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Effective human-AI interaction relies on AI's ability to accurately perceive and interpret human emotions. Current benchmarks for vision and vision-language models are severely limited, offering a narrow emotional spectrum that overlooks…

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

The primary objective is to teach a machine about human emotions, which has become an essential requirement in the field of social intelligence, also expedites the progress of human-machine interactions. The ability of a machine to…

音频与语音处理 · 电气工程与系统科学 2020-06-23 Sai Nikhil Chennoor , B. R. K. Madhur , Moujiz Ali , T. Kishore Kumar

This paper focuses on sentiment mining and sentiment correlation analysis of web events. Although neural network models have contributed a lot to mining text information, little attention is paid to analysis of the inter-sentiment…

计算与语言 · 计算机科学 2018-11-27 Xinzhi Wang , Shengcheng Yuan , Hui Zhang , Yi Liu

For speech emotion datasets, it has been difficult to acquire large quantities of reliable data and acted emotions may be over the top compared to less expressive emotions displayed in everyday life. Lately, larger datasets with natural…

计算与语言 · 计算机科学 2022-07-06 Rosanna Milner , Md Asif Jalal , Raymond W. M. Ng , Thomas Hain

Speech emotion recognition is an important and challenging task in the realm of human-computer interaction. Prior work proposed a variety of models and feature sets for training a system. In this work, we conduct extensive experiments using…

计算与语言 · 计算机科学 2017-06-05 Michael Neumann , Ngoc Thang Vu

As voice assistants (VAs) become increasingly integrated into daily life, the need for emotion-aware systems that can recognize and respond appropriately to user emotions has grown. While significant progress has been made in speech emotion…

人机交互 · 计算机科学 2025-02-24 Yong Ma , Yuchong Zhang , Di Fu , Stephanie Zubicueta Portales , Danica Kragic , Morten Fjeld

In conflict, people use emotional expressions to shape their counterparts' thoughts, feelings, and actions. This paper explores whether automatic text emotion recognition offers insight into this influence in the context of dispute…

计算与语言 · 计算机科学 2025-09-08 Sushrita Rakshit , James Hale , Kushal Chawla , Jeanne M. Brett , Jonathan Gratch

While the field of affective computing has contributed to greatly improving the seamlessness of human-robot interactions, the focus has primarily been on the emotional processing of the self, rather than the perception of the other. To…

人机交互 · 计算机科学 2023-11-17 Maria Teresa Parreira , Michael J. Sack , Malte Jung

The recognition of emotions by humans is a complex process which considers multiple interacting signals such as facial expressions and both prosody and semantic content of utterances. Commonly, research on automatic recognition of emotions…

计算与语言 · 计算机科学 2019-09-10 Deniz Cevher , Sebastian Zepf , Roman Klinger

The development of emotion detection technology has emerged as a highly valuable possibility in the corporate sector due to the nearly limitless uses of this new discipline, particularly with the unceasing propagation of social data. In…

Physiological signals hold immense potential for ubiquitous emotion monitoring, presenting numerous applications in emotion recognition. However, harnessing this potential is hindered by significant challenges, particularly in the…

人机交互 · 计算机科学 2025-03-30 Pragya Singh , Ritvik Budhiraja , Pankaj Jalote , Mohan Kumar , Pushpendra Singh

While text-based emotion recognition methods have achieved notable success, real-world dialogue systems often demand a more nuanced emotional understanding than any single modality can offer. Multimodal Emotion Recognition in Conversations…

计算与语言 · 计算机科学 2025-09-10 Chengyan Wu , Yiqiang Cai , Yang Liu , Pengxu Zhu , Yun Xue , Ziwei Gong , Julia Hirschberg , Bolei Ma

Affective computing is an emerging interdisciplinary field where computational systems are developed to analyze, recognize, and influence the affective states of a human. It can generally be divided into two subproblems: affective…

机器学习 · 计算机科学 2022-02-23 Guangtao Nie , Yibing Zhan

This study introduces a novel methodology for modelling patient emotions from online patient experience narratives. We employed metadata network topic modelling to analyse patient-reported experiences from Care Opinion, revealing key…

计算与语言 · 计算机科学 2024-01-10 Curtis Murray , Lewis Mitchell , Jonathan Tuke , Mark Mackay

Emotion recognition has received considerable attention from the Computer Vision community in the last 20 years. However, most of the research focused on analyzing the six basic emotions (e.g. joy, anger, surprise), with a limited work…

计算机视觉与模式识别 · 计算机科学 2022-09-13 Mina Bishay , Jay Turcot , Graham Page , Mohammad Mavadati

Mental illnesses are one of the most prevalent public health problems worldwide, which negatively influence people's lives and society's health. With the increasing popularity of social media, there has been a growing research interest in…

计算与语言 · 计算机科学 2023-04-20 Tianlin Zhang , Kailai Yang , Shaoxiong Ji , Sophia Ananiadou

Affective robotics research aims to better understand human social and emotional signals to improve human-robot interaction (HRI), and has been widely used during the last decade in multiple application fields. Past works have demonstrated,…

机器人学 · 计算机科学 2023-04-05 Micol Spitale , Hatice Gunes

Recent advances in neurosciences and psychology have provided evidence that affective phenomena pervade intelligence at many levels, being inseparable from the cognitionaction loop. Perception, attention, memory, learning, decisionmaking,…

人工智能 · 计算机科学 2008-09-30 Luis Paulo Reis , Daria Barteneva , Nuno Lau

Estimating emotional states from physiological signals is a central topic in affective computing and psychophysiology. While many emotion estimation systems implicitly assume a stable relationship between physiological features and…

人机交互 · 计算机科学 2025-08-27 Hiroto Sakimura , Takayuki Nagaya , Tomoki Nishi , Tetsuo Kurahashi , Katsunori Kohda , Nobuhiko Muramoto