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In recent years, Facial Expression Recognition (FER) has gained increasing attention. Most current work focuses on supervised learning, which requires a large amount of labeled and diverse images, while FER suffers from the scarcity of…

计算机视觉与模式识别 · 计算机科学 2024-10-24 Jie Song , Mengqiao He , Jinhua Feng , Bairong Shen

Facial expression recognition (FER) in 3D and 4D domains presents a significant challenge in affective computing due to the complexity of spatial and temporal facial dynamics. Its success is crucial for advancing applications in human…

计算机视觉与模式识别 · 计算机科学 2025-07-03 Muzammil Behzad

This study takes a preliminary step toward teaching computers to recognize human emotions through Facial Emotion Recognition (FER). Transfer learning is applied using ResNeXt, EfficientNet models, and an ArcFace model originally trained on…

计算机视觉与模式识别 · 计算机科学 2024-12-04 Dylan Waldner , Shyamal Mitra

Facial expression recognition (FER) has emerged as a promising approach to the development of emotion-aware intelligent agents and systems. However, key challenges remain in utilizing FER in real-world contexts, including ensuring user…

人机交互 · 计算机科学 2025-07-31 Sanjeev Nahulanthran , Leimin Tian , Dana Kulić , Mor Vered

Sentiment and emotion understanding are essential to applications such as human-computer interaction and depression detection. While Multimodal Large Language Models (MLLMs) demonstrate robust general capabilities, they face considerable…

计算与语言 · 计算机科学 2025-07-08 Ao Li , Longwei Xu , Chen Ling , Jinghui Zhang , Pengwei Wang

Analysing expressions on the person's face plays a very vital role in identifying emotions and behavior of a person. Recognizing these expressions automatically results in a crucial component of natural human-machine interfaces. Therefore…

计算机视觉与模式识别 · 计算机科学 2021-11-16 Abhinav Lahariya , Varsha Singh , Uma Shanker Tiwary

Multimodal Large Language Models (MLLMs) have revolutionized numerous research fields, including computer vision and affective computing. As a pivotal challenge in this interdisciplinary domain, facial expression recognition (FER) has…

计算机视觉与模式识别 · 计算机科学 2025-11-04 Fan Zhang , Haoxuan Li , Shengju Qian , Xin Wang , Zheng Lian , Hao Wu , Zhihong Zhu , Yuan Gao , Qiankun Li , Yefeng Zheng , Zhouchen Lin , Pheng-Ann Heng

Dynamic facial expression recognition (FER) databases provide important data support for affective computing and applications. However, most FER databases are annotated with several basic mutually exclusive emotional categories and contain…

计算机视觉与模式识别 · 计算机科学 2023-08-15 Yuanyuan Liu , Wei Dai , Chuanxu Feng , Wenbin Wang , Guanghao Yin , Jiabei Zeng , Shiguang Shan

The study of affective computing in the wild setting is underpinned by databases. Existing multimodal emotion databases in the real-world conditions are few and small, with a limited number of subjects and expressed in a single language. To…

计算机视觉与模式识别 · 计算机科学 2021-04-23 Jing Chen , Chenhui Wang , Kejun Wang , Chaoqun Yin , Cong Zhao , Tao Xu , Xinyi Zhang , Ziqiang Huang , Meichen Liu , Tao Yang

Facial Emotion Recognition (FER) is a key task in affective computing, enabling applications in human-computer interaction, e-learning, healthcare, and safety systems. Despite advances in deep learning, FER remains challenging due to…

计算机视觉与模式识别 · 计算机科学 2025-10-06 Ahsan Farabi , Israt Khandaker , Ibrahim Khalil Shanto , Md Abdul Ahad Minhaz , Tanisha Zaman

Background: Human Emotion Recognition (HER) has been a popular field of study in the past years. Despite the great progresses made so far, relatively little attention has been paid to the use of HER in autism. People with autism are known…

计算机视觉与模式识别 · 计算机科学 2024-07-09 Oresti Banos , Zhoe Comas-González , Javier Medina , Aurora Polo-Rodríguez , David Gil , Jesús Peral , Sandra Amador , Claudia Villalonga

Emotion understanding is a complex process that involves multiple components. The ability to recognise emotions not only leads to new context awareness methods but also enhances system interaction's effectiveness by perceiving and…

人机交互 · 计算机科学 2024-10-27 Rukshani Somarathna , Gelareh Mohammadi

Emotion recognition technology is crucial in providing a personalized user experience. It is especially important in virtual reality(VR) to assess the user's emotions to enhance their sense of immersion. We propose an emotion recognition…

人机交互 · 计算机科学 2019-12-04 Jaehyun Nam , Hyesun Chung , Young ah Seong , Honggu Lee

Face Emotion Recognition (FER) is essential for social interactions and understanding others' mental states. Utilizing eye tracking to investigate FER has yielded insights into cognitive processes. In this study, we utilized an…

人机交互 · 计算机科学 2025-03-21 Meisam J. Seikavandi , Maria J. Barrett , Paolo Burelli

Facial expressions vary from person to person, and the brightness, contrast, and resolution of every random image are different. This is why recognizing facial expressions is very difficult. This article proposes an efficient system for…

计算机视觉与模式识别 · 计算机科学 2022-09-26 Faisal Ghaffar

An automatic Facial Expression Recognition (FER) model with Adaboost face detector, feature selection based on manifold learning and synergetic prototype based classifier has been proposed. Improved feature selection method and proposed…

计算机视觉与模式识别 · 计算机科学 2018-03-30 Chendi Wang

The rapid aging of the global population has highlighted the need for technologies to support elderly, particularly in healthcare and emotional well-being. Facial expression recognition (FER) systems offer a non-invasive means of monitoring…

计算机视觉与模式识别 · 计算机科学 2025-02-06 F. Xavier Gaya-Morey , Jose M. Buades-Rubio , Philippe Palanque , Raquel Lacuesta , Cristina Manresa-Yee

Event-based cameras are bio-inspired sensors that asynchronously capture pixel intensity changes with microsecond latency, high temporal resolution, and high dynamic range, providing information on the spatiotemporal dynamics of a scene. We…

计算机视觉与模式识别 · 计算机科学 2026-01-01 Rodrigo Verschae , Ignacio Bugueno-Cordova

Identifying human emotions using AI-based computer vision systems, when individuals wear face masks, presents a new challenge in the current Covid-19 pandemic. In this study, we propose a facial emotion recognition system capable of…

计算机视觉与模式识别 · 计算机科学 2023-12-05 Aref Farhadipour , Pouya Taghipour

Facial Emotion Recognition is a critical research area within Affective Computing due to its wide-ranging applications in Human Computer Interaction, mental health assessment and fatigue monitoring. Current FER methods predominantly rely on…