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We present the first shared task on detecting the intensity of emotion felt by the speaker of a tweet. We create the first datasets of tweets annotated for anger, fear, joy, and sadness intensities using a technique called best--worst…

Computation and Language · Computer Science 2017-08-15 Saif M. Mohammad , Felipe Bravo-Marquez

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

Emotion recognition has significant potential in healthcare and affect-sensitive systems such as brain-computer interfaces (BCIs). However, challenges such as the high cost of labeled data and variability in electroencephalogram (EEG)…

Signal Processing · Electrical Eng. & Systems 2024-11-21 Md Niaz Imtiaz , Naimul Khan

Generative AI systems are increasingly capable of expressing emotions via text and imagery. Effective emotional expression will likely play a major role in the efficacy of AI systems -- particularly those designed to support human mental…

The significance of emotion detection is increasing in education, entertainment, and various other domains. We are developing a system that can identify and transform facial expressions into emojis to provide immediate feedback.The project…

Computer Vision and Pattern Recognition · Computer Science 2024-07-08 Abhilash Khuntia , Shubham Kale

Emotion recognition based on physiological signals is a hot topic and has a wide range of applications, like safe driving, health care and creating a secure society. This paper introduces a physiological dataset PAFEW, which is obtained…

Human-Computer Interaction · Computer Science 2020-02-20 Yang Liu , Tom Gedeon , Sabrina Caldwell , Shouxu Lin , Zi Jin

Natural human-computer interaction and audio-visual human behaviour sensing systems, which would achieve robust performance in-the-wild are more needed than ever as digital devices are increasingly becoming an indispensable part of our…

Mental health is a critical global public health issue, and psychological support hotlines play a pivotal role in providing mental health assistance and identifying suicide risks at an early stage. However, the emotional expressions…

Computation and Language · Computer Science 2025-01-16 Han Wang , Jianqiang Li , Qing Zhao , Zhonglong Chen , Changwei Song , Jing Tang , Yuning Huang , Wei Zhai , Yongsheng Tong , Guanghui Fu

Analysis of speech for recognition of stress is important for identification of emotional state of person. This can be done using 'Linear Techniques', which has different parameters like pitch, vocal tract spectrum, formant frequencies,…

Sound · Computer Science 2012-07-24 A. A. Khulage , Prof. B. V. Pathak

With more than 300 million people depressed worldwide, depression is a global problem. Due to access barriers such as social stigma, cost, and treatment availability, 60% of mentally-ill adults do not receive any mental health services.…

Computer Vision and Pattern Recognition · Computer Science 2018-11-28 Albert Haque , Michelle Guo , Adam S Miner , Li Fei-Fei

This research delves into the utilization of smartwatch sensor data and heart rate monitoring to discern individual emotions based on body movement and heart rate. Emotions play a pivotal role in human life, influencing mental well-being,…

Human-Computer Interaction · Computer Science 2024-08-14 Zikri Kholifah Nur , Rifki Wijaya , Gia Septiana Wulandari

Mental well-being and social media have been closely related domains of study. In this research a novel model, AD prediction model, for anxious depression prediction in real-time tweets is proposed. This mixed anxiety-depressive disorder is…

Social and Information Networks · Computer Science 2019-03-26 Akshi Kumar , Aditi Sharma , Anshika Arora

There is an increasing consensus among re- searchers that making a computer emotionally intelligent with the ability to decode human affective states would allow a more meaningful and natural way of human-computer interactions (HCIs). One…

Human-Computer Interaction · Computer Science 2016-06-02 Maria S. Perez-Rosero , Behnaz Rezaei , Murat Akcakaya , Sarah Ostadabbas

Couples generally manage chronic diseases together and the management takes an emotional toll on both patients and their romantic partners. Consequently, recognizing the emotions of each partner in daily life could provide an insight into…

Human-Computer Interaction · Computer Science 2022-08-24 George Boateng , Xiangyu Zhao , Malgorzata Speichert , Elgar Fleisch , Janina Lüscher , Theresa Pauly , Urte Scholz , Guy Bodenmann , Tobias Kowatsch

Depression is a major mental health disorder that is rapidly affecting lives worldwide. Depression not only impacts emotional but also physical and psychological state of the person. Its symptoms include lack of interest in daily…

Computer Vision and Pattern Recognition · Computer Science 2017-09-19 Shubham Dham , Anirudh Sharma , Abhinav Dhall

Depression is a global mental health problem, the worst case of which can lead to suicide. An automatic depression detection system provides great help in facilitating depression self-assessment and improving diagnostic accuracy. In this…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-17 Ying Shen , Huiyu Yang , Lin Lin

Past shared tasks on emotions use data with both overt expressions of emotions (I am so happy to see you!) as well as subtle expressions where the emotions have to be inferred, for instance from event descriptions. Further, most datasets do…

Computation and Language · Computer Science 2018-09-06 Roman Klinger , Orphée De Clercq , Saif M. Mohammad , Alexandra Balahur

Despite significant recent advances in the field of head pose estimation and facial expression recognition, raising the cognitive level when analysing human activity presents serious challenges to current concepts. Motivated by the need of…

Computer Vision and Pattern Recognition · Computer Science 2017-03-17 Grigorios Kalliatakis , Nikolaos Vidakis , Georgios Triantafyllidis

This research explores the fusion of graphology and artificial intelligence to quantify psychological stress levels in students by analyzing their handwritten examination scripts. By leveraging Optical Character Recognition and transformer…

Computer Vision and Pattern Recognition · Computer Science 2025-11-18 Abhijeet Kumar , Chetan Agarwal , Pronoy B. Neogi , Mayank Goswami

Mental disorders including depression, anxiety, and other neurological disorders pose a significant global challenge, particularly among individuals exhibiting social avoidance tendencies. This study proposes a hybrid approach by leveraging…

Artificial Intelligence · Computer Science 2025-05-30 Mohammad Helal Uddin , Sabur Baidya
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