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Related papers: Multimodal Ambivalence/Hesitancy Recognition in Vi…

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Ambivalence and hesitancy (A/H), closely related constructs, are the primary reasons why individuals delay, avoid, or abandon health behaviour changes. They are subtle and conflicting emotions that sets a person in a state between positive…

Ambivalence and hesitancy (A/H) are subtle affective states where a person shows conflicting signals through different channels -- saying one thing while their face or voice tells another story. Recognising these states automatically is…

Computer Vision and Pattern Recognition · Computer Science 2026-03-18 Salah Eddine Bekhouche , Hichem Telli , Azeddine Benlamoudi , Salah Eddine Herrouz , Abdelmalik Taleb-Ahmed , Abdenour Hadid

Recognizing complex behavioral states such as Ambivalence and Hesitancy (A/H) in naturalistic video settings remains a significant challenge in affective computing. Unlike basic facial expressions, A/H manifests as subtle, multimodal…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Alexandre Pereira , Bruno Fernandes , Pablo Barros

We address the Ambivalence/Hesitancy (A/H) Video Recognition Challenge at the 10th ABAW Competition (CVPR 2026). We propose a divergence-based multimodal fusion that explicitly measures cross-modal conflict between visual, audio, and…

Ambivalence/hesitancy recognition in unconstrained videos is a challenging problem due to the subtle, multimodal, and context-dependent nature of this behavioral state. In this paper, a multimodal approach for video-level…

Computer Vision and Pattern Recognition · Computer Science 2026-03-16 Elena Ryumina , Alexandr Axyonov , Dmitry Sysoev , Timur Abdulkadirov , Kirill Almetov , Yulia Morozova , Dmitry Ryumin

Emotion recognition in videos is a pivotal task in affective computing, where identifying subtle psychological states such as Ambivalence and Hesitancy holds significant value for behavioral intervention and digital health. Ambivalence and…

Computer Vision and Pattern Recognition · Computer Science 2026-03-24 Liang Tang , Hongda Li , Jiayu Zhang , Long Chen , Shuxian Li , Siqi Pei , Tiaonan Duan , Yuhao Cheng

Personality computing and affective computing, where the recognition of personality traits is essential, have gained increasing interest and attention in many research areas recently. We propose a novel approach to recognize the Big Five…

Computer Vision and Pattern Recognition · Computer Science 2019-11-04 Süleyman Aslan , Uğur Güdükbay

We explore new aspects of assistive living on smart human-robot interaction (HRI) that involve automatic recognition and online validation of speech and gestures in a natural interface, providing social features for HRI. We introduce a…

Multimedia · Computer Science 2017-11-07 A. Zlatintsi , I. Rodomagoulakis , P. Koutras , A. C. Dometios , V. Pitsikalis , C. S. Tzafestas , P. Maragos

Mental disorders are among the foremost contributors to the global healthcare challenge. Research indicates that timely diagnosis and intervention are vital in treating various mental disorders. However, the early somatization symptoms of…

Computer Vision and Pattern Recognition · Computer Science 2024-09-05 Yichun Li , Shuanglin Li , Syed Mohsen Naqvi

Human behavior expression and experience are inherently multi-modal, and characterized by vast individual and contextual heterogeneity. To achieve meaningful human-computer and human-robot interactions, multi-modal models of the users…

Machine Learning · Computer Science 2019-06-10 Ognjen Rudovic , Meiru Zhang , Bjorn Schuller , Rosalind W. Picard

Studies suggest that one in three US adults use the Internet to diagnose or learn about a health concern. However, such access to health information online could exacerbate the disparities in health information availability and use. Health…

Information Retrieval · Computer Science 2022-07-19 Krishna Pothugunta , Xiao Liu , Anjana Susarla , Rema Padman

Accessibility efforts for d/Deaf and hard of hearing (DHH) learners in video-based learning have mainly focused on captions and interpreters, with limited attention to learners' emotional awareness--an important yet challenging skill for…

Human-Computer Interaction · Computer Science 2025-03-11 Si Chen , Jason Situ , Haocong Cheng , Suzy Su , Desiree Kirst , Lu Ming , Qi Wang , Lawrence Angrave , Yun Huang

The study of human emotions, traditionally a cornerstone in fields like psychology and neuroscience, has been profoundly impacted by the advent of artificial intelligence (AI). Multiple channels, such as speech (voice) and facial…

Visual-based human action recognition can be found in various application fields, e.g., surveillance systems, sports analytics, medical assistive technologies, or human-robot interaction frameworks, and it concerns the identification and…

Computer Vision and Pattern Recognition · Computer Science 2024-12-23 Antonios Gasteratos , Stavros N. Moutsis , Konstantinos A. Tsintotas , Yiannis Aloimonos

Emotion recognition is a core research area at the intersection of artificial intelligence and human communication analysis. It is a significant technical challenge since humans display their emotions through complex idiosyncratic…

Human-Computer Interaction · Computer Science 2018-09-14 Paul Pu Liang , Amir Zadeh , Louis-Philippe Morency

Engagement in Human-Machine Interaction is the process by which entities participating in the interaction establish, maintain, and end their perceived connection. It is essential to monitor the engagement state of patients in various…

Human-Computer Interaction · Computer Science 2023-03-03 Hanan Salam

Understanding and predicting human behavior has emerged as a core capability in various AI application domains such as autonomous driving, smart healthcare, surveillance systems, and social robotics. This paper defines the technical…

Artificial Intelligence · Computer Science 2025-05-07 Kanghyun Jo , Jehwan Choi , Kwanho Kim , Seongmin Kim , Duy-Linh Nguyen , Xuan-Thuy Vo , Adri Priadana , Tien-Dat Tran

Attention Deficit Hyperactivity Disorder (ADHD) causes significant impairment in various domains. Early diagnosis of ADHD and treatment could significantly improve the quality of life and functioning. Recently, machine learning methods have…

Computer Vision and Pattern Recognition · Computer Science 2024-09-05 Yichun Li , Yuxing Yang , Syed Nohsen Naqvi

Multi-modal emotion recognition in conversations is a challenging problem due to the complex and complementary interactions between different modalities. Audio and textual cues are particularly important for understanding emotions from a…

Sound · Computer Science 2025-04-02 Jiachen Luo , Huy Phan , Lin Wang , Joshua Reiss

Emotional expressions are the behaviors that communicate our emotional state or attitude to others. They are expressed through verbal and non-verbal communication. Complex human behavior can be understood by studying physical features from…

Computer Vision and Pattern Recognition · Computer Science 2021-09-15 Liam Schoneveld , Alice Othmani , Hazem Abdelkawy
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