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相关论文: $M^3$T: Multi-Modal Continuous Valence-Arousal Est…

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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 work, we describe our method for tackling the valence-arousal estimation challenge from ABAW FG-2020 Competition. The competition organizers provide an in-the-wild Aff-Wild2 dataset for participants to analyze affective behavior in…

计算机视觉与模式识别 · 计算机科学 2021-05-14 I-Hsuan Li

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

The fifth Affective Behavior Analysis in-the-wild (ABAW) competition has multiple challenges such as Valence-Arousal Estimation Challenge, Expression Classification Challenge, Action Unit Detection Challenge, Emotional Reaction Intensity…

计算机视觉与模式识别 · 计算机科学 2023-03-20 Darshan Gera , Badveeti Naveen Siva Kumar , Bobbili Veerendra Raj Kumar , S Balasubramanian

We used two multimodal models for continuous valence-arousal recognition using visual, audio, and linguistic information. The first model is the same as we used in ABAW2 and ABAW3, which employs the leader-follower attention. The second…

多媒体 · 计算机科学 2023-04-18 Su Zhang , Ziyuan Zhao , Cuntai Guan

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

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

We introduce Multimodal Matching based on Valence and Arousal (MMVA), a tri-modal encoder framework designed to capture emotional content across images, music, and musical captions. To support this framework, we expand the…

声音 · 计算机科学 2025-11-21 Suhwan Choi , Kyu Won Kim , Myungjoo Kang

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…

计算机视觉与模式识别 · 计算机科学 2022-05-25 Andrey V. Savchenko

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

In this paper, we present the results of the HSE-NN team in the 4th competition on Affective Behavior Analysis in-the-wild (ABAW). The novel multi-task EfficientNet model is trained for simultaneous recognition of facial expressions and…

计算机视觉与模式识别 · 计算机科学 2022-10-21 Andrey V. Savchenko

Affective Behavior Analysis aims to facilitate technology emotionally smart, creating a world where devices can understand and react to our emotions as humans do. To comprehensively evaluate the authenticity and applicability of emotional…

计算机视觉与模式识别 · 计算机科学 2024-03-19 Wei Zhang , Feng Qiu , Chen Liu , Lincheng Li , Heming Du , Tiancheng Guo , Xin Yu

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

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 article presents our results for the 10th Affective Behavior Analysis in-the-Wild (ABAW) competition. For frame-wise facial emotion understanding tasks (frame-wise facial expression recognition, valence-arousal estimation, action unit…

计算机视觉与模式识别 · 计算机科学 2026-03-16 Andrey V. Savchenko , Kseniia Tsypliakova

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…

计算机视觉与模式识别 · 计算机科学 2023-04-19 Yufeng Yin , Minh Tran , Di Chang , Xinrui Wang , Mohammad Soleymani

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

Human affective behavior analysis focuses on analyzing human expressions or other behaviors to enhance the understanding of human psychology. The CVPR 2023 Competition on Affective Behavior Analysis in-the-wild (ABAW) is dedicated to…

计算机视觉与模式识别 · 计算机科学 2023-04-12 Wei Zhang , Bowen Ma , Feng Qiu , Yu Ding

Human affect recognition is an essential part of natural human-computer interaction. However, current methods are still in their infancy, especially for in-the-wild data. In this work, we introduce our submission to the Affective Behavior…

计算机视觉与模式识别 · 计算机科学 2020-11-03 Felix Kuhnke , Lars Rumberg , Jörn Ostermann

This paper describes the 6th Affective Behavior Analysis in-the-wild (ABAW) Competition, which is part of the respective Workshop held in conjunction with IEEE CVPR 2024. The 6th ABAW Competition addresses contemporary challenges in…

计算机视觉与模式识别 · 计算机科学 2024-03-13 Dimitrios Kollias , Panagiotis Tzirakis , Alan Cowen , Stefanos Zafeiriou , Irene Kotsia , Alice Baird , Chris Gagne , Chunchang Shao , Guanyu Hu