ABAW Challenge
The Affective Behavior Analysis in-the-wild (ABAW) challenge focuses on advancing the automatic recognition of human emotions and behaviors from unconstrained real-world videos. Current research emphasizes multi-task learning approaches, often employing deep learning architectures like Convolutional Neural Networks (CNNs) and Transformers, to simultaneously predict continuous affect dimensions (valence and arousal), discrete expressions, and facial action units. Success in this challenge has significant implications for developing more human-centered technologies, improving human-computer interaction, and furthering our understanding of human emotion.
Papers
Enhancing Facial Expression Recognition through Dual-Direction Attention Mixed Feature Networks: Application to 7th ABAW Challenge
Josep Cabacas-Maso, Elena Ortega-Beltrán, Ismael Benito-Altamirano, Carles Ventura
Facial Affect Recognition based on Multi Architecture Encoder and Feature Fusion for the ABAW7 Challenge
Kang Shen, Xuxiong Liu, Boyan Wang, Jun Yao, Xin Liu, Yujie Guan, Yu Wang, Gengchen Li, Xiao Sun
Compound Expression Recognition via Multi Model Ensemble for the ABAW7 Challenge
Xuxiong Liu, Kang Shen, Jun Yao, Boyan Wang, Minrui Liu, Liuwei An, Zishun Cui, Weijie Feng, Xiao Sun
EmotiEffNet Facial Features in Uni-task Emotion Recognition in Video at ABAW-5 competition
Andrey V. Savchenko
Facial Affect Recognition based on Transformer Encoder and Audiovisual Fusion for the ABAW5 Challenge
Ziyang Zhang, Liuwei An, Zishun Cui, Ao xu, Tengteng Dong, Yueqi Jiang, Jingyi Shi, Xin Liu, Xiao Sun, Meng Wang
Facial Affective Behavior Analysis Method for 5th ABAW Competition
Shangfei Wang, Yanan Chang, Yi Wu, Xiangyu Miao, Jiaqiang Wu, Zhouan Zhu, Jiahe Wang, Yufei Xiao
Continuous Emotion Recognition using Visual-audio-linguistic information: A Technical Report for ABAW3
Su Zhang, Ruyi An, Yi Ding, Cuntai Guan
Facial Expression Classification using Fusion of Deep Neural Network in Video for the 3rd ABAW3 Competition
Kim Ngan Phan, Hong-Hai Nguyen, Van-Thong Huynh, Soo-Hyung Kim
Multiple Emotion Descriptors Estimation at the ABAW3 Challenge
Didan Deng