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Related papers: Affective Expression Analysis in-the-wild using Mu…

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Facial expression in-the-wild is essential for various interactive computing domains. In this paper, we proposed an extended version of DAN model to address the VA estimation and facial expression challenges introduced in ABAW 2022. Our…

Computer Vision and Pattern Recognition · Computer Science 2022-03-25 Jae-Yeop Jeong , Yeong-Gi Hong , Daun Kim , Yuchul Jung , Jin-Woo Jeong

This paper presents our system for the Multi-Task Learning (MTL) Challenge in the 4th Affective Behavior Analysis in-the-wild (ABAW) competition. We explore the research problems of this challenge from three aspects: 1) For obtaining…

Computer Vision and Pattern Recognition · Computer Science 2022-08-31 Tenggan Zhang , Chuanhe Liu , Xiaolong Liu , Yuchen Liu , Liyu Meng , Lei Sun , Wenqiang Jiang , Fengyuan Zhang , Jinming Zhao , Qin Jin

In this article, the results of our team for the fifth Affective Behavior Analysis in-the-wild (ABAW) competition are presented. The usage of the pre-trained convolutional networks from the EmotiEffNet family for frame-level feature…

Computer Vision and Pattern Recognition · Computer Science 2023-03-17 Andrey V. Savchenko

Facial action unit detection has emerged as an important task within facial expression analysis, aimed at detecting specific pre-defined, objective facial expressions, such as lip tightening and cheek raising. This paper presents our…

Computer Vision and Pattern Recognition · Computer Science 2023-04-19 Yufeng Yin , Minh Tran , Di Chang , Xinrui Wang , Mohammad Soleymani

Automatic affect recognition has applications in many areas such as education, gaming, software development, automotives, medical care, etc. but it is non trivial task to achieve appreciable performance on in-the-wild data sets. In-the-wild…

Computer Vision and Pattern Recognition · Computer Science 2022-08-08 Darshan Gera , Badveeti Naveen Siva Kumar , Bobbili Veerendra Raj Kumar , S Balasubramanian

For computers to recognize human emotions, expression classification is an equally important problem in the human-computer interaction area. In the 3rd Affective Behavior Analysis In-The-Wild competition, the task of expression…

Computer Vision and Pattern Recognition · Computer Science 2022-04-11 Kim Ngan Phan , Hong-Hai Nguyen , Van-Thong Huynh , Soo-Hyung Kim

Automatic understanding of human affect using visual signals is a problem that has attracted significant interest over the past 20 years. However, human emotional states are quite complex. To appraise such states displayed in real-world…

Computer Vision and Pattern Recognition · Computer Science 2019-12-17 Dimitrios Kollias , Stefanos Zafeiriou

In this work we tackle the task of video-based audio-visual emotion recognition, within the premises of the 2nd Workshop and Competition on Affective Behavior Analysis in-the-wild (ABAW2). Poor illumination conditions, head/body orientation…

Computer Vision and Pattern Recognition · Computer Science 2022-11-04 Panagiotis Antoniadis , Ioannis Pikoulis , Panagiotis P. Filntisis , Petros Maragos

This paper presents a neural network based method Multi-Task Affect Net(MTANet) submitted to the Affective Behavior Analysis in-the-Wild Challenge in FG2020. This method is a multi-task network and based on SE-ResNet modules. By utilizing…

Computer Vision and Pattern Recognition · Computer Science 2020-02-06 Zihang Zhang , Jianping Gu

In the context of HCI, building an automatic system to recognize affect of human facial expression in real-world condition is very crucial to make machine interact naturallisticaly with a man. However, existing facial emotion databases…

Machine Learning · Computer Science 2019-12-17 Mengyao Liu , Dimitrios Kollias

Human emotion recognition holds a pivotal role in facilitating seamless human-computer interaction. This paper delineates our methodology in tackling the Valence-Arousal (VA) Estimation Challenge, Expression (Expr) Classification Challenge,…

Computer Vision and Pattern Recognition · Computer Science 2024-03-19 Weiwei Zhou , Jiada Lu , Chenkun Ling , Weifeng Wang , Shaowei Liu

The importance of automated Facial Emotion Recognition (FER) grows the more common human-machine interactions become, which will only continue to increase dramatically with time. A common method to describe human sentiment or feeling is the…

Computer Vision and Pattern Recognition · Computer Science 2019-11-14 Carl Norman

Facial emotion recognition has been typically cast as a single-label classification problem of one out of six prototypical emotions. However, that is an oversimplification that is unsuitable for representing the multifaceted spectrum of…

Computer Vision and Pattern Recognition · Computer Science 2026-02-09 Joao Baptista Cardia Neto , Claudio Ferrari , Stefano Berretti

In this paper, we consider the problem of real-time video-based facial emotion analytics, namely, facial expression recognition, prediction of valence and arousal and detection of action unit points. We propose the novel frame-level emotion…

Computer Vision and Pattern Recognition · Computer Science 2022-05-25 Andrey V. Savchenko

Expression recognition in in-the-wild video data remains challenging due to substantial variations in facial appearance, background conditions, audio noise, and the inherently dynamic nature of human affect. Relying on a single modality,…

Computer Vision and Pattern Recognition · Computer Science 2026-03-19 Junhyeong Byeon , Jeongyeol Kim , Sejoon Lim

Facial expression in-the-wild is essential for various interactive computing domains. Especially, "Emotional Reaction Intensity" (ERI) is an important topic in the facial expression recognition task. In this paper, we propose a…

Computer Vision and Pattern Recognition · Computer Science 2023-03-17 JiYeon Oh , Daun Kim , Jae-Yeop Jeong , Yeong-Gi Hong , Jin-Woo Jeong

Facial expressions play a fundamental role in human communication. Indeed, they typically reveal the real emotional status of people beyond the spoken language. Moreover, the comprehension of human affect based on visual patterns is a key…

Computer Vision and Pattern Recognition · Computer Science 2021-03-11 Fabio Valerio Massoli , Donato Cafarelli , Giuseppe Amato , Fabrizio Falchi

In this paper, we propose the solution to the Multi-Task Learning (MTL) Challenge of the 4th Affective Behavior Analysis in-the-wild (ABAW) competition. The task of ABAW is to predict frame-level emotion descriptors from videos: discrete…

Computer Vision and Pattern Recognition · Computer Science 2022-07-26 Haiyang Sun , Zheng Lian , Bin Liu , Jianhua Tao , Licai Sun , Cong Cai

In recent years, Affective Computing and its applications have become a fast-growing research topic. Furthermore, the rise of Deep Learning has introduced significant improvements in the emotion recognition system compared to classical…

Computer Vision and Pattern Recognition · Computer Science 2020-01-22 Joaquim Comas , Decky Aspandi , Xavier Binefa

In this paper, we describe the results of the HSEmotion team in two tasks of the seventh Affective Behavior Analysis in-the-wild (ABAW) competition, namely, multi-task learning for simultaneous prediction of facial expression, valence,…

Computer Vision and Pattern Recognition · Computer Science 2024-07-19 Andrey V. Savchenko