MuSe’24: The 5th Multimodal Sentiment Analysis Challenge and Workshop: Social Perception & Humor

Lukas Christ, Shahin Amiriparian, Andreas König, Simone Eulitz, Erik Cambria, Björn W. Schuller

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The 5th Multimodal Sentiment Analysis Challenge (MuSe), a workshop in conjunction with ACM Multimedia’24, is focused on Multimodal Machine Learning in the domain of Affective Computing. Two different sub-challenges are proposed: Social Perception Sub-Challenge (MuSe-Perception) is a regression task on 16 different perceived characteristics including arrogance, sincerity and likability. For this, the novel LMU-ELP dataset is introduced, consisting of short audiovisual recordings of 177 subjects annotated by MTurk workers. Cross-Cultural Humour Detection Sub-Challenge (MuSe-Humour) poses the problem of cross-cultural humor recognition. An extension of the Passau Spontaneous Football Coach Humor (Passau-SFCH) dataset featuring football coach press conference recordings is utilized in this task. The training set consists of German data, while the test data comprises English recordings only. In both sub-challenges, audiovisual recordings, transcripts, pre-computed features, and baseline models are made available. In this summary, we detail the challenge’s motives, organization, participation statistics, and results.

Original languageEnglish
Title of host publicationMuSe 2024 - Proceedings of the 5th Multimodal Sentiment Analysis Challenge and Workshop
Subtitle of host publicationSocial Perception and Humor, Co-Located with: MM 2024
PublisherAssociation for Computing Machinery, Inc
Pages10-11
Number of pages2
ISBN (Electronic)9798400711992
DOIs
StatePublished - 28 Oct 2024
Externally publishedYes
Event5th Multimodal Sentiment Analysis Challenge and Workshop: Social Perception and Humor, MuSe 2024, in conjunction with ACM Multimedia 2024 - Melbourne, Australia
Duration: 28 Oct 20241 Nov 2024

Publication series

NameMuSe 2024 - Proceedings of the 5th Multimodal Sentiment Analysis Challenge and Workshop: Social Perception and Humor, Co-Located with: MM 2024

Conference

Conference5th Multimodal Sentiment Analysis Challenge and Workshop: Social Perception and Humor, MuSe 2024, in conjunction with ACM Multimedia 2024
Country/TerritoryAustralia
CityMelbourne
Period28/10/241/11/24

Keywords

  • Affective Computing
  • Challenge
  • Cross-Cultural Humour Detection
  • Multimodal Fusion
  • Multimodal Sentiment Analysis
  • Social Perception
  • Summary Paper

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