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Emotion is a critical component of artificial social intelligence. However, while current methods excel in lip synchronization and image quality, they often fail to generate accurate and controllable emotional expressions while preserving…

Computer Vision and Pattern Recognition · Computer Science 2025-08-19 Wenqing Wang , Yun Fu

A proven therapeutic technique to overcome negative thoughts is to replace them with a more hopeful "reframed thought." Although therapy can help people practice and learn this Cognitive Reframing of Negative Thoughts, clinician shortages…

Computation and Language · Computer Science 2023-05-05 Ashish Sharma , Kevin Rushton , Inna Wanyin Lin , David Wadden , Khendra G. Lucas , Adam S. Miner , Theresa Nguyen , Tim Althoff

Facial expression recognition (FER) is a fundamental task in affective computing with applications in human-computer interaction, mental health analysis, and behavioral understanding. In this paper, we propose SMILE-VLM, a self-supervised…

Computer Vision and Pattern Recognition · Computer Science 2025-06-03 Muzammil Behzad

Multimodal sentiment analysis aims to recognize people's attitudes from multiple communication channels such as verbal content (i.e., text), voice, and facial expressions. It has become a vibrant and important research topic in natural…

Machine Learning · Computer Science 2022-02-23 Xingbo Wang , Jianben He , Zhihua Jin , Muqiao Yang , Yong Wang , Huamin Qu

Deception detection is an important task that has been a hot research topic due to its potential applications. It can be applied in many areas, from national security (e.g., airport security, jurisprudence, and law enforcement) to real-life…

Computer Vision and Pattern Recognition · Computer Science 2022-08-02 Jun-Teng Yang , Guei-Ming Liu , Scott C. -H Huang

Spontaneous subtle emotions are expressed through micro-expressions, which are tiny, sudden and short-lived dynamics of facial muscles; thus poses a great challenge for visual recognition. The abrupt but significant dynamics for the…

Computer Vision and Pattern Recognition · Computer Science 2016-02-12 Anh Cat Le Ngo , John See , Raphael Chung-Wei Phan

Predicting treatment non-response for anxiety and depression is challenging, in part because of sparse symptom assessments in real-world care. We examined whether passively captured, fine-grained emotions serve as linguistic markers of…

Computation and Language · Computer Science 2026-05-07 Benjamin Brindle , George A. Bonanno , Thomas Derrick Hull , Nicolas Charon , Matteo Malgaroli

Automatic emotion recognition has become a trending research topic in the past decade. While works based on facial expressions or speech abound, recognizing affect from body gestures remains a less explored topic. We present a new…

Computer Vision and Pattern Recognition · Computer Science 2018-01-24 Fatemeh Noroozi , Ciprian Adrian Corneanu , Dorota Kamińska , Tomasz Sapiński , Sergio Escalera , Gholamreza Anbarjafari

Emotional support is a crucial skill for many real-world scenarios, including caring for the elderly, mental health support, and customer service chats. This paper presents a novel task of empathetic dialog generation with positive emotion…

Computation and Language · Computer Science 2022-04-25 Shihang Wang , Xinchao Xu , Wenquan Wu , Zheng-Yu Niu , Hua Wu , Haifeng Wang

Pupillary responses (PR) change differently for different types of stimuli. This study aims to check whether observers PR can recognise real and posed smiles from a set of smile images and videos. We showed the smile images and smile videos…

Human-Computer Interaction · Computer Science 2021-02-09 Ruiqi Chen , Atiqul Islam , Tom Gedeon , Md Zakir Hossain

The task of emotion recognition in conversations (ERC) benefits from the availability of multiple modalities, as provided, for example, in the video-based Multimodal EmotionLines Dataset (MELD). However, only a few research approaches use…

Audio and Speech Processing · Electrical Eng. & Systems 2023-08-16 Hugo Carneiro , Cornelius Weber , Stefan Wermter

Human emotional expression emerges through coordinated vocal, facial, and gestural signals. While speech face alignment is well established, the broader dynamics linking emotionally expressive speech to regional facial and hand motion…

Multimedia · Computer Science 2025-06-13 Von Ralph Dane Marquez Herbuela , Yukie Nagai

In our everyday lives and social interactions we often try to perceive the emotional states of people. There has been a lot of research in providing machines with a similar capacity of recognizing emotions. From a computer vision…

Computer Vision and Pattern Recognition · Computer Science 2020-03-31 Ronak Kosti , Jose M. Alvarez , Adria Recasens , Agata Lapedriza

Developing specialized dialogue systems for mental health support requires multi-turn conversation data, which has recently garnered increasing attention. However, gathering and releasing large-scale, real-life multi-turn conversations that…

Computation and Language · Computer Science 2025-08-05 Huachuan Qiu , Hongliang He , Shuai Zhang , Anqi Li , Zhenzhong Lan

Empathetic response generation endeavors to empower dialogue systems to perceive speakers' emotions and generate empathetic responses accordingly. Psychological research demonstrates that emotion, as an essential factor in empathy,…

Computation and Language · Computer Science 2024-03-26 Wang Yufeng , Chen Chao , Yang Zhou , Wang Shuhui , Liao Xiangwen

Repeated reading (RR) helps learners, who have little to no experience with reading fluently to gain confidence, speed and process words automatically. The benefits of repeated readings include helping all learners with fact recall, aiding…

Computation and Language · Computer Science 2020-06-26 Santosh Kumar Barnwal , Uma Shanker Tiwary

Emotions are best way of communicating information; and sometimes it carry more information than words. Recently, there has been a huge interest in automatic recognition of human emotion because of its wide spread application in security,…

Computer Vision and Pattern Recognition · Computer Science 2013-12-05 Nikunj Bajaj , Aurobinda Routray , S L Happy

Laughter is a complex social signal that conveys communicative intent beyond amusement. While prior work has focused on isolated laughter analysis tasks, a comprehensive understanding of laughter in real-world scenarios remains…

Computation and Language · Computer Science 2026-05-28 Lee Jung-Mok , Kim Sung-Bin , Joohyun Chang , Lee Hyun , Tae-Hyun Oh

Automated prediction of valence, one key feature of a person's emotional state, from individuals' personal narratives may provide crucial information for mental healthcare (e.g. early diagnosis of mental diseases, supervision of disease…

Computation and Language · Computer Science 2019-12-03 Aniruddha Tammewar , Alessandra Cervone , Eva-Maria Messner , Giuseppe Riccardi

Expressions are fundamental to conveying human emotions. With the rapid advancement of AI-generated content (AIGC), realistic and expressive 3D facial animation has become increasingly crucial. Despite recent progress in speech-driven…

Computer Vision and Pattern Recognition · Computer Science 2025-10-30 Yuxiang Mao , Zhijie Zhang , Zhiheng Zhang , Jiawei Liu , Chen Zeng , Shihong Xia