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Human affective behavior analysis has received much attention in human-computer interaction (HCI). In this paper, we introduce our submission to the CVPR 2022 Competition on Affective Behavior Analysis in-the-wild (ABAW). To fully exploit…

计算机视觉与模式识别 · 计算机科学 2022-04-19 Wei Zhang , Feng Qiu , Suzhen Wang , Hao Zeng , Zhimeng Zhang , Rudong An , Bowen Ma , Yu Ding

This paper describes the 7th Affective Behavior Analysis in-the-wild (ABAW) Competition, which is part of the respective Workshop held in conjunction with ECCV 2024. The 7th ABAW Competition addresses novel challenges in understanding human…

计算机视觉与模式识别 · 计算机科学 2024-07-09 Dimitrios Kollias , Stefanos Zafeiriou , Irene Kotsia , Abhinav Dhall , Shreya Ghosh , Chunchang Shao , Guanyu Hu

The Affective Behavior Analysis in-the-wild (ABAW) 2020 Competition is the first Competition aiming at automatic analysis of the three main behavior tasks of valence-arousal estimation, basic expression recognition and action unit…

机器学习 · 计算机科学 2020-04-16 Dimitrios Kollias , Attila Schulc , Elnar Hajiyev , Stefanos Zafeiriou

Face based affective computing consists in detecting emotions from face images. It is useful to unlock better automatic comprehension of human behaviours and could pave the way toward improved human-machines interactions. However it comes…

计算机视觉与模式识别 · 计算机科学 2022-12-13 Gauthier Tallec , Jules Bonnard , Arnaud Dapogny , Kévin Bailly

A novel procedure is presented in this paper, for training a deep convolutional and recurrent neural network, taking into account both the available training data set and some information extracted from similar networks trained with other…

机器学习 · 计算机科学 2018-09-13 Dimitrios Kollias , Stefanos Zafeiriou

Developing machine learning algorithms to understand person-to-person engagement can result in natural user experiences for communal devices such as Amazon Alexa. Among other cues such as voice activity and gaze, a person's audio-visual…

音频与语音处理 · 电气工程与系统科学 2020-12-02 Srinivas Parthasarathy , Shiva Sundaram

The fifth Affective Behavior Analysis in-the-wild (ABAW) Competition is part of the respective ABAW Workshop which will be held in conjunction with IEEE Computer Vision and Pattern Recognition Conference (CVPR), 2023. The 5th ABAW…

计算机视觉与模式识别 · 计算机科学 2023-03-21 Dimitrios Kollias , Panagiotis Tzirakis , Alice Baird , Alan Cowen , Stefanos Zafeiriou

In this project, we created a database with two types of annotations used in the emotion recognition domain : Action Units and Valence Arousal to try to achieve better results than with only one model. The originality of the approach is…

机器学习 · 计算机科学 2019-12-17 Valentin Richer , Dimitrios Kollias

The task of predicting affective information in the wild such as seven basic emotions or action units from human faces has gradually become more interesting due to the accessibility and availability of massive annotated datasets. In this…

计算机视觉与模式识别 · 计算机科学 2021-07-12 Phan Tran Dac Thinh , Hoang Manh Hung , Hyung-Jeong Yang , Soo-Hyung Kim , Guee-Sang Lee

Among human affective behavior research, facial expression recognition research is improving in performance along with the development of deep learning. However, for improved performance, not only past images but also future images should…

计算机视觉与模式识别 · 计算机科学 2021-07-09 Geesung Oh , Euiseok Jeong , Sejoon Lim

Analyzing human affect is vital for human-computer interaction systems. Most methods are developed in restricted scenarios which are not practical for in-the-wild settings. The Affective Behavior Analysis in-the-wild (ABAW) 2021 Contest…

计算机视觉与模式识别 · 计算机科学 2021-07-16 Yue Jin , Tianqing Zheng , Chao Gao , Guoqiang Xu

In this paper, we present our solution and experiment result for the Multi-Task Learning Challenge of the 7th Affective Behavior Analysis in-the-wild(ABAW7) Competition. This challenge consists of three tasks: action unit detection, facial…

计算机视觉与模式识别 · 计算机科学 2024-07-17 Xiaodong Li , Wenchao Du , Hongyu Yang

Emotion recognition in real-world environments is hindered by partial occlusions, missing modalities, and severe class imbalance. To address these issues, particularly for the Affective Behavior Analysis in-the-wild (ABAW) Expression…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Jun Yu , Naixiang Zheng , Guoyuan Wang , Yunxiang Zhang , Lingsi Zhu , Jiaen Liang , Wei Huang , Shengping Liu

Dynamic facial expression recognition (FER) databases provide important data support for affective computing and applications. However, most FER databases are annotated with several basic mutually exclusive emotional categories and contain…

计算机视觉与模式识别 · 计算机科学 2023-08-15 Yuanyuan Liu , Wei Dai , Chuanxu Feng , Wenbin Wang , Guanghao Yin , Jiabei Zeng , Shiguang Shan

Applications of an efficient emotion recognition system can be found in several domains such as medicine, driver fatigue surveillance, social robotics, and human-computer interaction. Appraising human emotional states, behaviors, and…

计算机视觉与模式识别 · 计算机科学 2024-03-26 Savinay Nagendra , Prapti Panigrahi

In this paper we introduce AFFDEX 2.0 - a toolkit for analyzing facial expressions in the wild, that is, it is intended for users aiming to; a) estimate the 3D head pose, b) detect facial Action Units (AUs), c) recognize basic emotions and…

计算机视觉与模式识别 · 计算机科学 2022-11-03 Mina Bishay , Kenneth Preston , Matthew Strafuss , Graham Page , Jay Turcot , Mohammad Mavadati

Affective Analysis is not a single task, and the valence-arousal value, expression class, and action unit can be predicted at the same time. Previous researches did not pay enough attention to the entanglement and hierarchical relation of…

计算机视觉与模式识别 · 计算机科学 2021-07-20 Ruian He , Zhen Xing , Weimin Tan , Bo Yan

Predicting affective information from human faces became a popular task for most of the machine learning community in the past years. The development of immense and dense deep neural networks was backed by the availability of numerous…

计算机视觉与模式识别 · 计算机科学 2020-10-06 Pablo Barros , Alessandra Sciutti

Facial Expression Recognition(FER) is one of the most important topic in Human-Computer interactions(HCI). In this work we report details and experimental results about a facial expression recognition method based on state-of-the-art…

计算机视觉与模式识别 · 计算机科学 2021-01-25 Donato Cafarelli , Fabio Valerio Massoli , Fabrizio Falchi , Claudio Gennaro , Giuseppe Amato

Emotions play an essential role in human communication. Developing computer vision models for automatic recognition of emotion expression can aid in a variety of domains, including robotics, digital behavioral healthcare, and media…

计算机视觉与模式识别 · 计算机科学 2023-08-04 Yang Qian , Ali Kargarandehkordi , Onur Cezmi Mutlu , Saimourya Surabhi , Mohammadmahdi Honarmand , Dennis Paul Wall , Peter Washington