Multimodal Emotion Recognition via Bi-directional Cross-Attention and Temporal Modeling

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References (37)

[1]
From Emotions to Violence: Multimodal Fine-Grained Behavior Analysis at the 9th ABAW
2025D. Kollias, S. Zafeiriou et al.
[2]
Advancements in Affective and Behavior Analysis: The 8th ABAW Workshop and Competition
2025Dimitrios Kollias, Panagiotis Tzirakis et al.
[3]
DVD: A Comprehensive Dataset for Advancing Violence Detection in Real-World Scenarios
2025D. Kollias, D. C. Senadeera et al.
[4]
Emotion Recognition with CLIP and Sequential Learning
2025Weiwei Zhou, Chenkun Ling et al.
[5]
Behaviour4All: in-the-wild Facial Behaviour Analysis Toolkit
2024Dimitrios Kollias, Chunchang Shao et al.
[6]
Multimodal Emotion Recognition using Audio-Video Transformer Fusion with Cross Attention
2024Joe Dhanith, Shravan Venkatraman et al.
[7]
Enhancing Facial Expression Recognition through Dual-Direction Attention Mixed Feature Networks: Application to 7th ABAW Challenge
2024Josep Cabacas-Maso, Elena Ortega-Beltr'an et al.
[8]
7th ABAW Competition: Multi-Task Learning and Compound Expression Recognition
2024D. Kollias, S. Zafeiriou et al.
[9]
Affective Behaviour Analysis via Integrating Multi-Modal Knowledge
2024Wei Zhang, Feng Qiu et al.
[10]
The 6th Affective Behavior Analysis in-the-wild (ABAW) Competition
2024D. Kollias, Panagiotis Tzirakis et al.
[11]
Distribution Matching for Multi-Task Learning of Classification Tasks: a Large-Scale Study on Faces & Beyond
2024D. Kollias, V. Sharmanska et al.
[12]
Multi-Label Compound Expression Recognition: C-EXPR Database & Network
2023D. Kollias
[13]
Leveraging TCN and Transformer for effective visual-audio fusion in continuous emotion recognition
2023Weiwei Zhou, Jiada Lu et al.
[14]
ABAW: Valence-Arousal Estimation, Expression Recognition, Action Unit Detection & Emotional Reaction Intensity Estimation Challenges
2023D. Kollias, Panagiotis Tzirakis et al.
[15]
ABAW: Learning from Synthetic Data & Multi-Task Learning Challenges
2022D. Kollias
[16]
NR-DFERNet: Noise-Robust Network for Dynamic Facial Expression Recognition
2022Hanting Li, Ming-Fa Sui et al.
[17]
Spatio-Temporal Transformer for Dynamic Facial Expression Recognition in the Wild
2022Fuyan Ma, Bin Sun et al.
[18]
Continuous Emotion Recognition using Visual-audio-linguistic Information: A Technical Report for ABAW3
2022Su Zhang, Ruyi An et al.
[19]
Conditional Prompt Learning for Vision-Language Models
2022Kaiyang Zhou, Jingkang Yang et al.
[20]
ABAW: Valence-Arousal Estimation, Expression Recognition, Action Unit Detection & Multi-Task Learning Challenges
2022D. Kollias

Showing 20 of 37 references

Founder's Pitch

"A multimodal framework for robust emotion recognition in video data using cross-attention and temporal modeling."

Emotion RecognitionScore: 6View PDF ↗

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