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Emotion recognition is involved in several real-world applications. With an increase in available modalities, automatic understanding of emotions is being performed more accurately. The success in Multimodal Emotion Recognition (MER),…

计算机视觉与模式识别 · 计算机科学 2022-07-26 Riccardo Franceschini , Enrico Fini , Cigdem Beyan , Alessandro Conti , Federica Arrigoni , Elisa Ricci

Human multimodal language understanding (MLU) is an indispensable component of expression analysis (e.g., sentiment or humor) from heterogeneous modalities, including visual postures, linguistic contents, and acoustic behaviours. Existing…

人工智能 · 计算机科学 2024-12-16 Zhi Xu , Dingkang Yang , Mingcheng Li , Yuzheng Wang , Zhaoyu Chen , Jiawei Chen , Jinjie Wei , Lihua Zhang

In this paper, we are presenting a novel method and system for neuropsychological performance testing that can establish a link between cognition and emotion. It comprises a portable device used to interact with a cloud service which stores…

神经与进化计算 · 计算机科学 2022-12-13 Frederic Jumelle , Kelvin So , Didan Deng

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 study, we present our methodology for two tasks: the Emotional Mimicry Intensity (EMI) Estimation Challenge and the Behavioural Ambivalence/Hesitancy (BAH) Recognition Challenge, both conducted as part of the 8th Workshop and…

计算机视觉与模式识别 · 计算机科学 2025-04-21 Tobias Hallmen , Robin-Nico Kampa , Fabian Deuser , Norbert Oswald , Elisabeth André

Multimodal emotion recognition plays a crucial role in enhancing user experience in human-computer interaction. Over the past few decades, researchers have proposed a series of algorithms and achieved impressive progress. Although each…

人机交互 · 计算机科学 2024-04-23 Zheng Lian , Licai Sun , Yong Ren , Hao Gu , Haiyang Sun , Lan Chen , Bin Liu , Jianhua Tao

Multimodal affective computing, learning to recognize and interpret human affects and subjective information from multiple data sources, is still challenging because: (i) it is hard to extract informative features to represent human affects…

计算与语言 · 计算机科学 2018-05-23 Yue Gu , Kangning Yang , Shiyu Fu , Shuhong Chen , Xinyu Li , Ivan Marsic

We present a new method for image salience prediction, Clustered Saliency Prediction. This method divides subjects into clusters based on their personal features and their known saliency maps, and generates an image salience model…

计算机视觉与模式识别 · 计算机科学 2023-11-06 Rezvan Sherkati , James J. Clark

Personality computing and affective computing have gained recent interest in many research areas. The datasets for the task generally have multiple modalities like video, audio, language and bio-signals. In this paper, we propose a flexible…

计算机视觉与模式识别 · 计算机科学 2023-01-13 Tanay Agrawal , Dhruv Agarwal , Michal Balazia , Neelabh Sinha , Francois Bremond

In this paper, we present a multimodal approach to simultaneously analyze facial movements and several peripheral physiological signals to decode individualized affective experiences under positive and negative emotional contexts, while…

计算机视觉与模式识别 · 计算机科学 2018-11-20 Yu Yin , Mohsen Nabian , Miolin Fan , ChunAn Chou , Maria Gendron , Sarah Ostadabbas

Emotion recognition algorithms rely on data annotated with high quality labels. However, emotion expression and perception are inherently subjective. There is generally not a single annotation that can be unambiguously declared "correct".…

Multi-modal affective computing aims to automatically recognize and interpret human attitudes from diverse data sources such as images and text, thereby enhancing human-computer interaction and emotion understanding. Existing approaches…

计算与语言 · 计算机科学 2025-06-10 Yuanhe Tian , Pengsen Cheng , Guoqing Jin , Lei Zhang , Yan Song

Multimodal Sentiment Analysis (MSA) aims to understand human intentions by integrating emotion-related clues from diverse modalities, such as visual, language, and audio. Unfortunately, the current MSA task invariably suffers from unplanned…

计算与语言 · 计算机科学 2024-07-08 Dingkang Yang , Mingcheng Li , Dongling Xiao , Yang Liu , Kun Yang , Zhaoyu Chen , Yuzheng Wang , Peng Zhai , Ke Li , Lihua Zhang

The ability to understand emotions is an essential component of human-like artificial intelligence, as emotions greatly influence human cognition, decision making, and social interactions. In addition to emotion recognition in…

计算与语言 · 计算机科学 2024-07-09 Fanfan Wang , Heqing Ma , Jianfei Yu , Rui Xia , Erik Cambria

Technological advancement and its omnipresent connection have pushed humans past the boundaries and limitations of a computer screen, physical state, or geographical location. It has provided a depth of avenues that facilitate…

多媒体 · 计算机科学 2023-11-21 Dayo Samuel Banjo , Connice Trimmingham , Niloofar Yousefi , Nitin Agarwal

Learning multimodal representations is a fundamentally complex research problem due to the presence of multiple heterogeneous sources of information. Although the presence of multiple modalities provides additional valuable information,…

机器学习 · 计算机科学 2019-05-15 Yao-Hung Hubert Tsai , Paul Pu Liang , Amir Zadeh , Louis-Philippe Morency , Ruslan Salakhutdinov

Community based question answering services have arisen as a popular knowledge sharing pattern for netizens. With abundant interactions among users, individuals are capable of obtaining satisfactory information. However, it is not effective…

信息检索 · 计算机科学 2016-11-28 Zheqian Chen , Ben Gao , Huimin Zhang , Zhou Zhao , Deng Cai

Speech emotion recognition (SER) remains a challenging yet crucial task due to the inherent complexity and diversity of human emotions. To address this problem, researchers attempt to fuse information from other modalities via multimodal…

声音 · 计算机科学 2024-12-10 Feng Li , Jiusong Luo , Wanjun Xia

With the rapid development of multimedia, the shift from unimodal textual sentiment analysis to multimodal image-text sentiment analysis has obtained academic and industrial attention in recent years. However, multimodal sentiment analysis…

多媒体 · 计算机科学 2024-12-11 Fuhai Chen , Pengpeng Huang , Xuri Ge , Jie Huang , Zishuo Bao

Continuous valence-arousal estimation in real-world environments is challenging due to inconsistent modality reliability and interaction-dependent variability in audio-visual signals. Existing approaches primarily focus on modeling temporal…

多媒体 · 计算机科学 2026-03-13 Yubeen Lee , Sangeun Lee , Junyeop Cha , Eunil Park