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Facial expression in-the-wild is essential for various interactive computing domains. Especially, "Learning from Synthetic Data" (LSD) is an important topic in the facial expression recognition task. In this paper, we propose a multi-task…

计算机视觉与模式识别 · 计算机科学 2022-07-22 Jae-Yeop Jeong , Yeong-Gi Hong , JiYeon Oh , Sumin Hong , Jin-Woo Jeong , Yuchul Jung

Much of the work on automatic facial expression recognition relies on databases containing a certain number of emotion classes and their exaggerated facial configurations (generally six prototypical facial expressions), based on Ekman's…

计算机视觉与模式识别 · 计算机科学 2020-09-29 Wenjing Yan , Shan Li , Chengtao Que , JiQuan Pei , Weihong Deng

Human emotion recognition plays an important role in human-computer interaction. In this paper, we present our approach to the Valence-Arousal (VA) Estimation Challenge, Expression (Expr) Classification Challenge, and Action Unit (AU)…

计算机视觉与模式识别 · 计算机科学 2023-09-07 Weiwei Zhou , Jiada Lu , Zhaolong Xiong , Weifeng Wang

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

Many attempts have been made at estimating discrete emotions (calmness, anxiety, boredom, surprise, anger) and continuous emotional measures commonly used in psychology, namely `valence' (The pleasantness of the emotion being displayed) and…

人机交互 · 计算机科学 2023-10-20 Karthik Subramanian , Saurav Singh , Justin Namba , Jamison Heard , Christopher Kanan , Ferat Sahin

Emotional Reaction Intensity(ERI) estimation is an important task in multimodal scenarios, and has fundamental applications in medicine, safe driving and other fields. In this paper, we propose a solution to the ERI challenge of the fifth…

人工智能 · 计算机科学 2023-03-17 Jun Yu , Jichao Zhu , Wangyuan Zhu , Zhongpeng Cai , Guochen Xie , Renda Li , Gongpeng Zhao

Video content is rich in semantics and has the ability to evoke various emotions in viewers. In recent years, with the rapid development of affective computing and the explosive growth of visual data, affective video content analysis (AVCA)…

计算机视觉与模式识别 · 计算机科学 2024-01-19 Junxiao Xue , Jie Wang , Xuecheng Wu , Qian Zhang

The Affective Behavior Analysis in-the-wild (ABAW2) 2021 Competition is the second -- following the first very successful ABAW Competition held in conjunction with IEEE FG 2020- Competition that aims at automatically analyzing affect. ABAW2…

计算机视觉与模式识别 · 计算机科学 2021-07-06 Dimitrios Kollias , Irene Kotsia , Elnar Hajiyev , Stefanos Zafeiriou

This paper presents a light-weight and accurate deep neural model for audiovisual emotion recognition. To design this model, the authors followed a philosophy of simplicity, drastically limiting the number of parameters to learn from the…

人工智能 · 计算机科学 2018-08-09 Valentin Vielzeuf , Corentin Kervadec , Stéphane Pateux , Alexis Lechervy , Frédéric Jurie

Facial affect analysis remains a challenging task with its setting transitioned from lab-controlled to in-the-wild situations. In this paper, we present novel frameworks to handle the two challenges in the 4th Affective Behavior Analysis…

机器学习 · 计算机科学 2022-07-21 Siyang Li , Yifan Xu , Huanyu Wu , Dongrui Wu , Yingjie Yin , Jiajiong Cao , Jingting Ding

In this report, we present our solution for the Action Unit (AU) Detection Challenge, in 8th Competition on Affective Behavior Analysis in-the-wild. In order to achieve robust and accurate classification of facial action unit in the wild…

计算机视觉与模式识别 · 计算机科学 2025-03-17 Jun Yu , Yunxiang Zhang , Xilong Lu , Yang Zheng , Yongqi Wang , Lingsi Zhu

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…

计算机视觉与模式识别 · 计算机科学 2019-11-14 Carl Norman

Automated emotion recognition has applications in various fields, such as human-machine interaction, healthcare, security, education, and emotion-aware recommendation/feedback systems. Developing methods to analyze human emotions accurately…

系统与控制 · 电气工程与系统科学 2024-09-11 Ruijie Fang , Ruoyu Zhang , Elahe Hosseini , Chongzhou Fang , Mahdi Eslaminehr , Setareh Rafatirad , Houman Homayoun

Group emotion recognition in the wild is a challenging problem, due to the unstructured environments in which everyday life pictures are taken. Some of the obstacles for an effective classification are occlusions, variable lighting…

计算机视觉与模式识别 · 计算机科学 2017-09-13 Luca Surace , Massimiliano Patacchiola , Elena Battini Sönmez , William Spataro , Angelo Cangelosi

Emotion recognition aims to interpret the emotional states of a person based on various inputs including audio, visual, and textual cues. This paper focuses on emotion recognition using visual features. To leverage the correlation between…

计算机视觉与模式识别 · 计算机科学 2022-10-20 Akshita Mittel , Shashank Tripathi

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…

计算机视觉与模式识别 · 计算机科学 2026-02-09 Joao Baptista Cardia Neto , Claudio Ferrari , Stefano Berretti

This paper introduces our method for the Emotional Reaction Intensity (ERI) Estimation Challenge, in CVPR 2023: 5th Workshop and Competition on Affective Behavior Analysis in-the-wild (ABAW). Based on the multimodal data provided by the…

计算机视觉与模式识别 · 计算机科学 2023-03-17 Shangfei Wang , Jiaqiang Wu , Feiyi Zheng , Xin Li , Xuewei Li , Suwen Wang , Yi Wu , Yanan Chang , Xiangyu Miao

In this work, we describe our method for tackling the valence-arousal estimation challenge from ABAW2 ICCV-2021 Competition. The competition organizers provide an in-the-wild Aff-Wild2 dataset for participants to analyze affective behavior…

计算机视觉与模式识别 · 计算机科学 2021-07-09 Hong-Xia Xie , I-Hsuan Li , Ling Lo , Hong-Han Shuai , Wen-Huang Cheng

Recognizing faces and their underlying emotions is an important aspect of biometrics. In fact, estimating emotional states from faces has been tackled from several angles in the literature. In this paper, we follow the novel route of using…

计算机视觉与模式识别 · 计算机科学 2024-01-30 Lorenzo Berlincioni , Luca Cultrera , Federico Becattini , Alberto Del Bimbo

Valence-arousal (VA) estimation is crucial for capturing the nuanced nature of human emotions in naturalistic environments. While pre-trained Vision-Language models like CLIP have shown remarkable semantic alignment capabilities, their…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Byeongjin Jung , Chanyeong Park , Sejoon Lim