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Related papers: Affective Image Content Analysis: Two Decades Revi…

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Affective Image Editing (AIE) aims to modify visual content to evoke targeted emotions. Although current approaches achieve impressive editing quality, they often overlook inference efficiency, which limits their applicability in…

Computer Vision and Pattern Recognition · Computer Science 2026-05-14 Xinyi Yin , Yiduo Wang , Tingqi Hu , Meicong Si , Yunyun Shi , Shi Chen , Hao Wang , Junxiao Xue , Xuecheng Wu

As social robots and other intelligent machines enter the home, artificial emotional intelligence (AEI) is taking center stage to address users' desire for deeper, more meaningful human-machine interaction. To accomplish such efficacious…

Computation and Language · Computer Science 2022-06-16 Benjamin Wortman , James Z. Wang

Missing diversity, equity, and inclusion elements in affective computing datasets directly affect the accuracy and fairness of emotion recognition algorithms across different groups. A literature review reveals how affective computing…

Human-Computer Interaction · Computer Science 2023-09-20 Tessa Verhoef , Eduard Fosch-Villaronga

Emotions widely affect human decision-making. This fact is taken into account by affective computing with the goal of tailoring decision support to the emotional states of individuals. However, the accurate recognition of emotions within…

Computation and Language · Computer Science 2018-11-14 Bernhard Kratzwald , Suzana Ilic , Mathias Kraus , Stefan Feuerriegel , Helmut Prendinger

The focus of the efforts for defining and modelling emotion is broadly shifting from classical definite marker theory to statistically context situated conceptual theory. However, the role of context processing and its interaction with the…

Neurons and Cognition · Quantitative Biology 2020-05-05 Sudhakar Mishra , U. S. Tiwary

Emotion being a subjective thing, leveraging knowledge and science behind labeled data and extracting the components that constitute it, has been a challenging problem in the industry for many years. With the evolution of deep learning in…

Computer Vision and Pattern Recognition · Computer Science 2017-06-07 Prudhvi Raj Dachapally

Emotion corpora are typically sampled based on keyword/hashtag search or by asking study participants to generate textual instances. In any case, these corpora are not uniform samples representing the entirety of a domain. We hypothesize…

Computation and Language · Computer Science 2024-02-05 Maximilian Wegge , Roman Klinger

The affective brain-computer interface is a crucial technology for affective interaction and emotional intelligence, emerging as a significant area of research in the human-computer interaction. Compared to single-type features, multi-type…

Human-Computer Interaction · Computer Science 2025-08-11 Xueyuan Xu , Wenjia Dong , Fulin Wei , Li Zhuo

Art has long been a profound medium for expressing emotions. While existing image stylization methods effectively transform visual appearance, they often overlook the emotional impact carried by styles. To bridge this gap, we introduce…

Computer Vision and Pattern Recognition · Computer Science 2025-12-08 Jingyuan Yang , Zihuan Bai , Hui Huang

Causal representation learning in the anti-causal setting (labels cause features rather than the reverse) presents unique challenges requiring specialized approaches. We propose Anti-Causal Invariant Abstractions (ACIA), a novel…

Machine Learning · Computer Science 2025-10-22 Arman Behnam , Binghui Wang

Facial expression analysis has long been an active research area of computer vision. Traditional methods mainly analyse images for prototypical discrete emotions; as a result, they do not provide an accurate depiction of the complex…

Computer Vision and Pattern Recognition · Computer Science 2022-06-29 Calvin Chen , Stefan Winkler

We propose a cross-modal co-attention model for continuous emotion recognition using visual-audio-linguistic information. The model consists of four blocks. The visual, audio, and linguistic blocks are used to learn the spatial-temporal…

Multimedia · Computer Science 2022-03-31 Su Zhang , Ruyi An , Yi Ding , Cuntai Guan

This book provides a comprehensive exploration of affective computing and human-computer interaction technologies. It begins with the historical development and basic concepts of human-computer interaction, delving into the technical…

Human-Computer Interaction · Computer Science 2025-06-19 Changzeng Fu

Emotion classifiers traditionally predict discrete emotions. However, emotion expressions are often subjective, thus requiring a method to handle subjective labels. We explore the use of crowdsourcing to acquire reliable soft-target labels…

Computer Vision and Pattern Recognition · Computer Science 2021-09-24 Peter Washington , Onur Cezmi Mutlu , Emilie Leblanc , Aaron Kline , Cathy Hou , Brianna Chrisman , Nate Stockham , Kelley Paskov , Catalin Voss , Nick Haber , Dennis Wall

Affective computing seeks to support the holistic development of artificial intelligence by enabling machines to engage with human emotion. Recent foundation models, particularly large language models (LLMs), have been trained and evaluated…

Computation and Language · Computer Science 2026-03-16 Sree Bhattacharyya , Evgenii Kuriabov , Lucas Craig , Tharun Dilliraj , Reginald B. Adams, , Jia Li , James Z. Wang

Visual Sentiment Analysis (VSA) is a challenging task due to the vast diversity of emotionally salient images and the inherent difficulty of acquiring sufficient data to capture this variability comprehensively. Key obstacles include…

Computer Vision and Pattern Recognition · Computer Science 2025-12-17 Marco Blanchini , Giovanna Maria Dimitri , Benedetta Tondi , Tarcisio Lancioni , Mauro Barni

Humans express feelings or emotions via different channels. Take language as an example, it entails different sentiments under different visual-acoustic contexts. To precisely understand human intentions as well as reduce the…

Artificial Intelligence · Computer Science 2021-11-17 Ting Wu , Junjie Peng , Wenqiang Zhang , Huiran Zhang , Chuanshuai Ma , Yansong Huang

Couples' relationships affect the physical health and emotional well-being of partners. Automatically recognizing each partner's emotions could give a better understanding of their individual emotional well-being, enable interventions and…

Human-Computer Interaction · Computer Science 2022-02-18 George Boateng , Elgar Fleisch , Tobias Kowatsch

The contextual information of Web images is investigated to address the issue of enriching their index characterizations with semantic descriptors and therefore bridge the semantic gap (i.e. the gap between the low-level content-based…

Information Retrieval · Computer Science 2020-05-06 Fariza Fauzi , Mohammed Belkhatir

Computed Tomography (CT) is a frequently utilized imaging technology that is employed in the clinical diagnosis of many disorders. However, clinical diagnosis, data storage, and management are posed huge challenges by a huge volume of…

Image and Video Processing · Electrical Eng. & Systems 2024-05-02 Siyi Xun , Qiaoyu Li , Xiaohong Liu , Guangtao Zhai , Mingxiang Wu , Tao Tan