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The increasing adoption of smart classroom technologies in higher education has mainly focused on automating attendance, with limited attention given to students' emotional and cognitive engagement during lectures. This limits instructors'…

Artificial Intelligence · Computer Science 2026-01-14 Keith Ainebyona , Ann Move Oguti , Joseph Walusimbi , Ritah Kobusingye

Autism Spectrum Disorder (ASD) represents a multifaceted neurodevelopmental condition marked by difficulties in social interaction, communication impediments, and repetitive behaviors. Despite progress in understanding ASD, its diagnosis…

Artificial Intelligence · Computer Science 2024-07-15 Hossein Mohammadi Rouzbahani , Hadis Karimipour

We introduce FindingEmo, a new image dataset containing annotations for 25k images, specifically tailored to Emotion Recognition. Contrary to existing datasets, it focuses on complex scenes depicting multiple people in various naturalistic,…

Computer Vision and Pattern Recognition · Computer Science 2024-06-06 Laurent Mertens , Elahe' Yargholi , Hans Op de Beeck , Jan Van den Stock , Joost Vennekens

Children with Autism Spectrum Disorder (ASD) often exhibit atypical facial expressions. However, the specific objective facial features that underlie this subjective perception remain unclear. In this paper, we introduce a novel dataset,…

Computer Vision and Pattern Recognition · Computer Science 2024-11-22 Yanfeng Ji , Shutong Wang , Ruyi Xu , Jingying Chen , Xinzhou Jiang , Zhengyu Deng , Yuxuan Quan , Junpeng Liu

In the latest social networks, more and more people prefer to express their emotions in videos through text, speech, and rich facial expressions. Multimodal video emotion analysis techniques can help understand users' inner world…

Computer Vision and Pattern Recognition · Computer Science 2022-09-22 Qinglan Wei , Xuling Huang , Yuan Zhang

Machine learning methods, such as deep learning, show promising results in the medical domain. However, the lack of interpretability of these algorithms may hinder their applicability to medical decision support systems. This paper studies…

Signal Processing · Electrical Eng. & Systems 2021-07-23 Juan Manuel Mayor-Torres , Mirco Ravanelli , Sara E. Medina-DeVilliers , Matthew D. Lerner , Giuseppe Riccardi

Emotion recognition and sentiment analysis are pivotal tasks in speech and language processing, particularly in real-world scenarios involving multi-party, conversational data. This paper presents a multimodal approach to tackle these…

Computer Vision and Pattern Recognition · Computer Science 2025-03-11 Aref Farhadipour , Hossein Ranjbar , Masoumeh Chapariniya , Teodora Vukovic , Sarah Ebling , Volker Dellwo

This paper presents CAMEO -- a curated collection of multilingual emotional speech datasets designed to facilitate research in emotion recognition and other speech-related tasks. The main objectives were to ensure easy access to the data,…

Computation and Language · Computer Science 2026-01-28 Iwona Christop , Maciej Czajka

Affective computing is a field of study that focuses on developing systems and technologies that can understand, interpret, and respond to human emotions. Speech Emotion Recognition (SER), in particular, has got a lot of attention from…

Computation and Language · Computer Science 2023-12-20 Varun Sharma

Autism Spectrum Disorder (ASD) is a chronic neurodevelopmental condition characterized by repetitive behaviors and impairments in social and communication skills. Despite the clear manifestation of these symptoms, many individuals with ASD…

Machine Learning · Computer Science 2026-01-27 Aneesh Panchal , Kainat Khan , Rahul Katarya

Diagnosing Autism Spectrum Disorder (ASD) is a challenging problem, and is based purely on behavioral descriptions of symptomology (DSM-5/ICD-10), and requires informants to observe children with disorder across different settings (e.g.…

Neurons and Cognition · Quantitative Biology 2020-03-04 Taban Eslami , Joseph S. Raiker , Fahad Saeed

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

The EMPATHIC project aimed to design an emotionally expressive virtual coach capable of engaging healthy seniors to improve well-being and promote independent aging. One of the core aspects of the system is its human sensing capabilities,…

The quantification of visual affect data (e.g. face images) is essential to build and monitor automated affect modeling systems efficiently. Considering this, this work proposes quantified facial Temporal-expressiveness Dynamics (TED) to…

Computer Vision and Pattern Recognition · Computer Science 2020-10-29 Md Taufeeq Uddin , Shaun Canavan

With most recent estimates giving an incidence rate of 1 in 68 children in the United States, the autism spectrum disorder (ASD) is a growing public health crisis. Many of these children struggle to make eye contact, recognize facial…

Human-Computer Interaction · Computer Science 2020-04-30 Nick Haber , Catalin Voss , Jena Daniels , Peter Washington , Azar Fazel , Aaron Kline , Titas De , Terry Winograd , Carl Feinstein , Dennis P. Wall

Speech Emotion Recognition models typically use single categorical labels, overlooking the inherent ambiguity of human emotions. Ambiguous Emotion Recognition addresses this by representing emotions as probability distributions, but…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-22 Wenda Zhang , Hongyu Jin , Siyi Wang , Zhiqiang Wei , Ting Dang

Within the field of Humanities, there is a recognized need for educational innovation, as there are currently no reported tools available that enable individuals to interact with their environment to create an enhanced learning experience…

Previous studies have demonstrated that emotional features from a single acoustic sentiment label can enhance depression diagnosis accuracy. Additionally, according to the Emotion Context-Insensitivity theory and our pilot study,…

Audio and Speech Processing · Electrical Eng. & Systems 2024-12-30 Rongfeng Su , Changqing Xu , Xinyi Wu , Feng Xu , Xie Chen , Lan Wangt , Nan Yan

Speech Emotion recognition (SER) in call center conversations has emerged as a valuable tool for assessing the quality of interactions between clients and agents. In contrast to controlled laboratory environments, real-life conversations…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-05 Yajing Feng , Laurence Devillers

Automated emotion recognition in speech is a long-standing problem. While early work on emotion recognition relied on hand-crafted features and simple classifiers, the field has now embraced end-to-end feature learning and classification…

Audio and Speech Processing · Electrical Eng. & Systems 2022-11-10 Ravi Shankar , Abdouh Harouna Kenfack , Arjun Somayazulu , Archana Venkataraman