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Summary for AVEC 2017: Real-life Depression and Affect Challenge and Workshop

Published: 23 October 2017 Publication History

Abstract

The seventh Audio-Visual Emotion Challenge and workshop AVEC 2017 was held in conjunction with ACM Multimedia'17. This year, the AVEC series addresses two distinct sub-challenges: emotion recognition and depression detection. The Affect Sub-Challenge is based on a novel dataset of human-human interactions recorded 'in-the-wild', whereas the Depression Sub-Challenge is based on the same dataset as the one used in AVEC 2016, with human-agent interactions. In this summary, we mainly describe participation and its conditions.

References

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Abhinav Dhall, Roland Göcke, Jyoti Joshi, Michael Wagner, and Tom Gedeon. 2013. Emotion recognition in the wild challenge (EmotiW) challenge and workshop summary Proceedings of the 15th ACM International Conference on Multimodal Interaction, ICMI 2013. ACM, 371--372.
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Jonathan Gratch, Ron Artstein, Gale Lucas, Giota Stratou, Stefan Scherer, Angela Nazarian, Rachel Wood, Jill Boberg, David DeVault, Stacy Marsella, David Traum, Skip Rizzo, and Louis-Philippe Morency. 2014. The Distress Analysis Interview Corpus of human and computer interviews Proceedings of the 9th International Conference on Language Resources and Evaluation, LREC 2014. ELRA, Reykjavik, Iceland, 3123--3128.
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Kurt Kroenke, Tara W. Strine, Robert L. Spitzer, Jannet B. W. Williams, Joyce T. Berry, and Ali H. Mokdad. 2009. The PHQ-8 as a measure of current depression in the general population. Journal of affective disorders Vol. 114, 1--3 (April. 2009), 163--173.
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Fabien Ringeval, Björn Schuller, Michel Valstar, Roddy Cowie, and Maja Pantic. 2015. AVEC 2015 -- The 5th International Audio/Visual Emotion Challenge and Workshop Proceedings of the 23rd ACM International Conference on Multimedia, MM 2015. ACM, Brisbane, Australia, 1335--1336.
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Fabien Ringeval, Björn Schuller, Michel Valstar, Jonathan Gratch, Roddy Cowie, Stefan Scherer, Sharon Mozgai, Nicholas Cummins, Maximilian Schmitt, and Maja Pantic. 2017. AVEC 2017 -- Real-life Depression and Affect Recognition Workshop and Challeng Proceedings of the 7th International Workshop on Audio/Visual Emotion Challenge, AVEC'17, co-located with the 25th ACM International Conference on Multimedia, MM 2016. ACM, Mountain View (CA), USA, 3--11.
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Björn Schuller, Michel Valstar, Florian Eyben, Roddy Cowie, and Maja Pantic. 2012. AVEC 2012 -- The Continuous Audio/Visual Emotion Challenge Proceedings of the 14th ACM International Conference on Multimodal Interaction, ICMI 2012. ACM, Santa Monica (CA), USA, 449--456.
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Björn Schuller, Michel Valstar, Florian Eyben, Gary McKeown, Roddy Cowie, and Maja Pantic. 2011. AVEC 2011 -- The First International Audio/Visual Emotion Challenge Proceedings of the 4th bi-annual International Conference on Affective Computing and Intelligent Interaction, ACII 2011, Vol. Vol. II. Springer, Memphis (TN), USA, 415--424.
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Michel Valstar, Jonathan Gratch, Björn Schuller, Fabien Ringeval, Roddy Cowie, and Maja Pantic. 2016 a. Summary for AVEC 2016: Depression, Mood, and Emotion Recognition Workshop and Challenge Proceedings of the 24th ACM International Conference on Multimedia, MM 2016. ACM, Amsterdam, The Netherlands, 1483--1484.
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Michel Valstar, Jonathan Gratch, Björn Schuller, Fabien Ringeval, Denis Lalanne, Mercedes Torres Torres, Stefan Scherer, Giota Stratou, Roddy Cowie, and Maja Pantic. 2016 b. AVEC 2016 -- Depression, Mood, and Emotion Recognition Workshop and Challenge Proceedings of the 6th International Workshop on Audio/Visual Emotion Challenge, AVEC'16, co-located with the 24th ACM International Conference on Multimedia, MM 2016. ACM, Amsterdam, The Netherlands, 3--10.
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Michel Valstar, Björn Schuller, Jarek Krajewski, Roddy Cowie, and Maja Pantic. 2013. Workshop Summary for the 3rd International Audio/Visual Emotion Challenge and Workshop (AVEC'13). In Proceedings of the 21st ACM International Conference on Multimedia, MM 2013. ACM, Barcelona, Spain, 1085--1086.
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Michel Valstar, Björn Schuller, Jarek Krajewski, Roddy Cowie, and Maja Pantic. 2014. AVEC 2014: the 4th International Audio/Visual Emotion Challenge and Workshop Proceedings of the 22nd ACM International Conference on Multimedia, MM 2014. ACM, Orlando (FL), USA, 1243--1244.

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  • (2024)The Role of Selected Speech Signal Characteristics in Discriminating Unipolar and Bipolar DisordersSensors10.3390/s2414472124:14(4721)Online publication date: 20-Jul-2024
  • (2023)Classification of Depression and Its Severity Based on Multiple Audio Features Using a Graphical Convolutional Neural NetworkInternational Journal of Environmental Research and Public Health10.3390/ijerph2002158820:2(1588)Online publication date: 15-Jan-2023
  • (2022)COVID-19’s Impact on Mental Health—The Hour of Computational Aid?IEEE Transactions on Computational Social Systems10.1109/TCSS.2022.31918219:4(967-973)Online publication date: Aug-2022
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  1. Summary for AVEC 2017: Real-life Depression and Affect Challenge and Workshop

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      cover image ACM Conferences
      MM '17: Proceedings of the 25th ACM international conference on Multimedia
      October 2017
      2028 pages
      ISBN:9781450349062
      DOI:10.1145/3123266
      Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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      New York, NY, United States

      Publication History

      Published: 23 October 2017

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      Author Tags

      1. affective computing
      2. automatic emotion/depression recognition
      3. social signal processing

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      MM '17
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      MM '17: ACM Multimedia Conference
      October 23 - 27, 2017
      California, Mountain View, USA

      Acceptance Rates

      MM '17 Paper Acceptance Rate 189 of 684 submissions, 28%;
      Overall Acceptance Rate 2,145 of 8,556 submissions, 25%

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      Cited By

      View all
      • (2024)The Role of Selected Speech Signal Characteristics in Discriminating Unipolar and Bipolar DisordersSensors10.3390/s2414472124:14(4721)Online publication date: 20-Jul-2024
      • (2023)Classification of Depression and Its Severity Based on Multiple Audio Features Using a Graphical Convolutional Neural NetworkInternational Journal of Environmental Research and Public Health10.3390/ijerph2002158820:2(1588)Online publication date: 15-Jan-2023
      • (2022)COVID-19’s Impact on Mental Health—The Hour of Computational Aid?IEEE Transactions on Computational Social Systems10.1109/TCSS.2022.31918219:4(967-973)Online publication date: Aug-2022
      • (2021)Jointly Aligning and Predicting Continuous Emotion AnnotationsIEEE Transactions on Affective Computing10.1109/TAFFC.2019.291704712:4(1069-1083)Online publication date: 1-Oct-2021
      • (2021)Using the Short-Time Fourier Transform and ResNet to Diagnose Depression from Speech Data2021 IEEE International Conference on Computing (ICOCO)10.1109/ICOCO53166.2021.9673562(372-376)Online publication date: 17-Nov-2021
      • (2020)User Behavioral Biometrics Identification on Mobile Platform using Multimodal Fusion of Keystroke and Swipe Dynamics and Recurrent Neural Network2020 IEEE 10th Symposium on Computer Applications & Industrial Electronics (ISCAIE)10.1109/ISCAIE47305.2020.9108839(262-267)Online publication date: Apr-2020
      • (2019)Multilevel Sensor Fusion With Deep LearningIEEE Sensors Letters10.1109/LSENS.2018.28789083:1(1-4)Online publication date: Jan-2019
      • (2019)An Emotion-Embedded Visual Attention Model for Dimensional Emotion Context LearningIEEE Access10.1109/ACCESS.2019.29117147(72457-72468)Online publication date: 2019
      • (2019)CentralNet: A Multilayer Approach for Multimodal FusionComputer Vision – ECCV 2018 Workshops10.1007/978-3-030-11024-6_44(575-589)Online publication date: 23-Jan-2019
      • (2018)AVEC 2018 Workshop and ChallengeProceedings of the 2018 on Audio/Visual Emotion Challenge and Workshop10.1145/3266302.3266316(3-13)Online publication date: 15-Oct-2018

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