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CLERA: A Unified Model for Joint Cognitive Load and Eye Region Analysis in the Wild

https://doi.org/10.1145/3603622
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-1-4419-8126-4_6openalex-snapshot
Measuring Cognitive Load
inferredcites →https://doi.org/10.1007/978-1-4471-6392-3_3openalex-snapshot
Eye Tracking and Eye-Based Human–Computer Interaction
inferredcites →https://doi.org/10.1007/978-3-030-01249-6_21openalex-snapshot
RT-GENE: Real-Time Eye Gaze Estimation in Natural Environments
inferredcites →https://doi.org/10.1007/978-3-030-80624-8_13openalex-snapshot
Modeling Cognitive Load in Mobile Human Computer Interaction Using Eye Tracking Metrics
inferredcites →https://doi.org/10.1007/978-3-319-10602-1_48openalex-snapshot
Microsoft COCO: Common Objects in Context
inferredcites →https://doi.org/10.1007/978-3-319-23192-1_4openalex-snapshot
ExCuSe: Robust Pupil Detection in Real-World Scenarios
inferredcites →https://doi.org/10.1016/b978-0-12-822314-7.00007-9openalex-snapshot
Cognitive load estimation for adaptive human–machine system automation
inferredcites →https://doi.org/10.1016/b978-044451020-4/50027-xopenalex-snapshot
Eye Tracking in Usability Evaluation
inferredcites →https://doi.org/10.1016/j.compmedimag.2017.04.006openalex-snapshot
Application of eye tracking in medicine: A survey, research issues and challenges
inferredcites →https://doi.org/10.1016/j.cviu.2016.03.011openalex-snapshot
Eye blink detection based on motion vectors analysis
inferredcites →https://doi.org/10.1016/j.net.2019.06.023openalex-snapshot
Study on cognitive load of OM interface and eye movement experiment for nuclear power system
inferredcites →https://doi.org/10.1016/j.nucengdes.2017.07.012openalex-snapshot
Effect of user interface layout on the operators’ mental workload in emergency operating procedures in nuclear power plants
inferredcites →https://doi.org/10.1016/j.patcog.2014.03.024openalex-snapshot
Eyes closeness detection from still images with multi-scale histograms of principal oriented gradients
inferredcites →https://doi.org/10.1016/j.trf.2014.08.003openalex-snapshot
The sensitivity of different methodologies for characterizing drivers’ gaze concentration under increased cognitive demand
inferredcites →https://doi.org/10.1023/a:1011145532042openalex-snapshot
User Modeling in Human–Computer Interaction
inferredcites →https://doi.org/10.1037/1076-898x.9.2.119openalex-snapshot
Mental workload while driving: Effects on visual search, discrimination, and decision making.
inferredcites →https://doi.org/10.1038/s41598-021-89023-8openalex-snapshot
Computer-aided autism diagnosis based on visual attention models using eye tracking
inferredcites →https://doi.org/10.1080/10447318.2013.848320openalex-snapshot
Automatic Stress Classification With Pupil Diameter Analysis
inferredcites →https://doi.org/10.1080/10508414.2017.1313096openalex-snapshot
Gaze Behavior and Visual Attention: A Review of Eye Tracking Studies in Aviation
inferredcites →https://doi.org/10.1109/79.911197openalex-snapshot
Emotion recognition in human-computer interaction
inferredcites →https://doi.org/10.1109/access.2018.2851451openalex-snapshot
State of the Art: Eye-Tracking Studies in Medical Imaging
inferredcites →https://doi.org/10.1109/access.2019.2926040openalex-snapshot
MIT Advanced Vehicle Technology Study: Large-Scale Naturalistic Driving Study of Driver Behavior and Interaction With Automation
inferredcites →https://doi.org/10.1109/crv.2007.54openalex-snapshot
Real-time eye blink detection with GPU-based SIFT tracking
inferredcites →https://doi.org/10.1109/cvpr.2016.90openalex-snapshot
Deep Residual Learning for Image Recognition
inferredcites →https://doi.org/10.1109/cvpr.2016.91openalex-snapshot
You Only Look Once: Unified, Real-Time Object Detection
inferredcites →https://doi.org/10.1109/cvpr.2017.143openalex-snapshot
Realtime Multi-person 2D Pose Estimation Using Part Affinity Fields
inferredcites →https://doi.org/10.1109/cvpr.2017.395openalex-snapshot
Towards Accurate Multi-person Pose Estimation in the Wild
inferredcites →https://doi.org/10.1109/cvpr.2018.00742openalex-snapshot
Cascaded Pyramid Network for Multi-person Pose Estimation
inferredcites →https://doi.org/10.1109/cvprw.2017.284openalex-snapshot
It’s Written All Over Your Face: Full-Face Appearance-Based Gaze Estimation
inferredcites →https://doi.org/10.1109/cvprw.2019.00173openalex-snapshot
Arguing Machines: Human Supervision of Black Box AI Systems That Make Life-Critical Decisions
inferredcites →https://doi.org/10.1109/humanoids.2015.7363515openalex-snapshot
Yet another gaze detector: An embodied calibration free system for the iCub robot
inferredcites →https://doi.org/10.1109/iccv.2007.4409068openalex-snapshot
Eyeblink-based Anti-Spoofing in Face Recognition from a Generic Webcamera
inferredcites →https://doi.org/10.1109/iccv.2017.322openalex-snapshot
Mask R-CNN
inferredcites →https://doi.org/10.1109/iccvw.2019.00147openalex-snapshot
RT-BENE: A Dataset and Baselines for Real-Time Blink Estimation in Natural Environments
inferredcites →https://doi.org/10.1109/icip.2015.7350892openalex-snapshot
Real-time eye localization, blink detection, and gaze estimation system without infrared illumination
inferredcites →https://doi.org/10.1109/ipsn54338.2022.00026openalex-snapshot
EyeSyn: Psychology-inspired Eye Movement Synthesis for Gaze-based Activity Recognition
inferredcites →https://doi.org/10.1109/itsc.2004.1398850openalex-snapshot
Proceedings. The 7th International IEEE Conference on Intelligent Transportation Systems (IEEE Cat. No.04TH8749)
inferredcites →https://doi.org/10.1109/iv47402.2020.9304677openalex-snapshot
MIT-AVT Clustered Driving Scene Dataset: Evaluating Perception Systems in Real-World Naturalistic Driving Scenarios
inferredcites →https://doi.org/10.1109/iv48863.2021.9575742openalex-snapshot
Perceptual Evaluation of Driving Scene Segmentation
inferredcites →https://doi.org/10.1109/smc.2015.460openalex-snapshot
Neural Networks for Emotion Recognition Based on Eye Tracking Data
inferredcites →https://doi.org/10.1109/taffc.2021.3098237openalex-snapshot
Cross-Task and Cross-Participant Classification of Cognitive Load in an Emergency Simulation Game
inferredcites →https://doi.org/10.1109/tits.2007.895298openalex-snapshot
Real-Time Detection of Driver Cognitive Distraction Using Support Vector Machines
inferredcites →https://doi.org/10.1109/tiv.2021.3094836openalex-snapshot
Value of Temporal Dynamics Information in Driving Scene Segmentation
inferredcites →https://doi.org/10.1109/tmech.2022.3175774openalex-snapshot
Eye-Gaze Metrics for Cognitive Load Detection on a Driving Simulator
inferredcites →https://doi.org/10.1109/tpami.2012.89openalex-snapshot
State-of-the-Art in Visual Attention Modeling
inferredcites →https://doi.org/10.1109/tpami.2014.2313123openalex-snapshot
Adaptive Linear Regression for Appearance-Based Gaze Estimation
inferredcites →https://doi.org/10.1109/tpami.2017.2778103openalex-snapshot
MPIIGaze: Real-World Dataset and Deep Appearance-Based Gaze Estimation
inferredcites →https://doi.org/10.1109/tsmca.2007.909557openalex-snapshot
The CAS-PEAL Large-Scale Chinese Face Database and Baseline Evaluations
inferredcites →https://doi.org/10.1145/1864349.1864395openalex-snapshot
Psycho-physiological measures for assessing cognitive load
inferredcites →https://doi.org/10.1145/2168556.2168585openalex-snapshot
Robust real-time pupil tracking in highly off-axis images
inferredcites →https://doi.org/10.1145/2857491.2857520openalex-snapshot
Labelled pupils in the wild
inferredcites →https://doi.org/10.1145/2929464.2929472openalex-snapshot
Perceptually-based foveated virtual reality
inferredcites →https://doi.org/10.1145/3025453.3025929openalex-snapshot
What Can Be Predicted from Six Seconds of Driver Glances?
inferredcites →https://doi.org/10.1145/3173574.3174226openalex-snapshot
Cognitive Load Estimation in the Wild
inferredcites →https://doi.org/10.1145/3290605.3300780openalex-snapshot
NVGaze
inferredcites →https://doi.org/10.1145/3314111.3319844openalex-snapshot
A deep learning approach for robust head pose independent eye movements recognition from videos
inferredcites →https://doi.org/10.1177/0018720812437274openalex-snapshot
A Field Study on the Impact of Variations in Short-Term Memory Demands on Drivers’ Visual Attention and Driving Performance Across Three Age Groups
inferredcites →https://doi.org/10.1177/0018720812442086openalex-snapshot
Sensitivity of Physiological Measures for Detecting Systematic Variations in Cognitive Demand From a Working Memory Task
inferredcites →https://doi.org/10.1177/0018720819874544openalex-snapshot
Eye-Tracking Metrics Predict Perceived Workload in Robotic Surgical Skills Training
inferredcites →https://doi.org/10.1207/s15326985ep3801_8openalex-snapshot
Cognitive Load Measurement as a Means to Advance Cognitive Load Theory
inferredcites →https://doi.org/10.16910/jemr.12.1.3openalex-snapshot
Eye tracking in virtual reality
inferredcites →https://doi.org/10.22002/d1.20237openalex-snapshot
Caltech Face Dataset 1999
inferredcites →https://doi.org/10.23890/ijast.vm02is01.0104openalex-snapshot
Overview of Studies on the Cognitive Workload of the Air Traffic Controller
inferredcites →https://doi.org/10.3390/s17071534openalex-snapshot
A Study of Deep CNN-Based Classification of Open and Closed Eyes Using a Visible Light Camera Sensor
inferredcites →https://doi.org/10.3390/s20082384openalex-snapshot
Emotion Recognition Using Eye-Tracking: Taxonomy, Review and Current Challenges
inferredcites →https://doi.org/10.37398/jsr.2020.640137openalex-snapshot
Potential Eye Tracking Metrics and Indicators to Measure Cognitive Load in Human-Computer Interaction Research
inferredcites →https://doi.org/10.5220/0006172700880095openalex-snapshot
Online Eye Status Detection in the Wild with Convolutional Neural Networks
inferredcites →https://doi.org/10.5399/osu/jtrf.46.3.676openalex-snapshot
An Eye for the Air Traffic Controller Workload

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-032-13312-0_4openalex-snapshot
A Machine Learning Approach to Cognitive Load Estimation in Augmented Reality Using Eye Tracking
inferred← citeshttps://doi.org/10.1007/978-3-032-31319-5_4openalex-snapshot
Cognitive Load Estimation Through Eye-Tracking in Industrial Tasks: A Pilot Study
inferred← citeshttps://doi.org/10.1016/j.aei.2024.102765openalex-snapshot
A training and assessment system for human-computer interaction combining fNIRS and eye-tracking data
inferred← citeshttps://doi.org/10.1016/j.array.2025.100669openalex-snapshot
Cognitive load classification during online shopping using deep learning on time series eye movement indices
inferred← citeshttps://doi.org/10.1016/j.trf.2026.103658openalex-snapshot
From distraction to support: evolving perspectives on driver attention support and the case for a holistic, context-aware framework
inferred← citeshttps://doi.org/10.1109/access.2025.3646271openalex-snapshot
Inferring Cognitive Workload From Symbolic Gaze Sequences Using Large Language Models
inferred← citeshttps://doi.org/10.1109/amcai66110.2025.11474319openalex-snapshot
Deep Learning Model for Predicting Foreign Language Enjoyment Using Eye-Tracking Data
inferred← citeshttps://doi.org/10.1109/icoco67189.2025.11334077openalex-snapshot
With or Without Subtitles? An Eye-Tracking Study of Video-Based Learning in Mobile Applications
inferred← citeshttps://doi.org/10.1109/prai67447.2025.11412684openalex-snapshot
Expert-Novice Disparities in Eye Movement Patterns During Primary Flight Training
inferred← citeshttps://doi.org/10.1145/3772318.3791192openalex-snapshot
SVATA: A Spatial Visual Attention Tracking and Analysis Platform for Embodied Cognition Research
inferred← citeshttps://doi.org/10.1155/hbe2/9946143openalex-snapshot
Shared Minds: The Cognitive Parallels Between Humans and Artificial Intelligence
inferred← citeshttps://doi.org/10.2139/ssrn.5732154openalex-snapshot
A Comprehensive Review of Ocular Metrics for Fatigue Assessment: From Physiology to Machine Learning
inferred← citeshttps://doi.org/10.3390/app15063308openalex-snapshot
A Systematic Literature Review of Eye-Tracking and Machine Learning Methods for Improving Productivity and Reading Abilities
inferred← citeshttps://doi.org/10.3390/electronics14173352openalex-snapshot
Recent Progress on Eye-Tracking and Gaze Estimation for AR/VR Applications: A Review
inferred← citeshttps://doi.org/10.3390/s25185620openalex-snapshot
CogMamba: Multi-Task Driver Cognitive Load and Physiological Non-Contact Estimation with Multimodal Facial Features
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