An Audio-Video Deep and Transfer Learning Framework for Multimodal Emotion Recognition in the wild
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Abstract (arXiv)
In this paper, we present our contribution to ABAW facial expression challenge. We report the proposed system and the official challenge results adhering to the challenge protocol. Using end-to-end deep learning and benefiting from transfer learning approaches, we reached a test set challenge performance measure of 42.10%.
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). First posted on arXiv 7 Oct 2020.
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Citing papers per year: 2021: 2; 2022: 3; 2023: 1; 2024: 2.
8 papers.
- 2021Analysing Affective Behavior in the second ABAW2 Competitioncited by 163
- 2022ABAW: Valence-Arousal Estimation, Expression Recognition, Action Unit Detection & Multi-Task Learning Challengescited by 156
- 2022ABAW: Learning from Synthetic Data & Multi-Task Learning Challengescited by 110
- 2023ABAW: Valence-Arousal Estimation, Expression Recognition, Action Unit Detection & Emotional Reaction Intensity Estimation Challengescited by 110
- 2024The 6th Affective Behavior Analysis in-the-wild (ABAW) Competitioncited by 78
- 20247th ABAW Competition: Multi-Task Learning and Compound Expression Recognitioncited by 53
- 2021Multi-modal Affect Analysis using standardized data within subjects in the Wildcited by 4
- 2022FV2ES: A Fully End2End Multimodal System for Fast Yet Effective Video Emotion Recognition Inferencecited by 1
- 20247th ABAW Competition: Multi-Task Learning and Compound Expression Recognition4 Jul 2024
- 2024The 6th Affective Behavior Analysis in-the-wild (ABAW) Competition29 Feb 2024
- 2023ABAW: Valence-Arousal Estimation, Expression Recognition, Action Unit Detection & Emotional Reaction Intensity Estimation Challenges2 Mar 2023
- 2022FV2ES: A Fully End2End Multimodal System for Fast Yet Effective Video Emotion Recognition Inference21 Sep 2022
- 2022ABAW: Learning from Synthetic Data & Multi-Task Learning Challenges3 Jul 2022
- 2022ABAW: Valence-Arousal Estimation, Expression Recognition, Action Unit Detection & Multi-Task Learning Challenges22 Feb 2022
- 2021Multi-modal Affect Analysis using standardized data within subjects in the Wild7 Jul 2021
- 2021Analysing Affective Behavior in the second ABAW2 Competition14 Jun 2021