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Related papers: Quantifying Emotional Arousal through Pupillary Re…

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Multimodal data analysis and validation based on streams from state-of-the-art sensor technology such as eye-tracking or emotion recognition using the Facial Action Coding System (FACTs) with deep learning allows educational researchers to…

Computers and Society · Computer Science 2024-03-04 C. Kosel , S. Michel , T. Seidel , M. Foerster

MoodPupilar introduces a novel method for mood evaluation using pupillary response captured by a smartphone's front-facing camera during daily use. Over a four-week period, data was gathered from 25 participants to develop models capable of…

Human-Computer Interaction · Computer Science 2024-08-06 Rahul Islam , Tongze Zhang , Priyanshu Singh Bisen , Sang Won Bae

Capturing pupil diameter is essential for assessing psychological and physiological states such as stress levels and cognitive load. However, the low resolution of images in eye datasets often hampers precise measurement. This study…

Computer Vision and Pattern Recognition · Computer Science 2025-04-15 Vijul Shah , Brian B. Moser , Ko Watanabe , Andreas Dengel

Cognitive processes involved in both allocation of attention during decision making as well as surprise when making mistakes trigger release of the neurotransmitter norepinephrine, which has been shown to be correlated with an increase in…

Human-Computer Interaction · Computer Science 2016-09-03 Per Bækgaard , Michael Kai Petersen , Jakob Eg Larsen

Measuring pupil diameter is vital for gaining insights into physiological and psychological states - traditionally captured by expensive, specialized equipment like Tobii eye-trackers and Pupillabs glasses. This paper presents a novel…

Computer Vision and Pattern Recognition · Computer Science 2025-04-01 Vijul Shah , Ko Watanabe , Brian B. Moser , Andreas Dengel

Early detection of depressive episodes is crucial in managing mental health disorders such as Major Depressive Disorder (MDD) and Bipolar Disorder. However, existing methods often necessitate active participation or are confined to clinical…

Human-Computer Interaction · Computer Science 2024-04-24 Rahul Islam , Sang Won Bae

Exposure-based interventions rely on inhibitory learning, often studied through Pavlovian conditioning. While disgust conditioning is increasingly linked to psychiatric disorders, it has been less researched than fear conditioning. In this…

Neurons and Cognition · Quantitative Biology 2025-03-27 Lars Rothkegel , Jakob Fink-Lamotte

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

Although media content is increasingly produced, distributed, and consumed in multiple combinations of modalities, how individual modalities contribute to the perceived emotion of a media item remains poorly understood. In this paper we…

Computer Vision and Pattern Recognition · Computer Science 2022-02-23 Phoebe Chua , Dimos Makris , Dorien Herremans , Gemma Roig , Kat Agres

Pupil dynamics and fixational eye movements are primarily involuntary processes that actively support visual perception during fixations. Both measures are known to be sensitive to ongoing cognitive and affective processing. In a visual…

Neurons and Cognition · Quantitative Biology 2025-05-27 Lisa Schwetlick , Hendrik Graupner , Olaf Dimigen , Ralf Engbert

Assessing cognitive workload is crucial for human performance as it affects information processing, decision making, and task execution. Pupil size is a valuable indicator of cognitive workload, reflecting changes in attention and arousal…

Machine Learning · Computer Science 2024-10-21 Quang Dang , Murat Kucukosmanoglu , Michael Anoruo , Golshan Kargosha , Sarah Conklin , Justin Brooks

The relationship between digital media use and mental health remains poorly understood, in part because real-world digital behavior is rarely captured at scale. This intensive longitudinal study tracked participants' complete natural…

Human-Computer Interaction · Computer Science 2026-03-17 Christopher A. Kelly , Yikun Chi , Nicholas Haber , Byron Reeves , Mu-Jung Cho , Thomas N. Robinson , Nilam Ram , Johannes C. Eichstaedt

Obtaining viewer responses from videos can be useful for creators and streaming platforms to analyze the video performance and improve the future user experience. In this report, we present our method for 2021 Evoked Expression from Videos…

Computer Vision and Pattern Recognition · Computer Science 2021-06-04 Kezhou Lin , Xiaohan Wang , Zhedong Zheng , Linchao Zhu , Yi Yang

It is well known that a systematic analysis of the pupil size variations, recorded by means of an eye-tracker, is a rich source of information about a subject's arousal and cognitive state. Current methods for pupil analysis are limited to…

Image and Video Processing · Electrical Eng. & Systems 2020-06-22 Dario Zanca , Alessandra Rufa

In this paper, we introduce a portable eye imaging device denoted as lab-on-a-headset, which can automatically perform a swinging flashlight test. We utilized this device in a clinical study to obtain high-resolution recordings of eyes…

Image and Video Processing · Electrical Eng. & Systems 2019-05-23 Dogancan Temel , Melvin J. Mathew , Ghassan AlRegib , Yousuf M. Khalifa

Pupil reflex to variations in illumination and associated dynamics are of importance in neurology and ophthalmology. This is typically measured using a near Infrared (IR) pupillometer to avoid Purkinje reflections that appear when strong…

Image and Video Processing · Electrical Eng. & Systems 2023-08-21 Abhijeet Phatak , Aditya Chandra Mandal , Janarthanam Jothi Balaji , Vasudevan Lakshminarayanan

In the context of education technology, empathic interaction with the user and feedback by the learning system using multiple inputs such as video, voice and text inputs is an important area of research. In this paper, a nonintrusive,…

Computer Vision and Pattern Recognition · Computer Science 2018-07-16 S L Happy , A. Dasgupta , P. Patnaik , A. Routray

Colour is a fundamental determinant of affective experience in immersive virtual reality (VR), yet the emotional and physiological impact of individual hues remains poorly characterised. This study investigated how fifteen calibrated…

Human-Computer Interaction · Computer Science 2025-11-19 Francesco Febbraio , Simona Collina , Christina Lepida , Panagiotis Kourtesis

This paper explores how the image quality assessment (IQA) task affects the cognitive processes of people from the perspective of pupil size and studies the relationship between pupil size and image quality. Specifically, we first invited…

Image and Video Processing · Electrical Eng. & Systems 2025-05-21 Yixuan Gao , Xiongkuo Min , Guangtao Zhai

Eye-based information channels include the pupils, gaze, saccades, fixational movements, and numerous forms of eye opening and closure. Pupil size variation indicates cognitive load and emotion, while a person's gaze direction is said to be…

Human-Computer Interaction · Computer Science 2020-01-24 Jonny O'Dwyer , Niall Murray , Ronan Flynn
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