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Large Vision-Language Models (LVLMs) represent a significant leap towards empathetic agents, demonstrating remarkable capabilities in emotion understanding. However, the internal mechanisms governing how LVLMs translate abstract visual…

计算机视觉与模式识别 · 计算机科学 2026-05-22 Chengsheng Zhang , Chenghao Sun , Zhining Xie , Xinmei Tian

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

Multimodal desire understanding, a task closely related to both emotion and sentiment that aims to infer human intentions from visual and textual cues, is an emerging yet underexplored task in affective computing with applications in social…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Wei Chen , Tongguan Wang , Feiyue Xue , Junkai Li , Hui Liu , Ying Sha

The convincingness of an argument does not only depend on its structure (logos), the person who makes the argument (ethos), but also on the emotion that it causes in the recipient (pathos). While the overall intensity and categorical values…

计算与语言 · 计算机科学 2026-03-05 Lynn Greschner , Meike Bauer , Sabine Weber , Roman Klinger

Emotion is a crucial phenomenon in the functioning of human beings in society. However, it remains a widely open subject, particularly in its textual manifestations. This paper examines an industrial corpus manually annotated following an…

计算与语言 · 计算机科学 2025-09-03 Jonas Noblet

Emotional states, as indicators of affect, are pivotal to overall health, making their accurate prediction before onset crucial. Current studies are primarily centered on immediate short-term affect detection using data from wearable and…

Human behavior refers to the way humans act and interact. Understanding human behavior is a cornerstone of observational practice, especially in psychotherapy. An important cue of behavior analysis is the dynamical changes of emotions…

机器学习 · 计算机科学 2019-10-10 Haoqi Li , Brian Baucom , Panayiotis Georgiou

Classification of human emotions can play an essential role in the design and improvement of human-machine systems. While individual biological signals such as Electrocardiogram (ECG) and Electrodermal Activity (EDA) have been widely used…

机器学习 · 计算机科学 2021-08-06 Anubhav Bhatti , Behnam Behinaein , Dirk Rodenburg , Paul Hungler , Ali Etemad

Decoding emotional states from human brain activity plays an important role in brain-computer interfaces. Existing emotion decoding methods still have two main limitations: one is only decoding a single emotion category from a brain…

信号处理 · 电气工程与系统科学 2022-11-07 Kaicheng Fu , Changde Du , Shengpei Wang , Huiguang He

Research in emotion analysis is scattered across different label formats (e.g., polarity types, basic emotion categories, and affective dimensions), linguistic levels (word vs. sentence vs. discourse), and, of course, (few well-resourced…

计算与语言 · 计算机科学 2021-11-09 Sven Buechel , Luise Modersohn , Udo Hahn

Emotion recognition and sentiment analysis are pivotal tasks in speech and language processing, particularly in real-world scenarios involving multi-party, conversational data. This paper presents a multimodal approach to tackle these…

计算机视觉与模式识别 · 计算机科学 2025-03-11 Aref Farhadipour , Hossein Ranjbar , Masoumeh Chapariniya , Teodora Vukovic , Sarah Ebling , Volker Dellwo

Past work on personality detection has shown that frequency of lexical categories such as first person pronouns, past tense verbs, and sentiment words have significant correlations with personality traits. In this paper, for the first time,…

计算与语言 · 计算机科学 2013-09-26 Saif M. Mohammad , Svetlana Kiritchenko

Emotion recognition in conversations is essential for ensuring advanced human-machine interactions. However, creating robust and accurate emotion recognition systems in real life is challenging, mainly due to the scarcity of emotion…

计算与语言 · 计算机科学 2023-08-30 Théo Deschamps-Berger , Lori Lamel , Laurence Devillers

Emotion recognition,as a step toward mind reading,seeks to infer internal states from external cues.Most existing methods rely on explicit signals-such as facial expressions,speech,or gestures-that reflect only bodily responses and overlook…

计算机视觉与模式识别 · 计算机科学 2025-07-18 Mengke Song , Yuge Xie , Qi Cui , Luming Li , Xinyu Liu , Guotao Wang , Chenglizhao Chen , Shanchen Pang

Multimodal multi-label emotion recognition (MMER) aims to identify the concurrent presence of multiple emotions in multimodal data. Existing studies primarily focus on improving fusion strategies and modeling modality-to-label dependencies.…

计算与语言 · 计算机科学 2025-02-20 Jingwang Huang , Jiang Zhong , Qin Lei , Jinpeng Gao , Yuming Yang , Sirui Wang , Peiguang Li , Kaiwen Wei

In order to develop more precise and functional affective applications, it is necessary to achieve a balance between the psychology and the engineering applied to emotions. Signals from the central and peripheral nervous systems have been…

人机交互 · 计算机科学 2019-05-02 Jennifer Sorinas , Jose Manuel Ferrández , Eduardo Fernandez

Multimodal sentiment analysis (MSA), which supposes to improve text-based sentiment analysis with associated acoustic and visual modalities, is an emerging research area due to its potential applications in Human-Computer Interaction (HCI).…

多媒体 · 计算机科学 2022-09-07 Yihe Liu , Ziqi Yuan , Huisheng Mao , Zhiyun Liang , Wanqiuyue Yang , Yuanzhe Qiu , Tie Cheng , Xiaoteng Li , Hua Xu , Kai Gao

Deep models are state-of-the-art for many vision tasks including video action recognition and video captioning. Models are trained to caption or classify activity in videos, but little is known about the evidence used to make such…

计算机视觉与模式识别 · 计算机科学 2018-03-09 Sarah Adel Bargal , Andrea Zunino , Donghyun Kim , Jianming Zhang , Vittorio Murino , Stan Sclaroff

Understanding emotions accurately is essential for fields like human-computer interaction. Due to the complexity of emotions and their multi-modal nature (e.g., emotions are influenced by facial expressions and audio), researchers have…

计算机视觉与模式识别 · 计算机科学 2025-01-17 Qize Yang , Detao Bai , Yi-Xing Peng , Xihan Wei

The study of causal relationships between emotions and causes in texts has recently received much attention. Most works focus on extracting causally related clauses from documents. However, none of these works has considered that the causal…

计算与语言 · 计算机科学 2023-11-29 Xinhong Chen , Zongxi Li , Yaowei Wang , Haoran Xie , Jianping Wang , Qing Li
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