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Images are capable of conveying emotions, but emotional experience is highly subjective. Advances in artificial intelligence have enabled the generation of images based on emotional descriptions. However, the level of agreement between the…

Computer Vision and Pattern Recognition · Computer Science 2024-10-14 Miguel Carrasco , Cesar Gonzalez-Martin , Sonia Navajas-Torrente , Raul Dastres

This paper presents a novel approach to the facial expression generation problem. Building upon the assumption of the psychological community that emotion is intrinsically continuous, we first design our own continuous emotion…

Neural and Evolutionary Computing · Computer Science 2018-11-01 Valentin Vielzeuf , Corentin Kervadec , Stéphane Pateux , Frédéric Jurie

When recognizing emotions, subtle nuances in displays of emotion generate ambiguity or uncertainty in emotion perception. Emotion uncertainty has been previously interpreted as inter-rater disagreement among multiple annotators. In this…

Computer Vision and Pattern Recognition · Computer Science 2021-10-19 Didan Deng , Liang Wu , Bertram E. Shi

In this project, we created a database with two types of annotations used in the emotion recognition domain : Action Units and Valence Arousal to try to achieve better results than with only one model. The originality of the approach is…

Machine Learning · Computer Science 2019-12-17 Valentin Richer , Dimitrios Kollias

Artificial intelligence and machine learning systems have demonstrated huge improvements and human-level parity in a range of activities, including speech recognition, face recognition and speaker verification. However, these diverse tasks…

Human-Computer Interaction · Computer Science 2019-09-04 Vidhyasaharan Sethu , Emily Mower Provost , Julien Epps , Carlos Busso , Nicholas Cummins , Shrikanth Narayanan

Generative AI systems are increasingly capable of expressing emotions via text and imagery. Effective emotional expression will likely play a major role in the efficacy of AI systems -- particularly those designed to support human mental…

Human emotion recognition plays a crucial role in facilitating seamless interactions between humans and computers. In this paper, we present our innovative methodology for tackling the Valence-Arousal (VA) Estimation Challenge, the…

Computer Vision and Pattern Recognition · Computer Science 2025-03-14 Weiwei Zhou , Chenkun Ling , Zefeng Cai

Physiological signals that provide the objective repression of human affective states are attracted increasing attention in the emotion recognition field. However, the single signal is difficult to obtain completely and accurately…

Machine Learning · Computer Science 2020-01-03 Jing Zhang , Yong Zhang , Suhua Zhan , Cheng Cheng

Video content is rich in semantics and has the ability to evoke various emotions in viewers. In recent years, with the rapid development of affective computing and the explosive growth of visual data, affective video content analysis (AVCA)…

Computer Vision and Pattern Recognition · Computer Science 2024-01-19 Junxiao Xue , Jie Wang , Xuecheng Wu , Qian Zhang

Images can convey rich semantics and induce various emotions in viewers. Recently, with the rapid advancement of emotional intelligence and the explosive growth of visual data, extensive research efforts have been dedicated to affective…

Computer Vision and Pattern Recognition · Computer Science 2021-07-01 Sicheng Zhao , Xingxu Yao , Jufeng Yang , Guoli Jia , Guiguang Ding , Tat-Seng Chua , Björn W. Schuller , Kurt Keutzer

Facial emotion recognition has been typically cast as a single-label classification problem of one out of six prototypical emotions. However, that is an oversimplification that is unsuitable for representing the multifaceted spectrum of…

Computer Vision and Pattern Recognition · Computer Science 2026-02-09 Joao Baptista Cardia Neto , Claudio Ferrari , Stefano Berretti

Much of the work on automatic facial expression recognition relies on databases containing a certain number of emotion classes and their exaggerated facial configurations (generally six prototypical facial expressions), based on Ekman's…

Computer Vision and Pattern Recognition · Computer Science 2020-09-29 Wenjing Yan , Shan Li , Chengtao Que , JiQuan Pei , Weihong Deng

Emotions are usually evoked in humans by images. Recently, extensive research efforts have been dedicated to understanding the emotions of images. In this chapter, we aim to introduce image emotion analysis (IEA) from a computational…

Artificial Intelligence · Computer Science 2021-03-22 Sicheng Zhao , Quanwei Huang , Youbao Tang , Xingxu Yao , Jufeng Yang , Guiguang Ding , Björn W. Schuller

Emotions play an essential role in human communication. Developing computer vision models for automatic recognition of emotion expression can aid in a variety of domains, including robotics, digital behavioral healthcare, and media…

Computer Vision and Pattern Recognition · Computer Science 2023-08-04 Yang Qian , Ali Kargarandehkordi , Onur Cezmi Mutlu , Saimourya Surabhi , Mohammadmahdi Honarmand , Dennis Paul Wall , Peter Washington

Human communication includes information, opinions, and reactions. Reactions are often captured by the affective-messages in written as well as verbal communications. While there has been work in affect modeling and to some extent affective…

Computation and Language · Computer Science 2018-05-22 Sopan Khosla , Niyati Chhaya , Kushal Chawla

In the past years, sentiment analysis has increasingly shifted attention to representational frameworks more expressive than semantic polarity (being positive, negative or neutral). However, these richer formats (like Basic Emotions or…

Computation and Language · Computer Science 2018-07-03 Sven Buechel , Udo Hahn

To understand historical texts, we must be aware that language -- including the emotional connotation attached to words -- changes over time. In this paper, we aim at estimating the emotion which is associated with a given word in former…

Computation and Language · Computer Science 2019-04-09 Johannes Hellrich , Sven Buechel , Udo Hahn

This paper proposes a process for a classification model for the facial expressions. The proposed process would aid in specific categorisation of children's emotions from 2 emotions namely 'Happy' and 'Sad'. Since the existing emotion…

Computer Vision and Pattern Recognition · Computer Science 2024-11-13 Sanchayan Vivekananthan

Emotion detection in textual data has received growing interest in recent years, as it is pivotal for developing empathetic human-computer interaction systems. This paper introduces a method for categorizing emotions from text, which…

Music accompaniment generation is a crucial aspect in the composition process. Deep neural networks have made significant strides in this field, but it remains a challenge for AI to effectively incorporate human emotions to create beautiful…

Sound · Computer Science 2023-07-11 Qi Wang , Shubing Zhang , Li Zhou