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We develop an emotion recognition software for the use with a video conference software for autistic individuals which are unable to recognize emotions properly. It can get an image out of the video stream, detect the emotion in it with the…

计算机视觉与模式识别 · 计算机科学 2024-09-04 Marc Franzen , Michael Stephan Gresser , Tobias Müller , Sebastian Mauser

Emotion analysis has been attracting researchers' attention. Most previous works in the artificial intelligence field focus on recognizing emotion rather than mining the reason why emotions are not or wrongly recognized. Correlation among…

计算与语言 · 计算机科学 2020-07-29 Xinzhi Wang , Luyao Kou , Vijayan Sugumaran , Xiangfeng Luo , Hui Zhang

Providing timely support and intervention is crucial in mental health settings. As the need to engage youth comfortable with texting increases, mental health providers are exploring and adopting text-based media such as chatbots,…

人机交互 · 计算机科学 2024-06-18 Kellie Yu Hui Sim , Kohleen Tijing Fortuno , Kenny Tsu Wei Choo

This report presents a study on the emotional dialogue capability of ChatGPT, an advanced language model developed by OpenAI. The study evaluates the performance of ChatGPT on emotional dialogue understanding and generation through a series…

计算与语言 · 计算机科学 2023-04-20 Weixiang Zhao , Yanyan Zhao , Xin Lu , Shilong Wang , Yanpeng Tong , Bing Qin

In emotion recognition in conversation (ERC), the emotion of the current utterance is predicted by considering the previous context, which can be utilized in many natural language processing tasks. Although multiple emotions can coexist in…

计算与语言 · 计算机科学 2022-06-17 Joosung Lee

Datasets with induced emotion labels are scarce but of utmost importance for many NLP tasks. We present a new, automated method for collecting texts along with their induced reaction labels. The method exploits the online use of reaction…

计算与语言 · 计算机科学 2021-05-24 Boaz Shmueli , Soumya Ray , Lun-Wei Ku

Emotion Recognition in Conversation is a core component of affective computing, while current resources of sign language emotion datasets primarily focus on isolated sentences and lack conversational context. Models trained exclusively on…

计算与语言 · 计算机科学 2026-05-25 Yusong Wang , Keyu Mao , Takao Obi , Minghao Shao , Kotaro Funakoshi

Emotion intensity prediction determines the degree or intensity of an emotion that the author expresses in a text, extending previous categorical approaches to emotion detection. While most previous work on this topic has concentrated on…

计算与语言 · 计算机科学 2020-11-25 Irean Navas Alejo , Toni Badia , Jeremy Barnes

Emotion Prediction in Conversation (EPC) aims to forecast the emotions of forthcoming utterances by utilizing preceding dialogues. Previous EPC approaches relied on simple context modeling for emotion extraction, overlooking fine-grained…

多媒体 · 计算机科学 2024-08-09 Haoxiang Shi , Ziqi Liang , Jun Yu

This paper proposes an approach to detect emotion from human speech employing majority voting technique over several machine learning techniques. The contribution of this work is in two folds: firstly it selects those features of speech…

声音 · 计算机科学 2018-07-12 Md. Kamruzzaman Sarker , Kazi Md. Rokibul Alam , Md. Arifuzzaman

Emotion recognition is the task of classifying perceived emotions in people. Previous works have utilized various nonverbal cues to extract features from images and correlate them to emotions. Of these cues, situational context is…

计算机视觉与模式识别 · 计算机科学 2023-05-08 Willams de Lima Costa , Estefania Talavera Martinez , Lucas Silva Figueiredo , Veronica Teichrieb

Emotion Recognition in Conversations (ERC) is a key step towards successful human-machine interaction. While the field has seen tremendous advancement in the last few years, new applications and implementation scenarios present novel…

计算与语言 · 计算机科学 2024-10-22 Patrícia Pereira , Helena Moniz , Joao Paulo Carvalho

Electromyography is an unexplored field of study when it comes to alternate input modality while interacting with a computer. However, to make computers understand human emotions is pivotal in the area of human-computer interaction and in…

人机交互 · 计算机科学 2019-11-14 Muhammad Shihab Rashid , Zubayet Zaman , Hasan Mahmud , Md. Kamrul Hasan

Many frameworks for emotional text-to-speech (E-TTS) rely on human-annotated emotion labels that are often inaccurate and difficult to obtain. Learning emotional prosody implicitly presents a tough challenge due to the subjective nature of…

音频与语音处理 · 电气工程与系统科学 2024-05-21 Shreeram Suresh Chandra , Zongyang Du , Berrak Sisman

Emotion recognition is a topic of significant interest in assistive robotics due to the need to equip robots with the ability to comprehend human behavior, facilitating their effective interaction in our society. Consequently, efficient and…

The categorization of emotion names, i.e., the grouping of emotion words that have similar emotional connotations together, is a key tool of Social Psychology used to explore people's knowledge about emotions. Without exception, the studies…

计算与语言 · 计算机科学 2012-10-16 Sergey Petrov , Jose F. Fontanari , Leonid I. Perlovsky

The versatility of Large Language Models (LLMs) in natural language understanding has made them increasingly popular in mental health research. While many studies explore LLMs' capabilities in emotion recognition, a critical gap remains in…

计算与语言 · 计算机科学 2025-09-12 Bangzhao Shu , Isha Joshi , Melissa Karnaze , Anh C. Pham , Ishita Kakkar , Sindhu Kothe , Arpine Hovasapian , Mai ElSherief

Enabling digital humans to express rich emotions has significant applications in dialogue systems, gaming, and other interactive scenarios. While recent advances in talking head synthesis have achieved impressive results in lip…

人工智能 · 计算机科学 2025-10-21 Haidong Xu , Meishan Zhang , Hao Ju , Zhedong Zheng , Erik Cambria , Min Zhang , Hao Fei

Situations and events evoke emotions in humans, but to what extent do they inform the prediction of emotion detection models? This work investigates how well human-annotated emotion triggers correlate with features that models deemed…

计算与语言 · 计算机科学 2024-03-27 Smriti Singh , Cornelia Caragea , Junyi Jessy Li

We address the problem of recognizing emotion cause in conversations, define two novel sub-tasks of this problem, and provide a corresponding dialogue-level dataset, along with strong Transformer-based baselines. The dataset is available at…