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The analysis of emotions expressed in text has numerous applications. In contrast to categorical analysis, focused on classifying emotions according to a pre-defined set of common classes, dimensional approaches can offer a more nuanced way…

Computation and Language · Computer Science 2023-02-28 Gonçalo Azevedo Mendes , Bruno Martins

Emotion is an important factor to consider when designing visualizations as it can impact the amount of trust viewers place in a visualization, how well they can retrieve information and understand the underlying data, and how much they…

Human-Computer Interaction · Computer Science 2024-07-29 Carter Blair , Xiyao Wang , Charles Perin

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

Text-to-image diffusion models have achieved high visual fidelity, yet precise control over scene semantics and fine-grained affective tone remains challenging. Human visual affect arises from the rapid integration of contextual meaning,…

Computer Vision and Pattern Recognition · Computer Science 2026-04-02 Li He , Longtai Zhang , Wenqiang Zhang , Yan Wang , Lizhe Qi

Recent research shows that emotions can enhance users' cognition and influence information communication. While research on visual emotion analysis is extensive, limited work has been done on helping users generate emotionally rich image…

Computer Vision and Pattern Recognition · Computer Science 2026-01-01 Shengqi Dang , Yi He , Long Ling , Ziqing Qian , Nanxuan Zhao , Nan Cao

We describe EmoBank, a corpus of 10k English sentences balancing multiple genres, which we annotated with dimensional emotion metadata in the Valence-Arousal-Dominance (VAD) representation format. EmoBank excels with a bi-perspectival and…

Computation and Language · Computer Science 2022-05-05 Sven Buechel , Udo Hahn

We propose EmoLat, a novel emotion latent space that enables fine-grained, text-driven image sentiment transfer by modeling cross-modal correlations between textual semantics and visual emotion features. Within EmoLat, an emotion semantic…

Computer Vision and Pattern Recognition · Computer Science 2026-01-21 Jing Zhang , Bingjie Fan , Jixiang Zhu , Zhe Wang

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…

Emotions play a central role in human communication, shaping trust, engagement, and social interaction. As artificial intelligence systems powered by large language models become increasingly integrated into everyday life, enabling them to…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-11 Soumya Dutta

In an era of emotionally saturated digital media and information overload, effective communication demands more than clarity and accuracy-it requires emotional awareness. This review introduces the paradigm of emotion-aware design, a…

Social and Information Networks · Computer Science 2025-06-26 Shixiong Cao , Nan Cao

Emotions play a key role in human communication and public presentations. Human emotions are usually expressed through multiple modalities. Therefore, exploring multimodal emotions and their coherence is of great value for understanding…

Computer Vision and Pattern Recognition · Computer Science 2019-10-10 Haipeng Zeng , Xingbo Wang , Aoyu Wu , Yong Wang , Quan Li , Alex Endert , Huamin Qu

Image emotion classification (IEC) is a longstanding research field that has received increasing attention with the rapid progress of deep learning. Although recent advances have leveraged the knowledge encoded in pre-trained visual models,…

Computer Vision and Pattern Recognition · Computer Science 2025-12-01 Zibo Zhou , Zhengjun Zhai , Huimin Chen , Wei Dai , Hansen Yang

Dimensional representations of speech emotions such as the arousal-valence (AV) representation provide a continuous and fine-grained description and control than their categorical counterparts. They have wide applications in tasks such as…

Audio and Speech Processing · Electrical Eng. & Systems 2024-02-07 Enting Zhou , You Zhang , Zhiyao Duan

The paper concerns affective information systems that represent and visualize human emotional states. The goal of the study was to find typical representations of discrete and dimensional emotion models in terms of color, size, speed,…

Human-Computer Interaction · Computer Science 2026-04-14 Michal R Wrobel , Agnieszka Landowska , Karolina Makuch

Computational modeling of the emotions evoked by art in humans is a challenging problem because of the subjective and nuanced nature of art and affective signals. In this paper, we consider the above-mentioned problem of understanding…

Computer Vision and Pattern Recognition · Computer Science 2021-10-14 Digbalay Bose , Krishna Somandepalli , Souvik Kundu , Rimita Lahiri , Jonathan Gratch , Shrikanth Narayanan

In cinematography, visual attributes such as color grading, contrast, and brightness are manipulated to reinforce the emotional narrative of a scene. However, conventional Image Signal Processors (ISPs) prioritize scene fidelity,…

Image and Video Processing · Electrical Eng. & Systems 2026-05-06 Dor Barber , Rony Zatzarinni , Hava Matichin , Noam Levy

In recent years, more and more researchers have reflected on the undervaluation of emotion in data visualization and highlighted the importance of considering human emotion in visualization design. Meanwhile, an increasing number of studies…

Human-Computer Interaction · Computer Science 2024-11-13 Xingyu Lan , Yanqiu Wu , Nan Cao

In daily life, images as common affective stimuli have widespread applications. Despite significant progress in text-driven image editing, there is limited work focusing on understanding users' emotional requests. In this paper, we…

Computer Vision and Pattern Recognition · Computer Science 2025-12-29 Peixuan Zhang , Shuchen Weng , Chengxuan Zhu , Binghao Tang , Zijian Jia , Si Li , Boxin Shi

Color is a complex communicative element that helps us understand and evaluate our environment. At the level of artistic creation, this component influences both the formal aspects of the composition and the symbolic weight, directly…

Computer Vision and Pattern Recognition · Computer Science 2022-10-25 César González-Martín , Miguel Carrasco , Germán Oviedo

Visual Sentiment Analysis aims to understand how images affect people, in terms of evoked emotions. Although this field is rather new, a broad range of techniques have been developed for various data sources and problems, resulting in a…

Computer Vision and Pattern Recognition · Computer Science 2020-05-19 Alessandro Ortis , Giovanni Maria Farinella , Sebastiano Battiato
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