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Deep convolutional neural networks have been shown to successfully recognize facial emotions for the past years in the realm of computer vision. However, the existing detection approaches are not always reliable or explainable, we here…

计算机视觉与模式识别 · 计算机科学 2024-02-27 Jiawen Wang , Leah Kawka

In this project we propose a new approach for emotion recognition using web-based similarity (e.g. confidence, PMI and PMING). We aim to extract basic emotions from short sentences with emotional content (e.g. news titles, tweets,…

计算与语言 · 计算机科学 2017-01-12 Valentina Franzoni , Giulio Biondi , Alfredo Milani , Yuanxi Li

Emotion classification of speech and assessment of the emotion strength are required in applications such as emotional text-to-speech and voice conversion. The emotion attribute ranking function based on Support Vector Machine (SVM) was…

声音 · 计算机科学 2022-06-16 Rui Liu , Berrak Sisman , Björn Schuller , Guanglai Gao , Haizhou Li

In human interactions, emotion recognition is crucial. For this reason, the topic of computer-vision approaches for automatic emotion recognition is currently being extensively researched. Processing multi-channel electroencephalogram (EEG)…

计算机视觉与模式识别 · 计算机科学 2023-11-07 Joshua Bègue , Mohamed Aymen Labiod , Abdelhamid Melloulk

Emotion recognition in social situations is a complex task that requires integrating information from both facial expressions and the situational context. While traditional approaches to automatic emotion recognition have focused on…

人机交互 · 计算机科学 2024-08-05 Bin Han , Cleo Yau , Su Lei , Jonathan Gratch

Emotion detection is a central problem in NLP, with recent progress driven by transformer-based models trained on established datasets. However, little is known about the linguistic regularities that characterize how emotions are expressed…

计算与语言 · 计算机科学 2026-03-24 Florian Lecourt , Madalina Croitoru , Konstantin Todorov

Facial emotional recognition is one of the essential tools used by recognition psychology to diagnose patients. Face and facial emotional recognition are areas where machine learning is excelling. Facial Emotion Recognition in an…

计算机视觉与模式识别 · 计算机科学 2022-08-08 Nitesh Banskota , Abeer Alsadoon , P. W. C. Prasad , Ahmed Dawoud , Tarik A. Rashid , Omar Hisham Alsadoon

Human-Computer Interaction (HCI) has evolved significantly to incorporate emotion recognition capabilities, creating unprecedented opportunities for adaptive and personalized user experiences. This paper explores the integration of emotion…

人工智能 · 计算机科学 2025-06-25 Feiting Yang , Antoine Moevus , Steve Lévesque

Current emotion analysis in social media is predominantly author-centric, failing to capture the subjective nature of emotional responses across diverse readers. This paradigm overlooks the crucial link between individual perception,…

社会与信息网络 · 计算机科学 2026-05-14 Jian Liao , Yujin Zheng , Suge Wang , Jianxing Zheng , Deyu Li

In this paper we present our model on the task of emotion detection in textual conversations in SemEval-2019. Our model extends the Recurrent Convolutional Neural Network (RCNN) by using external fine-tuned word representations and DeepMoji…

计算与语言 · 计算机科学 2019-04-03 Peixiang Zhong , Chunyan Miao

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

Current Emotion Recognition in Conversation (ERC) research follows a closed-domain assumption. However, there is no clear consensus on emotion classification in psychology, which presents a challenge for models when it comes to recognizing…

计算与语言 · 计算机科学 2025-08-28 Kun Peng , Cong Cao , Hao Peng , Guanlin Wu , Zhifeng Hao , Lei Jiang , Yanbing Liu , Philip S. Yu

Applications of an efficient emotion recognition system can be found in several domains such as medicine, driver fatigue surveillance, social robotics, and human-computer interaction. Appraising human emotional states, behaviors, and…

计算机视觉与模式识别 · 计算机科学 2024-03-26 Savinay Nagendra , Prapti Panigrahi

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

We propose a novel approach to multimodal sentiment analysis using deep neural networks combining visual analysis and natural language processing. Our goal is different than the standard sentiment analysis goal of predicting whether a…

机器学习 · 统计学 2018-05-28 Anthony Hu , Seth Flaxman

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

Identifying and understanding underlying sentiment or emotions in text is a key component of multiple natural language processing applications. While simple polarity sentiment analysis is a well-studied subject, fewer advances have been…

计算与语言 · 计算机科学 2021-11-09 Maude Nguyen-The , Guillaume-Alexandre Bilodeau , Jan Rockemann

Emotion recognition and classification is a very active area of research. In this paper, we present a first approach to emotion classification using persistent entropy and support vector machines. A topology-based model is applied to obtain…

声音 · 计算机科学 2019-03-22 R. Gonzalez-Diaz , E. Paluzo-Hidalgo , J. F. Quesada

Due to the complex nature of human emotions and the diversity of emotion representation methods in humans, emotion recognition is a challenging field. In this research, three input modalities, namely text, audio (speech), and video, are…

人工智能 · 计算机科学 2024-02-13 Minoo Shayaninasab , Bagher Babaali

With the rapid advancement of Multimodal Large Language Models (MLLMs), they have demonstrated exceptional capabilities across a variety of vision-language tasks. However, current evaluation benchmarks predominantly focus on objective…

计算与语言 · 计算机科学 2025-09-24 Haokun Li , Yazhou Zhang , Jizhi Ding , Qiuchi Li , Peng Zhang
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