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相关论文: Affective Behavior Analysis using Action Unit Rela…

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Automatic affective recognition has been an important research topic in human computer interaction (HCI) area. With recent development of deep learning techniques and large scale in-the-wild annotated datasets, the facial emotion analysis…

计算机视觉与模式识别 · 计算机科学 2021-07-09 Wei Zhang , Zunhu Guo , Keyu Chen , Lincheng Li , Zhimeng Zhang , Yu Ding

In this work, we introduce our submission to the 2nd Affective Behavior Analysis in-the-wild (ABAW) 2021 competition. We train a unified deep learning model on multi-databases to perform two tasks: seven basic facial expressions prediction…

计算机视觉与模式识别 · 计算机科学 2021-07-13 Manh Tu Vu , Marie Beurton-Aimar

Affective behaviour analysis has aroused researchers' attention due to its broad applications. However, it is labor exhaustive to obtain accurate annotations for massive face images. Thus, we propose to utilize the prior facial information…

计算机视觉与模式识别 · 计算机科学 2022-09-20 Yifan Li , Haomiao Sun , Zhaori Liu , Hu Han

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

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…

计算机视觉与模式识别 · 计算机科学 2023-03-17 JiYeon Oh , Daun Kim , Jae-Yeop Jeong , Yeong-Gi Hong , Jin-Woo Jeong

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

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…

计算机视觉与模式识别 · 计算机科学 2023-03-17 Andrey V. Savchenko

We propose a novel convolutional neural network approach to address the fine-grained recognition problem of multi-view dynamic facial action unit detection. We leverage recent gains in large-scale object recognition by formulating the task…

计算机视觉与模式识别 · 计算机科学 2018-08-21 Andres Romero , Juan Leon , Pablo Arbelaez

Due to its ability to accurately predict emotional state using multimodal features, audiovisual emotion recognition has recently gained more interest from researchers. This paper proposes two methods to predict emotional attributes from…

音频与语音处理 · 电气工程与系统科学 2022-07-22 Bagus Tris Atmaja , Masato Akagi

Human affective behavior analysis plays a vital role in human-computer interaction (HCI) systems. In this paper, we introduce our submission to the CVPR 2023 Competition on Affective Behavior Analysis in-the-wild (ABAW). We propose a…

计算机视觉与模式识别 · 计算机科学 2023-03-21 Jun Yu , Renda Li , Zhongpeng Cai , Gongpeng Zhao , Guochen Xie , Jichao Zhu , Wangyuan Zhu

Facial Action Unit (AU) detection is a crucial task for emotion analysis from facial movements. The apparent differences of different subjects sometimes mislead changes brought by AUs, resulting in inaccurate results. However, most of the…

计算机视觉与模式识别 · 计算机科学 2023-03-07 Jiyuan Cao , Zhilei Liu , Yong Zhang

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…

计算机视觉与模式识别 · 计算机科学 2022-03-25 Jae-Yeop Jeong , Yeong-Gi Hong , Daun Kim , Yuchul Jung , Jin-Woo Jeong

Although face analysis has achieved remarkable improvements in the past few years, designing a multi-task face analysis model is still challenging. Most face analysis tasks are studied as separate problems and do not benefit from the…

计算机视觉与模式识别 · 计算机科学 2024-05-16 Haomiao Sun , Mingjie He , Shiguang Shan , Hu Han , Xilin Chen

This paper describes an approach to the facial action units detections. The involved action units (AU) include AU1 (Inner Brow Raiser), AU2 (Outer Brow Raiser), AU4 (Brow Lowerer), AU6 (Cheek Raise), AU12 (Lip Corner Puller), AU15 (Lip…

计算机视觉与模式识别 · 计算机科学 2020-02-11 Xianpeng Ji , Yu Ding , Lincheng Li , Yu Chen , Changjie Fan

The in-the-wild affective behavior analysis has been an important study. In this paper, we submit our solutions for the 5th Workshop and Competition on Affective Behavior Analysis in-the-wild (ABAW), which includes V-A Estimation, Facial…

计算机视觉与模式识别 · 计算机科学 2023-03-21 Peng Zou , Rui Wang , Kehua Wen , Yasi Peng , Xiao Sun

Automated emotion recognition in the wild from facial images remains a challenging problem. Although recent advances in Deep Learning have supposed a significant breakthrough in this topic, strong changes in pose, orientation and point of…

计算机视觉与模式识别 · 计算机科学 2018-02-20 Gerard Pons , David Masip

Student engagement is a key construct for learning and teaching. While most of the literature explored the student engagement analysis on computer-based settings, this paper extends that focus to classroom instruction. To best examine…

计算机视觉与模式识别 · 计算机科学 2024-10-28 Ömer Sümer , Patricia Goldberg , Sidney D'Mello , Peter Gerjets , Ulrich Trautwein , Enkelejda Kasneci

Previous approaches to model and analyze facial expression analysis use three different techniques: facial action units, geometric features and graph based modelling. However, previous approaches have treated these technique separately.…

计算机视觉与模式识别 · 计算机科学 2016-06-03 Mehdi Ghayoumi , Arvind K Bansal

Facial action units allow an objective, standardized description of facial micro movements which can be used to describe emotions in human faces. Annotating data for action units is an expensive and time-consuming task, which leads to a…

计算机视觉与模式识别 · 计算机科学 2020-08-18 Jaspar Pahl , Ines Rieger , Dominik Seuss

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