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In this paper, we present our solutions for the 5th Workshop and Competition on Affective Behavior Analysis in-the-wild (ABAW), which includes four sub-challenges of Valence-Arousal (VA) Estimation, Expression (Expr) Classification, Action…

计算机视觉与模式识别 · 计算机科学 2023-03-21 Ziyang Zhang , Liuwei An , Zishun Cui , Ao xu , Tengteng Dong , Yueqi Jiang , Jingyi Shi , Xin Liu , Xiao Sun , Meng Wang

Continuous emotion recognition in terms of valence and arousal under in-the-wild (ITW) conditions remains a challenging problem due to large variations in appearance, head pose, illumination, occlusions, and subject-specific patterns of…

计算机视觉与模式识别 · 计算机科学 2026-03-16 Elena Ryumina , Maxim Markitantov , Alexandr Axyonov , Dmitry Ryumin , Mikhail Dolgushin , Denis Dresvyanskiy , Alexey Karpov

Facial behavior analysis is a broad topic with various categories such as facial emotion recognition, age, and gender recognition. Many studies focus on individual tasks while the multi-task learning approach is still an open research issue…

计算机视觉与模式识别 · 计算机科学 2022-10-04 Dang-Khanh Nguyen , Sudarshan Pant , Ngoc-Huynh Ho , Guee-Sang Lee , Soo-Huyng Kim , Hyung-Jeong Yang

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,…

计算机视觉与模式识别 · 计算机科学 2026-03-19 Junhyeong Byeon , Jeongyeol Kim , Sejoon Lim

This paper presents our submission to the Expression Classification Challenge of the fifth Affective Behavior Analysis in-the-wild (ABAW) Competition. In our method, multimodal feature combinations extracted by several different pre-trained…

计算机视觉与模式识别 · 计算机科学 2023-03-20 Chuanhe Liu , Xinjie Zhang , Xiaolong Liu , Tenggan Zhang , Liyu Meng , Yuchen Liu , Yuanyuan Deng , Wenqiang Jiang

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

Human affective recognition is an important factor in human-computer interaction. However, the method development with in-the-wild data is not yet accurate enough for practical usage. In this paper, we introduce the affective recognition…

计算机视觉与模式识别 · 计算机科学 2021-07-13 Sachihiro Youoku , Takahisa Yamamoto , Junya Saito , Akiyoshi Uchida , Xiaoyu Mi , Ziqiang Shi , Liu Liu , Zhongling Liu , Osafumi Nakayama , Kentaro Murase

In this paper, we propose a new automatic Action Units (AUs) recognition method used in a competition, Affective Behavior Analysis in-the-wild (ABAW). Our method tackles a problem of AUs label inconsistency among subjects by using pairwise…

计算机视觉与模式识别 · 计算机科学 2020-10-05 Junya Saito , Ryosuke Kawamura , Akiyoshi Uchida , Sachihiro Youoku , Yuushi Toyoda , Takahisa Yamamoto , Xiaoyu Mi , Kentaro Murase

We propose to use a ResNet-18 architecture that was pre-trained on the FER+ dataset for tackling the problem of affective behavior analysis in-the-wild (ABAW) for classification of the seven basic expressions, namely, neutral, anger,…

计算机视觉与模式识别 · 计算机科学 2021-07-12 Satnam Singh , Doris Schicker

The continuous improvement of human-computer interaction technology makes it possible to compute emotions. In this paper, we introduce our submission to the CVPR 2023 Competition on Affective Behavior Analysis in-the-wild (ABAW). Sentiment…

计算机视觉与模式识别 · 计算机科学 2023-03-21 Tao Shu , Xinke Wang , Ruotong Wang , Chuang Chen , Yixin Zhang , Xiao Sun

This is the Proceedings of the ACII Affective Vocal Bursts Workshop and Competition (A-VB). A-VB was a workshop-based challenge that introduces the problem of understanding emotional expression in vocal bursts -- a wide range of non-verbal…

音频与语音处理 · 电气工程与系统科学 2022-10-31 Alice Baird , Panagiotis Tzirakis , Jeffrey A. Brooks , Christopher B. Gregory , Björn Schuller , Anton Batliner , Dacher Keltner , Alan Cowen

Classifying the human emotion through facial expressions is a big topic in both the Computer Vision and Deep learning fields. Human emotion can be classified as one of the basic emotion types like being angry, happy or dimensional emotion…

计算机视觉与模式识别 · 计算机科学 2019-10-25 Qian Zheng

In this paper, we present our advanced solutions to the two sub-challenges of Affective Behavior Analysis in the wild (ABAW) 2023: the Emotional Reaction Intensity (ERI) Estimation Challenge and Expression (Expr) Classification Challenge.…

计算机视觉与模式识别 · 计算机科学 2023-04-17 Jia Li , Yin Chen , Xuesong Zhang , Jiantao Nie , Ziqiang Li , Yangchen Yu , Yan Zhang , Richang Hong , Meng Wang

Facial Expression Recognition (FER) plays a crucial role in computer vision and finds extensive applications across various fields. This paper aims to present our approach for the upcoming 6th Affective Behavior Analysis in-the-Wild (ABAW)…

计算机视觉与模式识别 · 计算机科学 2024-03-20 Jun Yu , Zhihong Wei , Zhongpeng Cai , Gongpeng Zhao , Zerui Zhang , Yongqi Wang , Guochen Xie , Jichao Zhu , Wangyuan 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

This paper presents our Facial Action Units (AUs) detection submission to the fifth Affective Behavior Analysis in-the-wild Competition (ABAW). Our approach consists of three main modules: (i) a pre-trained facial representation encoder…

计算机视觉与模式识别 · 计算机科学 2023-06-06 Zihan Wang , Siyang Song , Cheng Luo , Yuzhi Zhou , Shiling Wu , Weicheng Xie , Linlin Shen

In recent years, transformer architecture has been a dominating paradigm in many applications, including affective computing. In this report, we propose our transformer-based model to handle Emotion Classification Task in the 5th Affective…

计算机视觉与模式识别 · 计算机科学 2023-03-21 Dang-Khanh Nguyen , Ngoc-Huynh Ho , Sudarshan Pant , Hyung-Jeong Yang

There is a growing interest in affective computing research nowadays given its crucial role in bridging humans with computers. This progress has been recently accelerated due to the emergence of bigger data. One recent advance in this field…

计算机视觉与模式识别 · 计算机科学 2020-02-11 Decky Aspandi , Adria Mallol-Ragolta , Björn Schuller , Xavier Binefa

In this paper, we present our contribution to ABAW facial expression challenge. We report the proposed system and the official challenge results adhering to the challenge protocol. Using end-to-end deep learning and benefiting from transfer…

机器学习 · 计算机科学 2020-11-03 Denis Dresvyanskiy , Elena Ryumina , Heysem Kaya , Maxim Markitantov , Alexey Karpov , Wolfgang Minker

Human emotion recognition plays a crucial role in facilitating seamless interactions between humans and computers. In this paper, we present our innovative methodology for tackling the Valence-Arousal (VA) Estimation Challenge, the…

计算机视觉与模式识别 · 计算机科学 2025-03-14 Weiwei Zhou , Chenkun Ling , Zefeng Cai