolar disorder and cross-cultural affect recognition",

abstract = "The Audio/Visual Emotion Challenge and Workshop (AVEC 2018) “Bipolar disorder, and cross-cultural affect recognition” is the eighth competition event aimed at the comparison of multimedia processing and machine learning methods for automatic audiovisual health and emotion analysis, with all participants competing strictly under the same conditions. The goal of the Challenge is to provide a common benchmark test set for multimodal information processing and to bring together the health and emotion recognition communities, as well as the audiovisual processing communities, to compare the relative merits of various approaches to health and emotion recognition from real-life data. This paper presents the major novelties introduced this year, the challenge guidelines, the data used, and the performance of the baseline systems on the three proposed tasks: bipolar disorder classification, cross-cultural dimensional emotion recognition, and emotional label generation from individual ratings, respectively.",

keywords = "Affective Computing, Bipolar Disorder, Cross-Cultural Emotion",

author = "Fabien Ringeval and Roddy Cowie and Shahin Amiriparian and Adrien Michaud and Bj{\"o}rn Schuller and Heysem Kaya and Nicholas Cummins and Elvan {\c C}ift{\c c}i and Michel Valstar and Maximilian Schmitt and Denis Lalanne and H{\"u}seyin G{\"u}le{\c c} and Salah, \{Albert Ali\} and Maja Pantic",

note = "Publisher Copyright: {\textcopyright} 2018 Association for Computing Machinery.; 8th Audio-Visual Emotion Challenge and Workshop, AVEC 2018, held in conjunction with the ACM Multimedia, MM 2018 ; Conference date: 22-10-2018",

year = "2018",

month = oct,

day = "15",

doi = "10.1145/3266302.3266316",

language = "English",

series = "AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018",

publisher = "Association for Computing Machinery, Inc",

pages = "3--13",

booktitle = "AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018",

}

Ringeval, F, Cowie, R, Amiriparian, S, Michaud, A, Schuller, B, Kaya, H, Cummins, N, Çiftçi, E, Valstar, M, Schmitt, M, Lalanne, D, Güleç, H, Salah, AA & Pantic, M 2018, AVEC 2018 Workshop and Challenge: Bipolar disorder and cross-cultural affect recognition. in AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018. AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018, Association for Computing Machinery, Inc, pp. 3-13, 8th Audio-Visual Emotion Challenge and Workshop, AVEC 2018, held in conjunction with the ACM Multimedia, MM 2018, Seoul, Korea, Republic of, 22/10/18. https://doi.org/10.1145/3266302.3266316

AVEC 2018 Workshop and Challenge: Bipolar disorder and cross-cultural affect recognition. / Ringeval, Fabien; Cowie, Roddy; Amiriparian, Shahin et al.
AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018. Association for Computing Machinery, Inc, 2018. p. 3-13 (AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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T1 - AVEC 2018 Workshop and Challenge

T2 - 8th Audio-Visual Emotion Challenge and Workshop, AVEC 2018, held in conjunction with the ACM Multimedia, MM 2018

AU - Ringeval, Fabien

AU - Cowie, Roddy

AU - Amiriparian, Shahin

AU - Michaud, Adrien

AU - Schuller, Björn

AU - Kaya, Heysem

AU - Cummins, Nicholas

AU - Çiftçi, Elvan

AU - Valstar, Michel

AU - Schmitt, Maximilian

AU - Lalanne, Denis

AU - Güleç, Hüseyin

AU - Salah, Albert Ali

AU - Pantic, Maja

PY - 2018/10/15

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AB - The Audio/Visual Emotion Challenge and Workshop (AVEC 2018) “Bipolar disorder, and cross-cultural affect recognition” is the eighth competition event aimed at the comparison of multimedia processing and machine learning methods for automatic audiovisual health and emotion analysis, with all participants competing strictly under the same conditions. The goal of the Challenge is to provide a common benchmark test set for multimodal information processing and to bring together the health and emotion recognition communities, as well as the audiovisual processing communities, to compare the relative merits of various approaches to health and emotion recognition from real-life data. This paper presents the major novelties introduced this year, the challenge guidelines, the data used, and the performance of the baseline systems on the three proposed tasks: bipolar disorder classification, cross-cultural dimensional emotion recognition, and emotional label generation from individual ratings, respectively.

KW - Affective Computing

KW - Bipolar Disorder

KW - Cross-Cultural Emotion

UR - https://www.scopus.com/pages/publications/85058347971

U2 - 10.1145/3266302.3266316

DO - 10.1145/3266302.3266316

M3 - Conference contribution

AN - SCOPUS:85058347971

T3 - AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018

SP - 3

EP - 13

BT - AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018

PB - Association for Computing Machinery, Inc

Y2 - 22 October 2018

ER -

Ringeval F, Cowie R, Amiriparian S, Michaud A, Schuller B, Kaya H et al. AVEC 2018 Workshop and Challenge: Bipolar disorder and cross-cultural affect recognition. In AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018. Association for Computing Machinery, Inc. 2018. p. 3-13. (AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018). doi: 10.1145/3266302.3266316

AVEC 2018 Workshop and Challenge: Bipolar disorder and cross-cultural affect recognition

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Keywords

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