Research
Driver State Monitoring
Sensing a driver's state in real time — drowsiness and distraction detection, and how those systems are validated and regulated.
Categories in this area
- Driver State Monitoring (DMS) 6400 papers · 6 topics
Overlaps with other areas
Categories filed elsewhere whose papers overlap this area. The evidence is the measured co-occurrence; a curated entry is one kept by domain judgement below the threshold, and says so.
Split into its own area in v4 (2026-08-11, owner's call). It had sat in research.hmi by inheritance with no measured affinity to any other member of that area: no admitted pair links it to hmi or in_vehicle_technology. Its real neighbours are the phenomena a monitor tries to catch (fatigue 5.00x, distraction 2.41x) and the fleet context that deploys them (commercial_heavy_vehicle 3.14x) — all carried as guests, so the shelf holding the detectors stays one click from the shelves holding the states.
drowsiness detection algorithms 3373distraction detection algorithms 2403gaze based attention detection 1297dms validation 827alcohol detection systems 245dms regulation 158
Relevant standards
- Auto Innovators Level 2 Driver Monitoring Principles (2021) — Level 2 Driver Monitoring Principles
- Commission Delegated Regulation (EU) 2021/1243 — Commission Delegated Regulation (EU) 2021/1243 supplementing Regulation (EU) 2019/2144 by laying down detailed rules concerning the alcohol interlock installation facilitation in motor vehicles
- Commission Delegated Regulation (EU) 2021/1341 — Commission Delegated Regulation (EU) 2021/1341 of 23 April 2021 supplementing Regulation (EU) 2019/2144 of the European Parliament and of the Council by laying down detailed rules concerning the specific test procedures and technical requirements for the type-approval of motor vehicles with regard to their driver drowsiness and attention warning systems and amending that Regulation
- Commission Delegated Regulation (EU) 2023/2590 — Commission Delegated Regulation (EU) 2023/2590 of 13 July 2023 supplementing Regulation (EU) 2019/2144 of the European Parliament and of the Council by laying down detailed rules concerning the specific test procedures and technical requirements for the type-approval of certain motor vehicles with regard to their advanced driver distraction warning systems and amending that Regulation
- Commission Implementing Regulation (EU) 2024/1721 — Commission Implementing Regulation (EU) 2024/1721 of 19 June 2024 laying down rules for the application of Regulation (EU) 2019/2144 of the European Parliament and of the Council as regards uniform procedures and technical specifications for the type-approval of the intelligent speed assistance system, the driver drowsiness and attention warning system, the event data recorder, the alcohol interlock installation facilitation and the advanced driver distraction warning system
- EN 50436-1:2023 — Alcohol interlocks - Test methods and performance requirements - Part 1: Instruments having a mouthpiece and measuring breath alcohol for drink-driving-offender programs and general preventive use
- EN 50436-2:2014 — Alcohol interlocks - Test methods and performance requirements - Part 2: Instruments having a mouthpiece and measuring breath alcohol for general preventive use
- Euro NCAP Assessment Protocol - SA - Safe Driving (v10.4) — Euro NCAP Assessment Protocol - SA - Safe Driving
- Euro NCAP Assisted Driving — Highway Assist Systems — Test & Assessment Protocol v1.1 (Implementation 2023) — Assisted Driving — Highway Assist Systems — Test & Assessment Protocol
- Euro NCAP Safe Driving - Driver Engagement Protocol (v1.1) — Euro NCAP Safe Driving Driver Engagement Protocol
- Euro NCAP Safe Driving - Occupant Monitoring Protocol (v1.1) — Euro NCAP Safe Driving Occupant Monitoring Protocol
- GB/T 39263-2020 — Road vehicles—Advanced driver assistance systems—Terms and definitions
- GB/T 41797-2022 — Performance requirements and test methods for driver attention monitoring system
- IIHS Safeguards For Partial Driving Automation — Test Protocol and Rating Guidelines, Version I (March 2024) — Safeguards For Partial Driving Automation Test Protocol and Rating Guidelines
- ISO/TS 15007-2:2014 — Road vehicles — Measurement of driver visual behaviour with respect to transport information and control systems — Part 2: Equipment and procedures
- MLIT Study Group Final Report on Measures to Ensure Safety Performance of Automated Vehicles (2025) — MLIT — Final Report, Study Group on Measures to Ensure Safety Performance of Automated Vehicles
- Regulation (EU) 2019/2144 — Regulation (EU) 2019/2144 of the European Parliament and of the Council on type-approval requirements for motor vehicles and their trailers as regards their general safety and the protection of vehicle occupants and vulnerable road users (General Safety Regulation II)
- SAE J3214 — Breath-Based Alcohol Detection System
- UN ECE R182 (draft) — Proposal for a new UN Regulation No. [182] on uniform provisions concerning the approval of motor vehicles with regard to their Driver Drowsiness and Attention Warning (DDAW) system
- UN ECE R183 (draft) — Proposal for a new UN Regulation No. [183] on uniform provisions concerning the approval of a vehicle type with regard to an Advanced Driver Distraction Warning (ADDW) system
6400 paper(s) · ranked by relevance to this area
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A Multi-Stage, Multi-Feature Machine Learning Approach to Detect Driver Sleepiness in Naturalistic Road Driving Conditions ↗ · 2022 · Bakker, Bram et al. · indexed
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Drowsiness monitoring based on driver and driving data fusion · 2011 · Daza, Iván García et al. · archived
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Driver Distraction Detection Methods: A Literature Review and Framework · 2021 · Kashevnik, Alexey et al. · archived
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Driver drowsiness estimation using EEG signals with a dynamical encoder–decoder modeling framework · 2022 · Arefnezhad, Sadegh et al. · archived
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Reducing Impaired-Driving Recidivism Using Advanced Vehicle-Based Alcohol Detection Systems: A Report to Congress · 2007 · Compton, Richard P. et al. · archived
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Drowsiness Detection and Alarming System · 2025 · Girijannavar, Laxmi R et al. · archived
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A hybrid approach for driver drowsiness detection utilizing practical data to improve performance system and applicability ↗ · 2023 · Khanehshenas, Farin et al. · indexed
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A Survey on State-of-the-Art Drowsiness Detection Techniques · 2019 · Ramzan, Muhammad et al. · archived
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Analysis of Driver Drowsiness Detection using EEG and EOG · 2018 · K Firke, Omprakash et al. · archived
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A hierarchical machine learning classification approach for secondary task identification from observed driving behavior data ↗ · 2019 · Osman, Osama A. et al. · indexed
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Detecting Driver Fatigue With Eye Blink Behavior · 2024 · Akin, Ali et al. · archived
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Body Pose and Context Information for Driver Secondary Task Detection ↗ · 2018 · Martin, Manuel et al. · indexed
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Drowsiness Detection System Based on PERCLOS and Facial Physiological Signal ↗ · 2022 · Chang, Robert Chen-Hao et al. · indexed
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Driver Drowsiness Detection Based on Face Feature and PERCLOS ↗ · 2018 · Junaedi, Suhandi et al. · indexed
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Vehicle-Based Drowsy Driver Detection: Current Status and Future Prospects · 1994 · Knipling, Ronald R. et al. · archived
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Vehicle-Based Drowsy Driver Detection: Current Status And Future Prospects · 1994 · NHTSA · archived
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Computer vision‐based recognition of driver distraction: A review ↗ · 2021 · Moslemi, Negar et al. · indexed
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Driver sleepiness detection with deep neural networks using electrophysiological data ↗ · 2021 · Hultman, Martin et al. · indexed
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A Review of Driver Gaze Estimation and Application in Gaze Behavior Understanding · 2023 · Sharma, Pavan Kumar et al. · archived
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Review of Technology to Prevent Alcohol-Impaired Crashes (TOPIC) · 2007 · Pollard, John K. et al. · archived
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Driver Distraction Using Visual-Based Sensors and Algorithms · 2016 · Fernández, Alberto et al. · archived
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An Evaluation of Emerging Driver Fatigue Detection Measures and Technologies [Final report] · 2009 · Barr, Lawrence et al. · archived
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Robust Deep Learning-Based Driver Distraction Detection and Classification ↗ · 2021 · Ezzouhri, Amal et al. · indexed
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Drowsiness Detection Using Ocular Indices from EEG Signal ↗ · 2022 · Tarafder, Sreeza et al. · indexed
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Driver Sleepiness Classification Based on Physiological Data and Driving Performance From Real Road Driving ↗ · 2019 · Martensson, Henrik et al. · indexed
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Drowsiness Classification for Internal Driving Situation Awareness on Mobile Platform · 2021 · Nine, Julkar et al. · archived
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Estimation of Eye Closure Degree Using EEG Sensors and Its Application in Driver Drowsiness Detection ↗ · 2014 · Li, Gang et al. · indexed
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Detection of driver engagement in secondary tasks from observed naturalistic driving behavior ↗ · 2017 · Ye, Mengqiu et al. · indexed
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Potential for Application of Ignition Interlock Devices to Prohibit Operation of Motor Vehicles by Intoxicated Individuals · 1988 · Compton, Richard P. · archived
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Evaluating driving fatigue detection algorithms using eye tracking glasses ↗ · 2015 · Gao, Xiang-Yu et al. · indexed
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An Investigation to Detect Driver Drowsiness from Eye blink Artifacts Using Deep Learning Models ↗ · 2022 · Egambaram, Ashvaany et al. · indexed
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The detection of drowsiness using a driver monitoring system ↗ · 2019 · Schwarz, Chris et al. · indexed
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Detection and Evaluation of Driver Distraction Using Machine Learning and Fuzzy Logic ↗ · 2018 · Aksjonov, Andrei et al. · indexed
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Driver Drowsiness Classification Based on Eye Blink and Head Movement Features Using the k-NN Algorithm ↗ · 2020 · Dreisig, Mariella et al. · indexed
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A Multimodal Fusion Fatigue Driving Detection Method Based on Heart Rate and PERCLOS ↗ · 2022 · Du, Guanglong et al. · indexed
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An Efficient Approach for Driver Drowsiness Detection at Moderate Drowsiness Level Based on Electroencephalography Signal and Vehicle Dynamics Data ↗ · 2022 · Houshmand, Sara et al. · indexed
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PERCLOS: A Valid Psychophysiological Measure of Alertness As Assessed by Psychomotor Vigilance · 1998 · NHTSA · archived
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Drowsiness Monitoring By Steering And Lane Data Based Features Under Real Driving Conditions · 2010 · Friedrichs, Fabian · archived
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Detection of driver manual distraction via image-based hand and ear recognition · 2020 · Li, Li et al. · archived
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Development and Assessment of a Driver Drowsiness Monitoring System · 2012 · NHTSA · archived
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Controlled inducement and measurement of drowsiness in a driving simulator ↗ · 2010 · De Rosario, H. et al. · indexed
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Comparison of Multimodal Features for Detecting Driver Drowsiness using different dataset ↗ · 2021 · Priya, V. Vijay et al. · indexed
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PERCLOS-based technologies for detecting drowsiness: current evidence and future directions ↗ · 2023 · Abe, Takashi · indexed
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Eyelid-based driver state classification under simulated and real driving conditions ↗ · 2014 · Ebrahim, Parisa et al. · indexed
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Driver drowsiness evaluation by means of thermal infrared imaging: preliminary results ↗ · 2021 · Cardone, Daniela et al. · indexed
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Modeling behavioral indicators for driver drowsiness detection: a simulator-based study ↗ · 2026 · Azaddel, Rahele et al. · indexed
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Trends and Future Prospects of the Drowsiness Detection and Estimation Technology · 2021 · Arakawa, Toshiya · archived
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Drive-Net: Convolutional Network for Driver Distraction Detection ↗ · 2018 · Majdi, Mohammed S. et al. · indexed
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Detection and Recognition of Driver Distraction Using Multimodal Signals ↗ · 2022 · Das, Kapotaksha et al. · indexed
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Real-Time Detection System of Driver Distraction Using Machine Learning · 2013 · Tango, Fabio et al. · archived
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Detecting driver distraction · 2018 · Liang, Yulan · archived
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Driver Sleepiness Detection System Based on Eye Movements Variables ↗ · 2013 · Jin, Lisheng et al. · indexed
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Early Detection of Driver Drowsiness Utilizing Machine Learning based on Physiological Signals, Behavioral Measures, and Driving Performance ↗ · 2018 · Gwak, Jongseong et al. · indexed
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Driving sleepiness detection using electrooculogram analysis and grey wolf optimizer ↗ · 2022 · Jasim, Sarah Saadoon et al. · indexed
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EEG-based Driver Fatigue Detection with Eye-tracking Guided Weak Supervision · 2026 · Xu, Fenglin et al. · archived
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Driver Drowsiness Detection System · 2026 · Kushwaha, Abhishek · archived
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Driver drowsiness detection based on classification of surface electromyography features in a driving simulator ↗ · 2019 · Mahmoodi, Mohammad et al. · indexed
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An Evaluation of Emerging Driver Fatigue Detection Measures and Technologies [Tech Brief] · 2009 · NHTSA · archived
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Vision based eye closeness classification for driver’s distraction and drowsiness using PERCLOS and support vector machines ↗ · 2019 · Mohd Zin, Zalhan et al. · indexed
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Assessment of Driver Monitoring Systems for Alcohol Impairment Detection and Level 2 Automation · 2024 · Prendez, David M et al. · archived
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Detecting Driver Sleepiness Using Consumer Wearable Devices in Manual and Partial Automated Real-Road Driving · 2022 · Lu, Ke et al. · archived
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A Contextual Analysis of Driver-Facing and Dual-View Video Inputs for Distraction Detection in Naturalistic Driving Environments · 2025 · Dontoh, Anthony et al. · archived
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Driver Drowsiness Detection using Percentage Eye Closure Method ↗ · 2020 · Sankaran, K.Sakthidasan et al. · indexed
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Driver Drowsiness Detection Using Eye Movement Behavior · 2025 · Biradar, Sonali et al. · archived
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A Hybrid Approach to Detect Driver Drowsiness Utilizing Physiological Signals to Improve System Performance and Wearability · 2017 · Awais, Muhammad et al. · archived
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Quantifying Drowsy Driving [Traffic Safety Facts Research Note] · 2020 · NHTSA · archived
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Behavioral Research and Practical Models of Drivers' Attention · 2021 · Kotseruba, Iuliia et al. · archived
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Driver distraction detection and recognition using RGB-D sensor · 2015 · Craye, Celine et al. · archived
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An EEG-Assisted Two-Stage PERCLOS Forecasting Method for Driver Fatigue Early Warning ↗ · 2026 · Jiang, Junye et al. · indexed
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Real-Time Driver Fatigue Detection for Enhanced Road Safety · 2025 · Sujathakumari B A et al. · archived
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Realtime Driver Drowsiness Detection Using Machine Learning ↗ · 2022 · Al Redhaei, Aneesa et al. · indexed
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Sober-Drive: A smartphone-assisted drowsy driving detection system ↗ · 2014 · Lunbo Xu et al. · indexed
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Classifying Features of Electroencephalography Signal to Detect Driver Drowsiness in the Early Drowsy Stage · 2022 · Houshmand, Sara et al. · archived
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Detecting Driver Sleepiness From Physiological Indicators Using a CNN-LSTM Self-Attention Model ↗ · 2026 · Jiao, Yingying et al. · indexed
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Driver drowsiness detection based on non-intrusive metrics considering individual specifics ↗ · 2016 · Wang, Xuesong et al. · indexed
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RESEARCH ON VEHICLE-BASED DRIVER STATUS/PERFORMANCE MONITORING; DEVELOPMENT, VALIDATION, AND REFINEMENT OF ALGORITHMS FOR DETECTION OF DRIVER DROWSINESS. FINAL REPORT ↗ · 1994 · Wierwille, Walter W. et al. · indexed
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Heart Rate Variability-Based Driver Drowsiness Detection and Its Validation With EEG · 2018 · Fujiwara, Koichi et al. · archived
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A Multi-Model Analysis for Driving Fatigue Detection using EEG Signals ↗ · 2022 · Jantan, Sadiah et al. · indexed
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On-Road Detection of Driver Fatigue and Drowsiness during Medium-Distance Journeys ↗ · 2021 · Salvati, Luca et al. · indexed
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A Method for Detection and Evaluation of Driver Distraction Induced by In-Vehicle Information Systems ↗ · 2018 · Aksjonov, Andrei et al. · indexed
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Assessment of driver drowsiness using electroencephalogram signals based on multiple functional brain networks ↗ · 2018 · Chen, Jichi et al. · indexed
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Gazing as actual parameter for drowsiness assessment in driving simulators · 2019 · Rumagit, Arthur M. et al. · archived
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Comparison of Two Eye-Gaze Based Real-Time Driver Distraction Detection Algorithms in a Small-Scale Field Operational Test · 2009 · Kircher, Katja et al. · archived
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Development of Drowsy Driving Detection System Using EEG · 2026 · Seo, Ssang-Hee · archived
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Driver Gaze Fixation and Pattern Analysis in Safety Critical Events ↗ · 2023 · Bhagat, Hirva et al. · indexed
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Exploiting heart rate variability for driver drowsiness detection using wearable sensors and machine learning · 2025 · AlArnaout, Zakwan et al. · archived
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Driving drowsiness detection using fusion of electroencephalography, electrooculography, and driving quality signals ↗ · 2016 · Mikaeili, Mohammad et al. · indexed
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A Comprehensive Review of Driver’s Attention and the Evaluation Methods · 2021 · Abbasi, Elahe et al. · archived
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Review of Technology to Prevent Alcohol-and-Drug Impaired Crashes: Update · 2024 · Pollard, John K. et al. · archived
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Head pose-free eye gaze prediction for driver attention study ↗ · 2017 · Yafei Wang et al. · indexed
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Driving Drowsiness Detection with EEG Using a Modified Hierarchical Extreme Learning Machine Algorithm with Particle Swarm Optimization: A Pilot Study ↗ · 2020 · Ma, Yuliang et al. · indexed
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Driver drowsiness recognition based on computer vision technology ↗ · 2012 · Zhang, Wei et al. · indexed
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Driver Distraction Detection Using Artificial Intelligence and Smart Devices · 2024 · Papatheocharous, Efi et al. · archived
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Detection of Driver Fatigue Caused by Sleep Deprivation · 2009 · Yang, Ji Hyun et al. · archived
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Driver Drowsiness Detection with Commercial EEG Headsets · 2023 · Delrobaei, Mehdi et al. · archived
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Driving drowsiness detection using spectral signatures of EEG-based neurophysiology · 2023 · Arif, Saad et al. · archived
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A contextual and temporal algorithm for driver drowsiness detection ↗ · 2018 · McDonald, Anthony D. et al. · indexed
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Development of Detection System Using EEG and ECG To Determine an Onset of Driver Drowsiness Due to Sleep Deprivation ↗ · 2023 · Yaakop, Muhyi et al. · indexed
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Classification of Human Driver Distraction Using 3D Convolutional Neural Networks ↗ · 2023 · Kwakye, Kelvin et al. · indexed
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Efficient eye states detection in real-time for drowsy driving monitoring system ↗ · 2008 · Cui Xu et al. · indexed
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Tracking-based detection of driving distraction from vehicular interior video ↗ · 2016 · Billah, Tashrif et al. · indexed
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Driver Drowsiness Detection · 2024 · Zeki Ablahd, Ann et al. · archived
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EEG based Drowsiness Prediction Using Machine Learning Approach ↗ · 2021 · Priya, V. Vijay et al. · indexed
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Estimation of drivers' drowsiness level using a Neural Network Based ‘Error Correcting Output Coding’ method ↗ · 2010 · Tsuchida, Ayumi et al. · indexed
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Classification of Driver Distraction: A Comprehensive Analysis of Feature Generation, Machine Learning, and Input Measures ↗ · 2019 · McDonald, Anthony D. et al. · indexed
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Advanced Driver Fatigue Research · 2008 · NHTSA · archived
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Analysis of driver behaviors during common tasks using frontal video camera and CAN-Bus information ↗ · 2011 · Jain, Jinesh J et al. · indexed
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A Smart Vehicle Safety Framework for Real-Time Driver Sobriety Monitoring and Engine Restriction ↗ · 2026 · Sandhiya, J.A. et al. · indexed
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Driver Drowsiness Detection Using Wearable Brain Sensing Headband and Three-Level Voting Model ↗ · 2023 · Rezaee, Qazal et al. · indexed
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Algorithm for Distracted Driver Detection and Alert Using Deep Learning ↗ · 2021 · Ankit Pal et al. · indexed
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Using Naturalistic Vehicle-Based Data to Predict Distraction and Environmental Demand ↗ · 2019 · Kanaan, Dina et al. · indexed
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Driver Drowsiness Detection with Commercial EEG Headsets · 2022 · Rezaee, Qazal et al. · archived
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Driving Fatigue Classification Based on Fusion Entropy Analysis Combining EOG and EEG · 2019 · Wang, Hongtao et al. · archived
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Comprehensive Drowsiness Level Detection Model Combining Multimodal Information ↗ · 2019 · Sunagawa, Mika et al. · indexed
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Driver Drowsiness Immediately before Crashes – A Comparative Investigation of EEG Pattern Recognition · 2013 · Golz, M et al. · archived
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EEG and Forehead EOG-Based Driver Fatigue Classification Using Sparse-Deep Belief Networks ↗ · 2021 · Zhang, Jie et al. · indexed
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Detection of Driver Cognitive Distraction Using Machine Learning Methods ↗ · 2023 · Misra, Apurva et al. · indexed
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Detection of driver drowsiness in driving environment using deep learning methods ↗ · 2018 · Tumen, Vedat et al. · indexed
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Driver drowsiness detection system · 2026 · Dalvi, Spandan et al. · archived
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Driver Distraction Recognition using 3D Convolutional Neural Networks ↗ · 2019 · Moslemi, Negar et al. · indexed
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Sensitivity of PERCLOS70 to Drowsiness Level: Effectiveness of PERCLOS70 to Prevent Crashes Caused by Drowsiness ↗ · 2022 · Murata, Atsuo et al. · indexed
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Non-Intrusive Detection of Drowsy Driving Based on Eye Tracking Data ↗ · 2019 · Zandi, Ali Shahidi et al. · indexed
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Comprehensive Analysis on Feature Selection, Machine Learning and Deep Learning Algorithms to Detect Driver Drowsiness-An EEG Study ↗ · 2023 · Ferdous, Talukdar Raian et al. · indexed
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Fusion of EEG and Eye Blink Analysis for Detection of Driver Fatigue ↗ · 2023 · Shahbakhti, Mohammad et al. · indexed
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Driver Drowsiness Detection Considering Individual Specifics: A Simulator Study ↗ · 2020 · Li, Shiwu et al. · indexed
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Real-Time Deep Learning-Based Drowsiness Detection: Leveraging Computer-Vision and Eye-Blink Analyses for Enhanced Road Safety ↗ · 2023 · Safarov, Furkat et al. · indexed
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The Detection of Visual Distraction using Vehicle and Driver-Based Sensors ↗ · 2016 · Schwarz, Chris et al. · indexed
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Train Driver Fatigue Detection Using Eye Feature Vector and Support Vector Machine ↗ · 2022 · Li, Taiguo et al. · indexed
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Classifying Driving Fatigue Based on Combined Entropy Measure Using EEG Signals · 2016 · Xiong, Yijun et al. · archived
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Quantitative Identification of Driver Distraction: A Weakly Supervised Contrastive Learning Approach · 2023 · Yang, Haohan et al. · archived
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Real-Time Detection of Drowsiness Related Lane Departures Using Steering Wheel Angle ↗ · 2012 · McDonald, Anthony D. et al. · indexed
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DriveSAM: Cognitive Perspective on Driving Maneuvers Based on Drivers’ Attention Using Eye Gaze Data · 2023 · Kwakye, Kelvin et al. · archived
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Sample-Entropy-Based Method for Real Driving Fatigue Detection with Multichannel Electroencephalogram ↗ · 2021 · Zhang, Tao et al. · indexed
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Driver drowsiness detection using behavioral measures and machine learning techniques: A review of state-of-art techniques ↗ · 2017 · Ngxande, Mkhuseli et al. · indexed
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Driver fatigue detection through multiple entropy fusion analysis in an EEG-based system ↗ · 2017 · Min, Jianliang et al. · indexed
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Model-Based Analysis and Classification of Driver Distraction Under Secondary Tasks ↗ · 2010 · Ersal, Tulga et al. · indexed
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Recognition of Manual Driving Distraction Through Deep-Learning and Wearable Sensing · 2019 · Li, Li et al. · archived
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Driver fatigue monitoring method based on eyes state classification ↗ · 2008 · Yanli Liu et al. · indexed
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Comprehensive study of driver behavior monitoring systems using computer vision and machine learning techniques · 2024 · Furht, Borko · archived
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Driver distraction detection by in-vehicle signal processing ↗ · 2014 · Im, Seongsu et al. · indexed
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Driver Drowsiness Estimation Based on Hybrid Feature Extraction and Light weighted Dense Convolutional Network ↗ · 2022 · Sharanabasappa et al. · indexed
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Drowsiness Detection in Drivers: A Systematic Review of Deep Learning-Based Models · 2025 · Fonseca, Tiago et al. · archived
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Multimodal Detection of Driver Distraction · 2017 · Eskenazi, Maxine et al. · archived
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A PERCLOS-Based Driver Fatigue Recognition Application for Smart Vehicle Space ↗ · 2010 · Qing, Wu et al. · indexed
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Driving fingerprinting enhances drowsy driving detection: Tailoring to individual driver characteristics ↗ · 2024 · Sun, Yifan et al. · indexed
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Driver Drowsiness Detection Using ECG Signals and Machine Learning Models ↗ · 2022 · Mansour Alnasheet, Meshal · indexed
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Real-Time Driver Fatigue Detection Based on Eye State Recognition ↗ · 2013 · Sun, Chao et al. · indexed
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Behavioral Indicators of Drowsy Driving: Active Search Mirror Checks · 2022 · Meyer, Jason E. et al. · archived
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Classification of Drowsiness and Alertness States Using EEG Signals to Enhance Road Safety: A Comparative Analysis of Machine Learning Algorithms and Ensemble Techniques ↗ · 2025 · Sistaninezhad, Masoud et al. · indexed
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Noncontact Multimodal Sensing for Driver Distraction Detection via Behavioral-Physiological Fusion ↗ · 2025 · Sun, Yuheng et al. · indexed
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Evaluation of techniques for ocular measurement as an index of fatigue and as the basis for alertness management · 1998 · Dinges, David F. et al. · archived
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Importance of subject‐dependent classification and imbalanced distributions in driver sleepiness detection in realistic conditions ↗ · 2018 · Silveira, Cláudia Sofia et al. · indexed
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Driver drowsiness detection methods using EEG signals: a systematic review ↗ · 2022 · Hussein, Raed Mohammed et al. · indexed
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Evaluating Drivers’ States in Sleepiness Countermeasures Experiments Using Physiological and Eye Data – Hybrid Logistic and Linear Regression Model ↗ · 2017 · Schmidt, Elisabeth et al. · indexed
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Driver Alertness Identification And Alarming System Using Haar Cascade Algorithm · 2022 · R. Vadivel et al. · archived
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HybridFatigue: A Real-time Driver Drowsiness Detection using Hybrid Features and Transfer Learning · 2020 · Abbas, Qaisar · archived
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Driver Fatigue Detection Method Based on Eye Multi-Feature Fusion ↗ · 2018 · Liu, Qinghua et al. · indexed
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Biosignals Monitoring for Driver Drowsiness Detection Using Deep Neural Networks ↗ · 2024 · Alguindigue, Jose et al. · indexed
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Comprehensive Assessment of Driver Monitoring System for Commercial Vehicle Applications Using Innovative Lab Testing Approach ↗ · 2024 · Sudarshan, BV et al. · indexed
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Driver Drowsiness Detection Based on Respiratory Signal Analysis ↗ · 2019 · Guede-Fernandez, Federico et al. · indexed
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Research on Driver KSS Rating Prediction Model Based on EU 2021/1341 DDAW ↗ · 2023 · Li, Bing et al. · indexed
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Driver distraction detection via multi‐scale domain adaptation network ↗ · 2023 · Wang, Jing et al. · indexed
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Driver Behavior Classification System Analysis Using Machine Learning Methods ↗ · 2021 · Ghandour, Raymond et al. · indexed
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A Methodological Review on Prediction of Multi-Stage Hypovigilance Detection Systems Using Multimodal Features · 2021 · Abbas, Qaisar et al. · archived
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Driver Sleepiness Detection Algorithm Based on Relevance Vector Machine ↗ · 2021 · Wei, Lingxiang et al. · indexed
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Study to Determine the Effectiveness of Deep Learning Classifiers for ECG Based Driver Fatigue Classification ↗ · 2018 · Bhardwaj, Rahul et al. · indexed
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Driver State Classification: Identifying High Cognitive Load and Drowsiness Through Driver Performance · 2026 · Ayas, Suzan et al. · archived
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Preliminary analysis of full-scale driving simulator data for unmasked sleepiness detection ↗ · 2014 · Yang, Ji Hyun et al. · indexed
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Drivers Drowsiness Detection using Image Processing and I-Ear Techniques ↗ · 2023 · Ananthi, S. et al. · indexed
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Real-time and Efficient EEG Based Driver Drowsiness Detection System with VANET for Safe Driving · 2023 · Mohammedi, Mohamed et al. · archived
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Detection and controlling of drivers' visual focus of attention ↗ · 2017 · Debnath, Partha Pratim et al. · indexed
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EEG-based drowsiness detection for safe driving using chaotic features and statistical tests · 2011 · Mikaili, Mohammad et al. · archived
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Research on drowsiness detection in UAV operators based on the random decision forest method · 2026 · Wojtowicz, Konrad et al. · archived
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Driver fatigue monitoring system using video face images & physiological information ↗ · 2012 · Anumas, Sasiporn et al. · indexed
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Electroencephalogram-Based Multi-Class Driver Fatigue Detection using Power Spectral Density and Lightweight Convolutional Neural Networks · 2025 · Suprihatiningsih, Wiwit et al. · archived
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PERCLOS Threshold for Drowsiness Detection during Real Driving ↗ · 2012 · Lin, S. T. et al. · indexed
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Real time and non-intrusive driver fatigue monitoring · 2005 · Zhu, Zhiwei et al. · archived
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Optimized driver fatigue detection method using multimodal neural networks · 2025 · Cao, Shengli et al. · archived
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Convergent validity of video-based observer rating of drowsiness, against subjective, behavioral, and physiological measures · 2023 · Uchiyama, Yuji et al. · archived
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Drowsy driver detection system using eye blink patterns · 2010 · Danışman, Taner et al. · archived
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Driver distraction recognition with pose-aware two-stream convolutional neural network ↗ · 2023 · Tao, Chenghao et al. · indexed
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A Real-time Driving Drowsiness Detection Algorithm With Individual Differences Consideration ↗ · 2019 · You, Feng et al. · indexed
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Real-Time Detection of Distracted Driving Behaviors Using Naturalistic Driving Study Data ↗ · 2023 · Ju, Yi et al. · indexed
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Driver Sleepiness Detection Using Deep Learning Convolution Neural Network Classifier ↗ · 2019 · Muthukumaran, N. et al. · indexed
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Automated detection of driver fatigue based on EEG signals using gradient boosting decision tree model ↗ · 2018 · Hu, Jianfeng et al. · indexed
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Preventing Impaired Driving Using IoT on Steering Wheels Approach · 2024 · Razak, Abdul et al. · archived
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DETECTION OF DRIVER SLEEPINESS AND WARNING THE DRIVER IN REAL-TIME USING IMAGE PROCESSING AND MACHINE LEARNING TECHNIQUES ↗ · 2017 · Umut, İlhan et al. · indexed
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Improving Methods to Measure Attentiveness through Driver Monitoring · 2022 · Miller, Marty et al. · archived
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Real Time Driver Fatigue Detection System Based on Multi-Task ConNN ↗ · 2020 · Savas, Burcu Kir et al. · indexed
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A Comparison of Convolutional Neural Network Models for Driver Fatigue Detection ↗ · 2022 · Nedjar, Imane et al. · indexed
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Driver Activity Recognition Using Deep Learning and Human Pose Estimation ↗ · 2021 · Cetinkaya, Mert et al. · indexed
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Multimodal Features for Detection of Driver Stress and Fatigue: Review · 2020 · Němcová, Andrea et al. · archived
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EEG-Based Multiple Entropy Analysis for Assessing Driver Fatigue ↗ · 2019 · Hu, Jianfeng et al. · indexed
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Analysis of Facial and Acoustic Features for Driver Drowsiness Detection ↗ · 2024 · Loni, Deepali Y · indexed
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Multimodal System to Detect Driver Fatigue Using EEG, Gyroscope, and Image Processing · 2020 · Karuppusamy, Naveen Senniappan et al. · archived
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Automatic Driver Fatigue Detection using EEG Microstate Features ↗ · 2024 · Yaddasht, Zahra et al. · indexed
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Driver Fatigue Detection System Using Electroencephalography Signals Based on Combined Entropy Features ↗ · 2017 · Mu, Zhendong et al. · indexed
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An Enhancement of the Driver Distraction Detection and Evaluation Method Based on Computational Intelligence Algorithms ↗ · 2018 · Aksjonov, Andrei et al. · indexed
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Based on Facial Geometric Features and Hand Motion Characteristics Driver Fatigue Detection ↗ · 2019 · LIU, Mingzhou · indexed
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Vision-Based Driver Drowsiness Detection: From Deep Learning Models to Real-Time Mobile Deployment · 2026 · Jadhav, Hitesh Jitendra · archived
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A Semantic Hybrid Temporal Approach for Detecting Driver Mental Fatigue ↗ · 2024 · Ansari, Shahzeb et al. · indexed
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Behind-the-Ear EEG-Based Wearable Driver Drowsiness Detection System Using Embedded Tiny Neural Networks ↗ · 2023 · Nguyen, Ha-Trung et al. · indexed
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Machine Learning-Based Detection of Driver Distraction by Capacitive Electrocardiogram Signals ↗ · 2024 · Skoric, Tamara et al. · indexed
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Feasibility Study of Drowsy Driving Prediction based on Eye Opening Time ↗ · 2017 · Hatakeyema, Yoshiyuki · indexed
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Analysis of Drivers' Head and Eye Movement Correspondence: Predicting Drivers' Glance Location Using Head Rotation Data ↗ · 2015 · Muñoz, Mauricio et al. · indexed
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Efficient Real-Time Algorithms for Eye State and Head Pose Tracking in Advanced Driver Support Systems ↗ · 2005 · Hammond, R.I. et al. · indexed
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Deep Learning-Based Real-Time Driver Cognitive Distraction Detection ↗ · 2025 · Fresta, Matteo et al. · indexed
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Beyond the time-on-task: an EEG-driven approach for effective physiological assessment of mental fatigue in simulated and real driving · 2025 · Giorgi, Andrea et al. · archived
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Preventing Road Crashes with IoT Monitoring of Driver Fatigue in Real-Time · 2025 · Kashyap, Abhijan S. et al. · archived
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A Hybrid Driver Fatigue and Distraction Detection Model Using AlexNet Based on Facial Features ↗ · 2022 · Anber, Salma et al. · indexed
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Designing an advanced early warning system to detect drivers’ distraction and drowsiness – A pilot study ↗ · 2026 · Boujenfa, Sabrina et al. · indexed
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A deep learning framework for non-intrusive driver drowsiness detection ↗ · 2023 · Khandare, Hrishikesh et al. · indexed
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Driver Fatigue Detection Method Based on Eye States With Pupil and Iris Segmentation ↗ · 2020 · Zhuang, Qianyang et al. · indexed
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Convolutional Two-Stream Network Using Multi-Facial Feature Fusion for Driver Fatigue Detection ↗ · 2019 · Liu, Weihuang et al. · indexed
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An EEG-Based Fatigue Detection and Mitigation System · 2016 · Huang, Kuan-Chih et al. · archived
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Driver Visual Distraction Detection Using Unsupervised Learning Techniques ↗ · 2023 · Hamieh, Salam et al. · indexed
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Driver Drowsiness Detection Study using Heart Rate Variability analysis in Virtual Reality Environment ↗ · 2018 · Chowdhury, Muhammad E.H. et al. · indexed
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A New Approach for a Real-Time Non-Invasive Fatigue Assessment System for Automated Driving ↗ · 2018 · Feldhütter, Anna et al. · indexed
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An Adaptive Fatigue Driving Detection Method Based on BP-SVM ↗ · 2023 · Guo, Haofei et al. · indexed
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Application of Ensemble Learning in EEG Signal Analysis of Fatigue Driving ↗ · 2021 · Rao, Songhui et al. · indexed
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Stationary gaze entropy predicts lane departure events in sleep-deprived drivers · 2018 · Shiferaw, Brook et al. · archived
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Multi-Task Cascaded Convolutional Neural Networks (MTCNN) based Driver Drowsiness Detection ↗ · 2023 · Suhas, K. Kalyan et al. · indexed
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Emotion-Aware Contextual Modelling for Robust Driver Fatigue Detection ↗ · 2026 · Budzan, Sebastian et al. · indexed
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EEG-Based Driver Fatigue Detection with Frequency–Spatial Attention and Mamba2 Temporal Modeling ↗ · 2025 · Zhang, Hewei et al. · indexed
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Multimodal characterization of mental fatigue on professional drivers · 2023 · Giorgi, Andrea et al. · archived
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Deep CNN: A Machine Learning Approach for Driver Drowsiness Detection Based on Eye State ↗ · 2019 · Chirra, Venkata et al. · indexed
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Driver distracted detection using a new hybrid deep convolutional neural network based on Autoencoder ↗ · 2025 · Hassam, Dhulfekar Dhurgham et al. · indexed
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A Driver Fatigue Modeling Method Based on Enhanced EEG-EOG Fusion Network for Human-Machine Co-Driving ↗ · 2024 · Wang, Yinan et al. · indexed
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Embedded System Performance Analysis for Implementing a Portable Drowsiness Detection System for Drivers ↗ · 2022 · Kim, Minjeong et al. · indexed
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Hypovigilance detection by calculating and analyzing a spatio-temporal features of the face components based on 3D head orientation ↗ · 2014 · Akrout, Belhassen et al. · indexed
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Driver Fatigue Detection Using Heart Rate Variability Features from 2-Minute Electrocardiogram Signals While Accounting for Sex Differences ↗ · 2024 · Zeng, Chao et al. · indexed
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Detection methods for a low-cost accelerometer-based approach for driver drowsiness detection ↗ · 2014 · Lawoyin, Samuel et al. · indexed
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Driver Drowsiness Detection using Deep Learning Algorithms ↗ · 2022 · Prof Jaya Mane, Prof Shobha Raskar · indexed
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A Framework for Instantaneous Driver Drowsiness Detection Based on Improved HOG Features and Naïve Bayesian Classification ↗ · 2021 · Bakheet, Samy et al. · indexed
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A Deep Neural Network for Real-Time Driver Drowsiness Detection · 2019 · Toan H., VU et al. · archived
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Two-Stream Spatial–Temporal Transformer Networks For Driver Drowsiness Detection ↗ · 2023 · Qianyi Jiang, Qianyi Jiang et al. · indexed
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Analysis of Gaze Behavior to Measure Cognitive Distraction in Real-World Driving ↗ · 2018 · Yang, Shiyan et al. · indexed
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Residual Attention Capsule Network for Multimodal EEG- and EOG-Based Driver Vigilance Estimation ↗ · 2023 · Pan, Jiahui et al. · indexed
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Driver Distraction Detection Using Bidirectional Long Short-Term Network Based on Multiscale Entropy of EEG · 2022 · Zuo, Xin et al. · archived
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A Multivariate Weighted Ordinal Pattern Transition Network for Characterizing Driver Fatigue Behavior from EEG Signals ↗ · 2020 · Yang, Yu-Xuan et al. · indexed
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Wavelet based Analysis of EEG Signal for Detecting various Conditions of Driver ↗ · 2019 · Reddy, K. Viswavardhan et al. · indexed
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Image-based EEG signal processing for driving fatigue prediction ↗ · 2018 · Cheng, Eric Juwei et al. · indexed
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Computer Vision-Based Drowsiness Detection Using Handcrafted Feature Extraction for Edge Computing Devices ↗ · 2025 · Owen, Valerius et al. · indexed
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Gaze and Eye Tracking: Techniques and Applications in ADAS ↗ · 2019 · Khan, Muhammad Qasim et al. · indexed
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Real-Time Fatigue Analysis of Driver through Iris Recognition · 2017 · K, Gopalakrishna et al. · archived
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3D-CNN Method for Drowsy Driving Detection Based on Driving Pattern Recognition ↗ · 2024 · Lee, Jimin et al. · indexed
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Real Time Driver Drowsiness Detecion using Transfer learning ↗ · 2023 · Gupta, Neha et al. · indexed
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Gaze-based Drowsiness Recognition for Level 3 Automated Driving: Designing Core Features and Temporal Windows ↗ · 2026 · Jang, Eun Hye et al. · indexed
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Detection and Predictive Analysis of Drowsiness Using Non-contact Doppler Sensor · 2025 · In, Chung Kyo et al. · archived
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Validity Analysis of Vehicle and Physiological Data for Detecting Driver Drowsiness, Distraction, and Workload ↗ · 2015 · Yang, Ji Hyun et al. · indexed
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Self-Attentive Channel-Connectivity Capsule Network for EEG-Based Driving Fatigue Detection ↗ · 2023 · Chen, Chuangquan et al. · indexed
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Driver Drowsiness Detection and Alert System Development Using Object Detection ↗ · 2022 · Wu, Jian-Da et al. · indexed
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Driver Fatigue Detection Analysis Based on Image Segmentation & Feature Extraction Using SVM ↗ · 2020 · Dogiwal, S.R. et al. · indexed
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Convolutional Three-Stream Network Fusion for Driver Fatigue Detection from Infrared Videos ↗ · 2019 · Ma, Xiaoxi et al. · indexed
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Human-computer Interaction for Driver Fatigue Detection through Micro-expressions ↗ · 2023 · Zhang, Jinzhao · indexed
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Real-Time Driver Drowsiness Detection Using Facial Analysis and Machine Learning Techniques ↗ · 2025 · Essahraui, Siham et al. · indexed
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Driver fatigue analysis based on upper body posture and DBN-BPNN model ↗ · 2019 · Zheng, Ziyuan et al. · indexed
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A Learning-based Multi-Frame Visual Feature Framework for Real-Time Driver Fatigue Detection ↗ · 2025 · Xie, Liang et al. · indexed
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Gaze Supervision for Mitigating Causal Confusion in Driving Agents · 2024 · Biswas, Abhijat et al. · archived
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Vehicle Maintenance Prediction, Lane and Drowsiness Detection using Machine Learning ↗ · 2020 · T.S., Sanath · indexed
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Driver Alertness System using Deep Learning, MQ3 and Computer Vision ↗ · 2020 · Raorane, Aashreen et al. · indexed
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Comparative Analysis of Kinect-Based and Oculus-Based Gaze Region Estimation Methods in a Driving Simulator ↗ · 2020 · González-Ortega, David et al. · indexed
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Electroencephalogram Based Reaction Time Prediction With Differential Phase Synchrony Representations Using Co-Operative Multi-Task Deep Neural Networks ↗ · 2019 · Reddy, Tharun Kumar et al. · indexed
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Design of Gaze Evaluation System in Driving Using Eye Tracking and Object Detection ↗ · 2025 · Thakulla, Jagat et al. · indexed
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Fatigue Driving Behavior Detection Based on PiPnet Improvement ↗ · 2024 · Tang, Xiuwen et al. · indexed
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Drowsy Driver Detection using Eye-Tracking through Machine Learning ↗ · 2021 · S, Akshay et al. · indexed
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Distracted Driving Behavior Detection Algorithm Based on Lightweight StarDL-YOLO ↗ · 2024 · Shen, Qian et al. · indexed
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Drivers Awareness Evaluation using Physiological Measurement in a Driving Simulator ↗ · 2019 · Koohestani, Afsaneh et al. · indexed
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Neural Correlates of Simulated Driving While Performing a Secondary Task: A Review ↗ · 2019 · Palmiero, Massimiliano et al. · indexed
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Psychophysiological Changes Associated With Self-Regulation of Sleepiness and Cessation From a Hazard Perception Task ↗ · 2016 · Watling, Christopher N. et al. · indexed
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Spectral Analysis of Heart Rate Variability as a Quantitative Indicator of Driver Mental Fatigue ↗ · 2002 · Li, Zengyong et al. · indexed
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Robust Multiview Multimodal Driver Monitoring System Using Masked Multi-Head Self-Attention ↗ · 2023 · Ma, Yiming et al. · indexed
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Driver Fatigue Expression Recognition Research Based on Convolutional Neural Network ↗ · 2018 · Huang, Mengtao et al. · indexed
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Automatic and manual driving paradigms: Cost-efficient mobile application for the assessment of driver inattentiveness and detection of road conditions ↗ · 2016 · Allamehzadeh, Arman et al. · indexed
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Integrated modeling of driver gaze and vehicle operation behavior to estimate risk level during lane changes ↗ · 2013 · Mori, Masataka et al. · indexed
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Driving Cognitive Alertness Detecting Using Evoked Multimodal Physiological Signals Based on Uncertain Self-Supervised Learning ↗ · 2024 · Zhao, Pengbo et al. · indexed
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Multi-level Analysis of Distracted Drivers’ Glances: Enhancing the Robustness of the NHTSA Acceptance Criteria ↗ · 2017 · Lee, Ja Young et al. · indexed
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EEG-Based Driver Drowsiness Estimation Using an Online Multi-View and Transfer TSK Fuzzy System ↗ · 2021 · Jiang, Yizhang et al. · indexed
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A review paper on monitoring driver distraction in real time using computer vision system ↗ · 2017 · Kulkarni, Ankita. S. et al. · indexed
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Multi-Modality Action Recognition Based on Dual Feature Shift in Vehicle Cabin Monitoring ↗ · 2024 · Lin, Dan et al. · indexed
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In-vehicle fatigue driving warning device based on facial recognition fatigue detection system ↗ · 2024 · Zhang, Yunheng et al. · indexed
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Distracted Drivers Differ in Infrastructure Sensitivity, Not Distraction Frequency: A Naturalistic Crosswalk Study ↗ · 2026 · Douglas, Grace et al. · indexed
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Attention Monitoring Using Eye Gaze with a Hybrid Ensemble Learning Approach ↗ · 2024 · Ranjeet Bidwe · indexed
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A DEEP LEARNING APPROACH FOR NOISY IMAGE CLASSIFICATION IN AUTOMATED DRIVER DROWSINESS DETECTION ↗ · 2021 · Hussein, Marwa K. et al. · indexed
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EEG based analysis of cognitive fatigue during simulated driving ↗ · 2011 · Balasubramanian, Venkatesh et al. · indexed
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Monitoring alert and drowsy states by modeling EEG source nonstationarity ↗ · 2017 · Hsu, Sheng-Hsiou et al. · indexed
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A robust and efficient face tracker for driver inattention monitoring system ↗ · 2011 · Yanchao Dong et al. · indexed
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A Simple Approach to Implementing a System for Monitoring Driver Inattention ↗ · 2006 · Su, Mu-Chun et al. · indexed
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Face Detection Using a Capsule Network for Driver Monitoring Application ↗ · 2023 · Hollósi, János et al. · indexed
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Hybrid-Aligned Domain Adaptation for Driver Distraction Recognition ↗ · 2026 · Zhou, Ximing et al. · indexed
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Sequential In-Vehicle Glance Analysis of Attention Maintenance Behavior for Trained and Untrained Young Drivers ↗ · 2017 · Bıçaksız, Pinar et al. · indexed
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Minimum Required Attention: A Human-Centered Approach to Driver Inattention ↗ · 2017 · Kircher, Katja et al. · indexed
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Driver Alert System: CNN-Powered to Identify Driving-Related Eating Distraction ↗ · 2026 · Khalil, Nida et al. · indexed
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Evaluating the Effects of Secondary Tasks on Driver Gaze Duration: A Duration Modeling Approach ↗ · 2025 · Ali, Yasir et al. · indexed
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Driver Drowsiness Detection Using Convolutional Neural Networks: A High-Accuracy Approach for Real-Time Monitoring ↗ · 2024 · Jain, Eshika et al. · indexed
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Fast and Accurate Driver Action Recognition with Multi-Task Learning of Driver Pose and Action ↗ · 2021 · Nishiyuki, Kenta et al. · indexed
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On the highway measures of driver glance behavior with an example automobile navigation system ↗ · 2004 · Chiang, Dean P. et al. · indexed
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Gaze dynamics reveal age-related physiological patterns across driving events ↗ · 2026 · Strle, Gregor et al. · indexed
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Drivers’ Attention Assessment by Blink Rate Measurement from EEG Signals ↗ · 2022 · Affanni, Antonio et al. · indexed
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An Adaptive Forward Collision Warning Framework Design Based on Driver Distraction ↗ · 2018 · Iranmanesh, Seyed Mehdi et al. · indexed
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Review on the application of physiological and biomechanical measurement methods in driving fatigue detection ↗ · 2016 · Sanjaya, Kadek Heri et al. · indexed
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CNN-Powered Driver Fatigue Detection: Evaluating InceptionV3, VGG19, and ResNet50V2 ↗ · 2025 · S. Lakshmi devi, A. Vinoth · indexed
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Designing Non contact based ECG System for Driver Drowsiness Detection ↗ · 2018 · Jujhavarapu et. al., Srihitha · indexed
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Evaluation of drivers' mental workload based on multi-modal physiological signals ↗ · 2022 · ZHANG, Qiliang et al. · indexed
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Deep Learning Based Automated Drowsiness Detection System for Enhanced Road Safety ↗ · 2026 · Negi, Nitam et al. · indexed
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Hand off Steering Wheel Detection Using Sensor Data of Smartwatch and Smartphone ↗ · 2021 · He, Changchang et al. · indexed
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Poincaré Plot Indices of Heart Rate Variability for Monitoring Driving Fatigue ↗ · 2019 · Zeng, Chao et al. · indexed
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A Real-Time Vision Transformers-Based System for Enhanced Driver Drowsiness Detection and Vehicle Safety ↗ · 2024 · Jarndal, Anwar et al. · indexed
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Computational Modeling of Driver Distraction by Integrating Cognitive and Agent-Based Traffic Simulation Models ↗ · 2014 · Nourzad, Seyed Hossein Hosseini et al. · indexed
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Incorporation of Driver Distraction in Car-following model based on Driver's Eye Glance Behavior ↗ · 2018 · Kim, Yeeun et al. · indexed
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A Preliminary Assessment of Rider/Driver Gaze Behaviour in Slovenian Urban Areas ↗ · 2022 · Gruden, Chiara et al. · indexed
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Power Analysis of EEG Data in Multiple Brain Regions during Fatigue Driving ↗ · 2019 · Yang, Yaru et al. · indexed
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Video-based observer rated sleepiness versus self-reported subjective sleepiness in real road driving ↗ · 2015 · Ahlstrom, Christer et al. · indexed
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Balanced Leave-One-Subject-Out Cross- Validation for Microsleep Classification ↗ · 2021 · Pauli, Martin Patrick et al. · indexed
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Forecasting Markers of Habitual Driving Behaviors Associated With Crash Risk ↗ · 2020 · Panagopoulos, George et al. · indexed
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Lane keeping performances subjected to whole-body vibrations · 2018 · Azizan, Amzar et al. · archived
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Driver State Monitoring with Hierarchical Classification ↗ · 2018 · Weyers, Patrick et al. · indexed
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Cognitive Driver Distraction Improves Straight Lane Keeping: A Cybernetic Control Theoretic Explanation ↗ · 2016 · Boer, Erwin R. et al. · indexed
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Multimodal Driver State Modeling through Unsupervised Learning · 2021 · Tavakoli, Arash et al. · archived
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Brain Network Changes in Fatigued Drivers: A Longitudinal Study in a Real-World Environment Based on the Effective Connectivity Analysis and Actigraphy Data ↗ · 2018 · Fonseca, André et al. · indexed
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Sound Strategies for Safe Driving: Exploring Auditory Interventions to Counteract Passive Driver Fatigue · 2024 · Papachristos, Eleftherios et al. · archived
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Gaze is more than just a point: Rethinking visual attention analysis using peripheral vision-based gaze mapping ↗ · 2023 · Wang, Felix Sihan et al. · indexed
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The Influence of Different Factors on Right-Turn Distracted Driving Behavior at Intersections Using Naturalistic Driving Study Data ↗ · 2019 · Lv, Bin et al. · indexed
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Using Eye-Tracking for Traffic Control Signage Design at Highway Work Zone ↗ · 2022 · Tang, Ming et al. · indexed
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Evaluation of smartphone interactions on drivers’ brain function and vehicle control in an immersive simulated environment ↗ · 2021 · Baker, Joseph M. et al. · indexed
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DSDFormer: An Innovative Transformer-Mamba Framework for Robust High-Precision Driver Distraction Identification ↗ · 2026 · Chen, Junzhou et al. · indexed
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EEG-signals based cognitive workload detection of vehicle driver using deep learning ↗ · 2018 · Almogbel, Mohammad A. et al. · indexed
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AI-Based Driver Drowsiness Detection using Eye Blink Monitoring with Automated Speed Control and Warning Alert ↗ · 2026 · S, Manubrindha. et al. · indexed
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EEG-based mental fatigue assessment during driving by using sample entropy and rhythm energy ↗ · 2015 · Wang, Fei et al. · indexed
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A Driving Fatigue Feature Detection Method Based on Multifractal Theory ↗ · 2022 · Wang, Fuwang et al. · indexed
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EEG-Based Detection of Braking Intention Under Different Car Driving Conditions · 2018 · Hernández, Luis G. et al. · archived
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Discriminant analysis of transit operator distracted driving behaviors using naturalistic driving data ↗ · 2014 · Arbie, Nurlayla et al. · indexed
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Leveraging explainable artificial intelligence to improve advanced driver assistance systems through driver eye-tracking interpretation ↗ · 2026 · Sulle, Methusela et al. · indexed
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Benchmarking the MQ-3 Gas Sensor for Alcohol Impairment Detection: Insights from a Driving Simulator Study ↗ · 2025 · Göbel, Jan-Philipp et al. · indexed
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MFCA-Net: A Multimodal Fusion Framework with Collaborative Attention for Driver Behavior Recognition ↗ · 2026 · Li, Mingyang et al. · indexed
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Personalized Driver Workload Inference by Learning From Vehicle Related Measurements · 2019 · Yi, Dewei et al. · archived
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Electroencephalogram and electrocardiograph assessment of mental fatigue in a driving simulator ↗ · 2012 · Zhao, Chunlin et al. · indexed
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Driver behavior recognition based on dual-branch and deformable convolutional network method ↗ · 2024 · Hongyu, Hu et al. · indexed
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Multivariate Statistical Analysis of Public Transit Bus Driver Distraction ↗ · 2012 · D'Souza, Kelwyn et al. · indexed
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Fusion-Drive AI: A Real-Time Multimodal Driver and Road Monitoring System ↗ · 2026 · Umasankar, G. · indexed
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Autonix: Real-Time Driver Drowsiness and Crash Detection System · 2025 · Shaikh, Maizah et al. · archived
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Impacts of Smartphones’ Distraction on Driving Behavior: Naturalistic Data Collection Using A Smartphone Application ↗ · 2023 · Attwa, Mohamed et al. · indexed
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How Do Automation Modes Influence the Frequency of Advanced Driver Distraction Warnings? A Simulator Study ↗ · 2023 · Koniakowsky, Ina Marie et al. · indexed
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The power and sensitivity of four core driver workload measures for benchmarking the distraction potential of new driver vehicle interfaces · 2021 · McDonnell, AS et al. · archived
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Recognition System for Fatigue Facial Expression of Driver ↗ · 2014 · Wang, Xue Mei et al. · indexed
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Implementation of Scale-Invariant Feature Transform Convolutional Neural Network for Detecting Distracted Driver ↗ · 2024 · Fhadilla, Nahdatul · indexed
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A hybrid neural network for driving behavior risk prediction based on distracted driving behavior data ↗ · 2022 · Fu, Xin et al. · indexed
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The Effects of Using In-Vehicle Computer on Driver Eye Movements and Driving Performance ↗ · 2014 · Xian, Huacai et al. · indexed
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Long-term effects of daylight saving time on driving fatigue · 2024 · Orsini, Federico et al. · archived
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A Novel Method for Classifying Driver Mental Workload Under Naturalistic Conditions With Information From Near-Infrared Spectroscopy ↗ · 2018 · Le, Anh Son et al. · indexed
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Identification of a Linear Parameter Varying Driver Model for the Detection of Distraction ↗ · 2015 · Ameyoe, Ablamvi et al. · indexed
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Proposal for Driver Distraction Indexes Using Biological Signals ↗ · 2012 · Ohkura, Michiko et al. · indexed
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Driving Simulator Validation for In-Vehicle Human Machine Interface Assessment ↗ · 2019 · McWilliams, Thomas et al. · indexed
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Vehicle safety evaluation based on driver drowsiness and distracted and impaired driving performance using evidence theory ↗ · 2014 · Li, Xuanpeng et al. · indexed
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Driving Behavior Recognition Based on Sensors in Mobile Phone ↗ · 2013 · Lu, Jianxin et al. · indexed
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Gaze Supervision for Mitigating Causal Confusion in Driving Agents · 2024 · Biswas, Abhijat et al. · archived
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The Influence of Sleep Quality, Vigilance, and Sleepiness on Driving-Related Cognitive Abilities: A Comparison between Young and Older Adults · 2020 · Bartolacci, Chiara et al. · archived
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Multiclass Classification of Driver Perceived Workload Using Long Short-Term Memory based Recurrent Neural Network ↗ · 2018 · Manawadu, Udara E. et al. · indexed
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Localized energy study for analyzing driver fatigue state based on wavelet analysis ↗ · 2007 · Zhong, Yan-Jiong et al. · indexed
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Influencing Alertness Through Remote Coaching for Professional Drivers ↗ · 2025 · Filtness, Ashleigh et al. · indexed
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Neurophysiological mental fatigue assessment for developing user-centered Artificial Intelligence as a solution for autonomous driving ↗ · 2023 · Giorgi, Andrea et al. · indexed
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Design and implementation of driver drowsiness detection system on digitalized driver system ↗ · 2013 · Rusmin, Pranoto Hidaya et al. · indexed
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IoT Based Driver Drowsiness Detection Using Convolutional Neural Network ↗ · 2025 · Nair, Pranav et al. · indexed
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An optimized eye locating and tracking system for driver fatigue monitoring ↗ · 2007 · He Huang et al. · indexed
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Gaze direction and driving behavior of drivers at level crossings ↗ · 2016 · Grippenkoven, Jan et al. · indexed
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Attention-guided Dual Enhancement Train Driver Fatigue Detection Based on MTCNN ↗ · 2021 · Liu, Weili et al. · indexed
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Optimization Algorithm for Driver Monitoring System using Deep Learning Approach ↗ · 2020 · Yoo, Min Woo et al. · indexed
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A Comprehensive Review of Driver Behavior Analysis Utilizing Smartphones ↗ · 2019 · Chan, Teck Kai et al. · indexed
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Gaze-based Intention Anticipation over Driving Manoeuvres in Semi-Autonomous Vehicles ↗ · 2019 · Wu, Min et al. · indexed
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The influence of attention distraction on the drivers’ behaviour · 2018 · Gąsiorek, Kamila et al. · archived
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Prevalence of Self-Reported Drowsy Driving, United States: 2015 · 2015 · AAA Foundation for Traffic Safety · archived
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Effects of directional takeover request interfaces on drivers’ gaze behaviour during transitions from automation: A systematic review and meta-analysis ↗ · 2026 · Arabian, Ali et al. · indexed
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Real-Time Driver Microsleep Detection Using Lightweight MobileViT and Haar Cascade ↗ · 2025 · Syahada Mawarda Hutagalung et al. · indexed
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Driver Distraction State Recognition Based on Minimum Spanning Tree Features using EEG Data ↗ · 2023 · Liu, Rui et al. · indexed
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Eye state detection for driver inattention based on Lucas Kanade optical flow algorithm ↗ · 2016 · Hassan, Halina et al. · indexed
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A Time-Efficient Deep Learning Approach for Real-Time EEG-Based Driver Drowsiness Detection ↗ · 2024 · Sahar, Tayyaba et al. · indexed
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Driver impairment detection using decision tree based feature selection and classification ↗ · 2023 · Çetinkaya, Mert et al. · indexed
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Driver Drowsiness Detection System Using Artificial Intelligence ↗ · 2023 · Shraddha et al. · indexed
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Autonomous Driver Distraction Identification using the YOLO Algorithm in Deep Learning ↗ · 2025 · S, Kanimozhi et al. · indexed
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An improved CapsNet based on data augmentation for driver vigilance estimation with forehead single-channel EEG ↗ · 2024 · Yang, Huizhou et al. · indexed
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Real-Time Drowsiness Detection Using YOLOv11 in Driver Monitoring Systems ↗ · 2026 · Lokeshappa, Santhosh Kumar Kadur et al. · indexed
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Drivers’ gaze patterns when resuming control with a head-up-display: Effects of automation level and time budget ↗ · 2023 · Xu, Chengliang et al. · indexed
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Driver Status Monitoring System with Feedback from Fatigue Detection and Lane Line Detection ↗ · 2022 · Yan, Kai et al. · indexed
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CogniDrive: A HAAR-Cascade Approach for Smart Driver Monitoring and Safety ↗ · 2025 · E, Anitha et al. · indexed
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Classifying Vulnerability to Sleep Deprivation Using Baseline Measures of Psychomotor Vigilance ↗ · 2015 · Patanaik, Amiya et al. · indexed
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Adaptive Driver State Monitoring with Temporal Reasoning and Risk Estimation for Safe Transportation ↗ · 2026 · Yar, Hikmat et al. · indexed
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Personalized Driver Workload Estimation Using Deep Neural Network Learning From Physiological and Vehicle Signals ↗ · 2020 · Xie, Yongquan et al. · indexed
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Smart Vehicle Safety Framework Integrating Alcohol Detection and Driver Drowsiness Monitoring ↗ · 2026 · Kalaiarasi, A. R. et al. · indexed
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Relaxation State Assessment on Sleepy Driver through EEG-Based Ensemble Learning ↗ · 2024 · Umsura, Bunyarat et al. · indexed
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Security of drivers in intelligent transportation systems: privacy-preserving federated transfer learning for driver drowsiness detection ↗ · 2026 · Ahmad, Khubab et al. · indexed
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Driving Fatigue Recognition With Functional Connectivity Based on Phase Synchronization ↗ · 2021 · Wang, Hongtao et al. · indexed
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Remote Tower Air Traffic Controller Fatigue Detection Based on Eye-Tracking and EEG Fusion ↗ · 2026 · Song, Dajiang et al. · indexed
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A Novel Learning Model of Driver Fatigue Features Representation for Steering Wheel Angle ↗ · 2022 · Li, Zuojin et al. · indexed
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IoT-based Eyes Closure Alert System for Drowsy Driver ↗ · 2023 · Nursyuhada Amir Shariffuddin et al. · indexed
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Real Time Driver Gaze Tracking and Eyes off the Road Detection System ↗ · 2023 · Venkatapathi, Pallam et al. · indexed
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Together Distracted? The Effect of Driver-Passenger Collaboration on Workload, Glance Behavior, and Driving Performance ↗ · 2022 · Berger, Melanie et al. · indexed
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Driving Behavior Modeling Based on Hidden Markov Models with Driver's Eye-Gaze Measurement and Ego-Vehicle Localization ↗ · 2019 · Akai, Naoki et al. · indexed
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Analyzing the Effect of Distractions and Impairments on Young Driver Safety Using Naturalistic Driving Study Data ↗ · 2023 · Bharadwaj, Nipjyoti et al. · indexed
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Gaze Entropy Metrics for Mental Workload Estimation are Heterogenous During Hands-Off Level 2 Automation · 2023 · Goodridge, Courtney Michael et al. · archived
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COMPARISON OF ROBUSTNESS TEST RESULTS OF THE EYE ASPECT RATIO METHOD AND IRIS-SCLERA PATTERN ANALYSIS TO DETECT DROWSINESS WHILE DRIVING ↗ · 2024 · Aditia, Risky et al. · indexed
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Predicting Focused and Mind-Wandering States from EEG Signals Recorded During Driving ↗ · 2025 · Castro, Johan et al. · indexed
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Assessment of Drowsy Driving Associated Characteristics Using Deep Learning ↗ · 2023 · Naeem, Marwan et al. · indexed
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A Study of the Behavior and Responsibility of Slovak Drivers, Especially in Case of Fatigue ↗ · 2021 · Hajducik, Adrian et al. · indexed
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Real Time Driver Drowsiness Monitoring System by Eye Tracking Using Mean Shift Algorithm ↗ · 2019 · Nahar, Lutfun et al. · indexed
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Combining roadside interviews and on-road observation for assessing prevalence of driver inattention ↗ · 2019 · Sagberg, Fridulv et al. · indexed
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Statistical sensor fusion of ECG data using automotive-grade sensors ↗ · 2015 · Koenig, A. et al. · indexed
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Effects of Inaccurate Gaze Behavior on Young Drivers’ Hazard Anticipation ↗ · 2019 · Yahoodik, Sarah et al. · indexed
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National Survey on Distracted Driving Attitudes and Behaviors -- 2012 · 2013 · Schroeder, Paul et al. · archived
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Computer Training Program Improves Teen Drivers’ Attention to the Road [Traffic Tech] · 2011 · NHTSA · archived
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Signal-Adaptive and Uninhibited Driver Distraction During Crosswalk Approach: Evidence from the SHRP2 Naturalistic Driving Study ↗ · 2026 · Douglas, Grace et al. · indexed
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Real-World Evaluation of Driver Cognitive Load Across Traffic Conditions Using Biometric Signals ↗ · 2025 · Nava, Alicia et al. · indexed
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55 Rides: attention annotated head and gaze data during naturalistic driving ↗ · 2021 · Kübler, Thomas C et al. · indexed
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Pre-trial Gaze Stability Predicts Momentary Slips of Attention ↗ · 2021 · Zhang, Han et al. · indexed
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Examination of the Feasibility of Alcohol Ignition Interlocks for Motorcycles · 2017 · Marques, Paul R. et al. · archived
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Training Novice Drivers to Shorten Distraction Time [Traffic Tech] · 2010 · NHTSA · archived
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Analysis of Real-Time Cognitive Fatigue Detection Systems for Driver Safety ↗ · 2024 · Muralidhar, Amrutha et al. · indexed
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Fatigue Driving Detection Methods Based on Drivers Wearing Sunglasses ↗ · 2024 · Tang, Xin-Xing et al. · indexed
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Identification of driving simulator sessions of depressed drivers: A comparison between aggregated and time-series classification · 2020 · Katrakazas, Christos et al. · archived
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Effects of active and passive secondary tasks in a take-over situation during automated driving ↗ · 2017 · Nakajima, Yutaka et al. · indexed
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Effect of human–machine interface infotainment systems and automated vehicles on driver distraction ↗ · 2024 · Abbasi, Elahe et al. · indexed
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The effect of motor control requirements on drivers’ eye-gaze pattern during automated driving ↗ · 2020 · Goncalves, Rafael C. et al. · indexed
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Distracted Driver Behaviors and Distracting Conditions Among Adolescent Drivers: Findings From a Naturalistic Driving Study ↗ · 2014 · Foss, Robert D. et al. · indexed
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Towards a vision-based system exploring 3D driver posture dynamics for driver assistance: Issues and possibilities ↗ · 2010 · Tran, Cuong et al. · indexed
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Attention-Based Driver Behavior Monitoring System Using Multi-Modal Deep Learning ↗ · 2026 · Gurrapu, Omprakash et al. · indexed
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Effects of saccadic and scent stimulations on driver attentiveness in automated driving systems ↗ · 2023 · HIROSE, Toshiya et al. · indexed
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EEG-based prediction of driving performance using spectrograms and vision transformers ↗ · 2026 · Castro, Johan et al. · indexed
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Driver Fatigue Detection Systems Using Multi-Sensors, Smartphone, and Cloud-Based Computing Platforms: A Comparative Analysis ↗ · 2020 · Abbas, Qaisar et al. · indexed
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Inattention and distraction in fatal road crashes – Results from in-depth crash investigations in Norway ↗ · 2019 · Sundfør, Hanne Beate et al. · indexed
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Real-Time Decision System for Detecting Driver Intoxication ↗ · 2024 · Saafan, Abeedallah et al. · indexed
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FATIGUE AND SLEEPINESS DURING LONG-DURATION DRIVING: A PRELIMINARY STUDY AMONG INDONESIAN COMMERCIAL DRIVERS ↗ · 2020 · IRIDIASTADI, Hardianto et al. · indexed
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Attention selection and task interference indriving: an action-oriented view ↗ · 2009 · Engström, Johan et al. · indexed
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Yawning detection for monitoring driver fatigue based on two cameras ↗ · 2009 · Li, Lingling et al. · indexed
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Prediction Performance of Lane Changing Behaviors: A Study of Combining Environmental and Eye-Tracking Data in a Driving Simulator ↗ · 2019 · Deng, Qi et al. · indexed
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A method for predicting the risk of virtual crashes in a simulated driving task using behavioural and subjective drowsiness measures ↗ · 2016 · Murata, Atsuo et al. · indexed
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A driver assistance framework based on driver drowsiness detection ↗ · 2016 · Tran, Duy et al. · indexed
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Safety impact of advanced driver assistance systems in Europe in 2030 ↗ · 2025 · Costa, Antonio et al. · indexed
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The Relationship Between Drivers’ Cognitive Fatigue and Speed Variability During Monotonous Daytime Driving ↗ · 2018 · Ma, Jinfei et al. · indexed
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Driver Drowsiness Detection Based on Humantenna Effect for Automotive Safety Systems ↗ · 2020 · Maximous, George S. et al. · indexed
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Crash risk associated with eyes-off-road duration by road control type and intersection type · 2025 · Han, Shu et al. · archived
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A Car Security System Based on Alerting Driver Drowsiness and Monitoring the State of the Vehicle ↗ · 2023 · Hasan, Md Jahid et al. · indexed
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REMOTE DETECTION AND TRACKING OF ALCOHOL CONCENTRATION FOR CAR DRIVERS ↗ · 2017 · ”Transilvania” University of Braşov, Romania et al. · indexed
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Physiological signal analysis for fatigue level of experienced and inexperienced drivers ↗ · 2016 · Li, Rui et al. · indexed
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Deep Learning Car Driver Motion Magnified Saccadic Eye Movements for Advanced Driving Assistance System ↗ · 2022 · Rundo, Francesco et al. · indexed
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Effects of Cognitive, Simulator, and Real-World Training on Novice Driver Gaze Behaviour: A Pre–Post Study ↗ · 2026 · Lawrence, Prem Sudhakar et al. · indexed
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Advanced Alarm Method Based on Driver’s State in Autonomous Vehicles ↗ · 2021 · Han, Ji-Hyeok et al. · indexed
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Signal Processing of Multimodal Mobile Lifelogging Data Towards Detecting Stress in Real-World Driving ↗ · 2019 · Dobbins, Chelsea et al. · indexed
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IoT and Computer Vision Based Driver Safety Monitoring System with Risk Prediction ↗ · 2018 · Shan, Sama-E et al. · indexed
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A Novel Mutual Information Based Feature Set for Drivers’ Mental Workload Evaluation Using Machine Learning ↗ · 2020 · Islam, Mir Riyanul et al. · indexed
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Partially Automated Vehicle Simulation for Studying Driver Distraction in Real Scenarios ↗ · 2024 · Bendahmane, Mohammed et al. · indexed
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Effect of age and secondary task engagement on motor vehicle crashes in a naturalistic setting ↗ · 2020 · Calvo, Jose A. et al. · indexed
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An In-Vehicle Digital Representation Model for Identifying the Channel and Level of Driver Workload Based on EEG Signals ↗ · 2025 · Liu, Tiancheng et al. · indexed
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GSA-Gaze: Generative Self-adversarial Learning for Domain Generalized Driver Gaze Estimation ↗ · 2023 · Han, Hongcheng et al. · indexed
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Privacy-Preserving Federated Transfer Learning for Driver Drowsiness Detection ↗ · 2022 · Zhang, Linlin et al. · indexed
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Gaze Estimation Network Based on Multi-Head Attention, Fusion, and Interaction ↗ · 2025 · Li, Changli et al. · indexed
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Understanding the Psychological Factors Underlying Smartphone Related Distracted Driving: Exploratory Analysis Using a Nationwide Survey · 2018 · Konduri, Karthik et al. · archived
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PRISM-MTL: Inter-Modal Selective Multi-Task Learning for Assistive Driving Perception ↗ · 2026 · Kim, Minjun et al. · indexed
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Classification of Driver Cognitive Load in Conditionally Automated Driving: Utilizing Electrocardiography and Eye Tracking · 2024 · Shi, Wenxin et al. · archived
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Personalized Driver Workload Estimation in Real-World Driving ↗ · 2018 · Murphey, Yi et al. · indexed
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The whereabouts of visual attention: Involuntary attentional bias toward the default gaze direction ↗ · 2017 · Nakashima, Ryoichi et al. · indexed
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Moderate-to-Severe OSA and Objective Drowsiness Are Associated with Driving-Related Accidents, but Not Subjective Sleepiness: A Simulator Study ↗ · 2026 · Aksoy, Erdal et al. · indexed
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Beyond Detection: A Systematic Review of Driver Passive Fatigue Prevention and Mitigation Strategies ↗ · 2025 · Rasouli, Shiva et al. · indexed
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Commonly Used Assessment Method to Evaluate Mental Work-load for Multiple Driving Distractions: A Systematic Review ↗ · 2022 · Kabilmiharbi, Nurainaa et al. · indexed
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Comparing the Relative Strengths of EEG and Low-Cost Physiological Devices in Modeling Attention Allocation in Semiautonomous Vehicles ↗ · 2019 · Cisler, Dean et al. · indexed
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Reliability of simulator driving tool for evaluation of sleepiness, fatigue and driving performance ↗ · 2011 · Davenne, Damien et al. · indexed
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REViVe: Development of a reactive environmental vigilance in-vehicle system to mitigate drowsiness-induced inattention during automated driving ↗ · 2025 · Lim, Chiho et al. · indexed
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Exploring the Effects of Emotional Sensory Stimuli on Modulating Driver Fatigue via EEG-based Spatial-Temporal Dynamic Analysis ↗ · 2026 · Hu, Fo et al. · indexed
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Human Confusion Recognition Techniques: Measurements, Algorithms, and Future Research Directions for Automated Driving ↗ · 2026 · Huo, Hao et al. · indexed
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Determining Sample Measures of Distracted Driving, Distracted Pedestrian Activities and Impacts of Such Behavior on Traffic Operations at Signalized Intersections · 2022 · Abou-Senna, Hatem et al. · archived
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Sleepiness at the wheel across Europe: a survey of 19 countries · 2015 · Gonçalves, Marta et al. · archived
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Subjective perception of sleepiness in a driving simulator is different from that in the Maintenance of Wakefulness Test ↗ · 2015 · Schreier, David R. et al. · indexed
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LDIE-FDNet: Lightweight dynamic image enhancement-enabled real-time fatigue driving detection network ↗ · 2026 · Dong, Chunyu et al. · indexed
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Automated Driver Health Monitoring System in Automobile Industry Using WOA-DBN Using ECG Waveform ↗ · 2024 · Arif, M. K. et al. · indexed
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Driving Stress Detection Using Multimodal Convolutional Neural Networks with Nonlinear Representation of Short-Term Physiological Signals ↗ · 2021 · Lee, Jaewon et al. · indexed
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Driver Intention Anticipation Based on In-Cabin and Driving Scene Monitoring ↗ · 2020 · Rong, Yao et al. · indexed
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Video-Based Abnormal Driving Behavior Detection via Deep Learning Fusions · 2019 · Huang, Wei et al. · archived
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Fatigue Measurement in Car Driving Activity using Physiological, Cognitive, and Subjective Approaches ↗ · 2015 · Arlini Puspasari, Maya et al. · indexed
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An Assessment of Commercial Motor Vehicle Driver Distraction Using Naturalistic Driving Data ↗ · 2012 · Hickman, Jeffrey S. et al. · indexed
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Semantically-Enhanced Feature Extraction with CLIP and Transformer Networks for Driver Fatigue Detection ↗ · 2024 · Gao, Zhen et al. · indexed
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Computational modeling of driver pre-crash brake response, with and without off-road glances: Parameterization using real-world crashes and near-crashes ↗ · 2021 · Svärd, Malin et al. · indexed
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Psychomotor Vigilance Testing of Professional Drivers in the Occupational Health Clinic ↗ · 2012 · Zhang, Chunbai et al. · indexed
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Driver Stress Detection Using Ultra-Short-Term HRV Analysis under Real World Driving Conditions ↗ · 2023 · Liu, Kun et al. · indexed
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Safety Embedded System Integration in Automotive Network CAN Bus to Prevent Road Accidents ↗ · 2021 · Nasri, Ismail et al. · indexed
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Artificial Optic Flow Guides Visual Attention in a Driving Scene ↗ · 2019 · Higuchi, Yoko et al. · indexed
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Application Heart Rate Variability to Driver Fatigue Detection of Dangerous Chemicals Vehicles ↗ · 2014 · He, Wang · indexed
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Brain activity during driving with distraction: an immersive fMRI study ↗ · 2013 · Schweizer, Tom A. et al. · indexed
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Examination of Driver Visual and Cognitive Responses to Billboard Elicited Passive Distraction Using Eye-Fixation Related Potential ↗ · 2021 · Wang, Yongxiang et al. · indexed
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Multimodal Machine Learning Framework for Driver Mental Workload Classification: A Comparative and Interpretable Approach ↗ · 2026 · Shao, Xiaojun et al. · indexed
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Eye-Glance Frequency as a Function of Driver's Intent to Change Lanes ↗ · 2018 · Bhattacharya, Sylvia et al. · indexed
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Research on Driver Fatigue and Distraction Detection Method Based on YOLOv8 Algorithm ↗ · 2025 · Bai, Jing et al. · indexed
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A Non-Contact Fatigue Driving Detection Method Based on Millimeterwave Radar ↗ · 2025 · Liu, Hanyu et al. · indexed
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Transfer Learning-based Drowsiness Detection System for Driver Assistance and Classification of Traffic Signs Employing a Deep Convolutional Neural Network ↗ · 2023 · Deshpande, Abhinav V. et al. · indexed
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Driver Fatigue Detection &amp; Collision Avoidance System ↗ · 2026 · Bahendwar, Yogesh et al. · indexed
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Evaluating Gaze Behavior of Drivers in a Mixed Autonomous Driving Traffic Flow Based on Spatial-Temporal Analysis and Causal Reasoning ↗ · 2022 · Chai, Chen et al. · indexed
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Measuring vigilance decrement using computer vision assisted eye tracking in dynamic naturalistic environments ↗ · 2017 · Bodala, Indu P. et al. · indexed
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Model-based analysis of driver distraction by infotainment systems in automotive domain ↗ · 2017 · Broccia, Giovanna · indexed
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Evaluation of steering model depending on gazing distance by using driving simulator ↗ · 2016 · Shida, Yuki et al. · indexed
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Onboard Monitoring and Reporting for Commercial Motor Vehicle Safety Final Report · 2008 · NHTSA · archived
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Driver Fatigue Alert System with Intelligent vehicle Control ↗ · 2025 · Udgirkar, Geetanjali et al. · indexed
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Modeling the Effect of Subtask Boundaries on Driver Glance Behavior ↗ · 2017 · Lee, Ja Young et al. · indexed
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Investigating the Feasibility of Vehicle Telemetry Data as a Means of Predicting Driver Workload · 2017 · Taylor, Phillip et al. · archived
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2C4-2 Validation of a driving simulator for driver distraction research on a two-lane highway · 2015 · Son, Joonwoo et al. · archived
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Cocktail Party Effect& Attention Capture in Semi-Autonomous Driving · 2013 · Tobias, Crystal et al. · archived
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Neuromorphic Driver Monitoring Systems: A Proof-of-Concept for Yawn Detection and Seatbelt State Detection Using an Event Camera ↗ · 2023 · Kielty, Paul et al. · indexed
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Functional connectivity analysis of distracted drivers based on the wavelet phase coherence of functional near-infrared spectroscopy signals ↗ · 2017 · Xu, Gongcheng et al. · indexed
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Driver activity analysis for intelligent vehicles: issues and development framework ↗ · 2005 · Park, S. et al. · indexed
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Real-Time Driver Vigilance Assessment Using Yolo and Deep Learning ↗ · 2025 · Dept of AD, East West Institute of Technology, Bengaluru et al. · indexed
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Hierarchical ordered logistic regression analysis of urban rail transit driver fatigue determinants: impact of emotion regulation and sleep patterns · 2026 · Du, Juanli et al. · archived
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Classification and Prediction of Driver’s Mental Workload Based on Long Time Sequences and Multiple Physiological Factors ↗ · 2023 · Wei, Wanyu et al. · indexed
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Phenomenon of fatigue among professional drivers in Poland · 2020 · Buczaj, Agnieszka et al. · archived
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Modeling eye movement in dynamic interactive tasks for maximizing situation awareness based on Markov decision process ↗ · 2022 · Ma, Shuo et al. · indexed
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Comprehensive Benchmarking of Attention Enhanced CNNs and Transfer Learning Models for Real Time Driver Drowsiness Detection ↗ · 2026 · Hassan, Osama F. et al. · indexed
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Visionguard: An Intelligent Driver Behavior Monitoring System Using OpenCV for Enhanced Road Safety and Accident Prevention ↗ · 2026 · Ramya, R. et al. · indexed
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Estimation of User-Specific Visual Attention Based on Gaze Information of Similar Users ↗ · 2019 · Moroto, Yuya et al. · indexed
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Do drivers’ gaze behaviors differ between special road sections of mountainous expressways? A comparative study of long downhill and tunnel sections ↗ · 2026 · Meng, Yunwei et al. · indexed
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A LIME-Enhanced SVM Framework for Driver Drowsiness Detection in Nighttime Driving Scenarios ↗ · 2025 · Rahayu, Silvia Indah et al. · indexed
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Context-Dependent Modulations of Spatial Attention: A Simulated Driving Task ↗ · 2024 · Britt, Noah et al. · indexed
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Assessing Driving Simulator Validity: A Comparison of Multi-Modal Smartphone Interactions across Simulated and Field Environments ↗ · 2018 · McWilliams, Thomas et al. · indexed
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Monitoring Driver Physiological Parameters for Improved Safety ↗ · 2006 · Partin, Dale L. et al. · indexed
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Monitoring Technologies for Truck Drivers: A Systematic Review of Safety and Driving Behavior · 2025 · Fonseca, Tiago et al. · archived
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FocusDrive: Edge AI Device System for Real-Time Driver Distraction Detection Using Geometric Rules and Quantum-Optimized Cnns ↗ · 2025 · Mantrala, Shashank et al. · indexed
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An Evaluation of the Use of Odds Ratios to Estimate the Association between Mobile Phone Use and Safety Critical Driving Events · 2022 · Reed, Nick et al. · archived
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Multimodal Physiological Assessment of the Task-related Attentional States in a VR Driving Environment ↗ · 2022 · Zhu, Wenchao et al. · indexed
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Highway driving safety the day after using sleep medication: the direction of lapses and excursions out‐of‐lane in drowsy drivers · 2018 · Verster, Joris C. et al. · archived
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SafeDrive-V2V: A Real-Time Driver Distraction Detection Framework Using CIRNet and V2V Safety Communication ↗ · 2026 · Ramachandran, Sivaranjani et al. · indexed
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Determining the onset of driver’s preparatory action for take-over in automated driving using multimodal data ↗ · 2024 · Teshima, Takaaki et al. · indexed
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Driver distraction and fatigue detection in images using ME‐YOLOv8 algorithm ↗ · 2024 · Debsi, Ali et al. · indexed
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Air Traffic Controller Fatigue Detection by Applying a Dual-Stream Convolutional Neural Network to the Fusion of Radiotelephony and Facial Data ↗ · 2024 · Xu, Lin et al. · indexed
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The Impact of Hand-Held and Hands-Free Cell Phone Use on Driving Performance and Safety-Critical Event Risk · 2013 · Fitch, Gregory M. et al. · archived
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Steering performance is influenced by road width, road curvature and gaze behaviour ↗ · 2010 · Wilkie, R. et al. · indexed
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Field Testing of ADAS Technologies in Naturalistic Driving Conditions ↗ · 2025 · Skokan, Adam · indexed
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The Influence of Drinking, Texting, and Eating on Simulated Driving Performance · 2015 · Irwin, Christopher et al. · archived
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Design and Implementation of an Image-Based Driver Attention Warning System on Low-Cost DSP Platform ↗ · 2010 · Liao, Yu-Sheng et al. · indexed
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Decoding Covert Visual Attention in Space and Time from Neural Signals · 2025 · Hamed, Suliann Ben · archived
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Cause Analysis of Bus Driver Fatigue Driving Level with DMS Warning-Based Data ↗ · 2024 · Yang, Jun et al. · indexed
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Enhancing Road Safety: Deep Learning-Based Intelligent Driver Drowsiness Detection for Advanced Driver-Assistance Systems ↗ · 2024 · Yang, Eunmok et al. · indexed
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Secondary task and situation awareness, a mobile application for conditionally automated vehicles ↗ · 2019 · Capallera, Marine et al. · indexed
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A Low-Cost IoT Solution for Real-Time Driver Drowsiness Detection using Eye-Blink sensor ↗ · 2025 · Ali Fathima, R Syed et al. · indexed
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Flow or Distraction? Exploring Multimodal Patterns of Driver States in Automated Driving ↗ · 2025 · Chen, Pei-Ru et al. · indexed
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Lightweight fatigue driving detection method based on improved Yolov8 ↗ · 2024 · Ma, Lei et al. · indexed
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Driver Attention And The Built Environment Initial, Findings From A Naturalistic Driving Study ↗ · 2021 · Tice, Patricia et al. · indexed
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SCANNING FOR CRITICAL EVENTS DURING DRIVING: VISUAL SCANNING USING EYE TRACKING TECHNOLOGY ON A DRIVING SIMULATOR ↗ · 2019 · Dickerson, Anne E et al. · indexed
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On-the-Fly Sleep Scoring Algorithm with Heart Rate, RR Intervals and Accelerometer as Input ↗ · 2025 · Guagnano, Michele et al. · indexed
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IoT based Driver Assist System with Application of OpenCV and Python ↗ · 2022 · Jacob, Sona Susan et al. · indexed
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Automatic processing of a car driver eye scanning movements on a simulated highway driving context ↗ · 2002 · Popieul, J.-C. et al. · indexed
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Driver Drowsiness Detection Using Convolutional Neural Networks (CNN) ↗ · 2025 · Tirumalasetty, Harika · indexed
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Effective driver distraction warning system incorporating fast image recognition methods ↗ · 2024 · Nguyen, Van Binh et al. · indexed
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On validating a generic camera-based blink detection system for cognitive load assessment · 2023 · Biondi, Francesco N. et al. · archived
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Can We Distinguish Driver’s Age Based on Their Eye Movements? ↗ · 2023 · Thai, Jason et al. · indexed
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Lookie Here! Designing Directional User Indicators across Displays in Conditional Driving Automation ↗ · 2020 · Nair, Pranav et al. · indexed
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Wakefulness-Keeping Effect and Driving Safety by Active Action While Driving · 2017 · Ibe, Tatsuro et al. · archived
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On-Road Evaluation of Destination Entry and Way-Finding Tasks: Comparisons Against Normal Driving ↗ · 2011 · Perez, Miguel et al. · indexed
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Night Vision - Reduced Driver Distraction, Improved Safety and Satisfaction · 2009 · Fuchs, Klaus et al. · archived
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A Multimodal Approach for Monitoring Driving Behavior and Emotions ↗ · 2020 · Tavakoli, Arash et al. · indexed
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Markov Chain Analysis of Gaze Transitions: Assessing Attention Management in SAE Level 3 Automated Driving ↗ · 2024 · Pardo, Jorge et al. · indexed
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Temporal patterns of driving fatigue and driving performance among male taxi drivers in Hong Kong: A driving simulator approach ↗ · 2019 · Meng, Fanyu et al. · indexed
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EEG analysis for cognitive failure detection in driving using neuro-evolutionary synergism ↗ · 2014 · Saha, Anuradha et al. · indexed
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Looking-in and looking-out vision for Urban Intelligent Assistance: Estimation of driver attentive state and dynamic surround for safe merging and braking ↗ · 2014 · Tawari, Ashish et al. · indexed
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The effects of using a portable music player on simulated driving performance and task-sharing strategies ↗ · 2012 · Young, Kristie L. et al. · indexed
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Cognitive Aspect of Emotion Estimation of a Driver · 2024 · Luo, Jinshan et al. · archived
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Research on driver monitoring system based on vital signs and behavior detection ↗ · 2023 · Chai, Lei · indexed
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Driving Fatigue Effects on Cross-Frequency Phase Synchrony Embedding in Multilayer Brain Network ↗ · 2023 · Liu, Shun et al. · indexed
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A Cascaded Multimodal Natural User Interface to Reduce Driver Distraction ↗ · 2020 · Kim, Myeongseop et al. · indexed
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Real-Time Bus Driver Monitoring System Using Machine Learning ↗ · 2024 · Kadu, Anil et al. · indexed
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Implementation of a Non-Contact Driver Monitoring System with Enhanced Object Detection and Pose Estimation ↗ · 2024 · Lin, Hsuan-Yu et al. · indexed
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Limitations on the use of eye-tracking data to understand operator awareness ↗ · 2023 · Mumaw, Randall et al. · indexed
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DriveSafe-AI: A Real-Time Browser-Based System for Driver Drowsiness and Distraction Detection ↗ · 2026 · Sai, Sammangi Krupa · indexed
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EEG-Driven Classification of Driver Mental Workload in Diverse Environments: A Dual-Branch Network for Efficient In-Vehicle Applications ↗ · 2025 · Liu, Tianqi et al. · indexed
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Attention maintenance training: Are young drivers getting better or being more strategic? ↗ · 2019 · Unverricht, James et al. · indexed
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Driving simulator validation of driver behavior with limited safe vantage points for data collection in work zones ↗ · 2014 · Bham, Ghulam H. et al. · indexed
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Secondary task boundaries influence drivers' glance durations ↗ · 2015 · Lee, Ja Young et al. · indexed
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Driver Drowsiness Detection with Intelligent Traffic and Rest spot Assistance ↗ · 2025 · S, Yoheswari et al. · indexed
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Real-Time Driver Distraction Detection System Using Embedded Vision ↗ · 2026 · T, Venkat Raman · indexed
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Development of a Drowsiness Warning System Based on Heart Rate and Driver Arousal Level for Determining Driving Control Transfer in Autonomous Vehicles ↗ · 2025 · Son, Jung-Kwon et al. · indexed
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Detection of Driver Workload Using Wrist-Worn Wearable Sensors: A Feasibility Study ↗ · 2020 · Tanaka, Ryuto et al. · indexed
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Hybrid Quantum Neural Network with Self-Attention for Automated Detection of Distraction-Induced Driver Inattention and Stress from Multimodal Wearable Biosignals ↗ · 2026 · Pavan, Kaveti et al. · indexed
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Investigating the Effects of Alcohol Consumption on Manual and Automated Driving: A Systematic Review · 2024 · Dong, Miaomiao et al. · archived
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Design of Driver Fatigue Detection Early Warning System Based on Facial Multi-feature Fusion ↗ · 2024 · Long, Haonan et al. · indexed
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What's on your mind? A Mental and Perceptual Load Estimation Framework towards Adaptive In-vehicle Interaction while Driving · 2022 · Gomaa, Amr et al. · archived
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Passenger-Driver Distinguishing Test for Pokémon Go · 2017 · Khanade, Kunal et al. · archived
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Motorcoach Driver Fatigue Study 2011 · 2012 · Belenky, Gregory et al. · archived
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Towards a Driver Monitoring System for Estimating Driver Situational Awareness ↗ · 2019 · Hijaz, Ala’aldin et al. · indexed
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Can electroencephalography improve road safety? An EEG-based study of driver's perception of traffic light signals in a virtual environment ↗ · 2018 · Hoque, Md. Reshad Ul et al. · indexed
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Can electroencephalography improve road safety? An EEG-based study of driver's perception of traffic light signals in a virtual environment ↗ · 2018 · Tcheslavski, Gleb V. et al. · indexed
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The Effects of a Scheduled Driver Engagement Strategy in Automated Driving ↗ · 2015 · Blommer, Mike et al. · indexed
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Driver Behavioral Classification on Curves Based on the Relationship between Speed, Trajectories, and Eye Movements: A Driving Simulator Study · 2022 · Rondora, Maria Emilia Schio et al. · archived
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Age-Related Effect of Sleepiness on Driving Performance: A Systematic-Review ↗ · 2021 · Scarpelli, Serena et al. · indexed
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Determining driver perceptions about distractions and modeling their effects on driving behavior at different age groups ↗ · 2022 · Gazder, Uneb et al. · indexed
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A hybrid accident prevention framework towards Driver Fatigue and Distraction Detection using YoloV10 architecture ↗ · 2025 · Karthigavani, N et al. · indexed
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A Novel CWT-CNN Framework for Driver Fatigue Detection from EEG Signals ↗ · 2025 · Sadeque, Md. Golam et al. · indexed
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Testing the effects of gaze distractors with invariant spatial direction on attention cueing · 2024 · Dalmaso, Mario et al. · archived
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Concurrent Model for Three Negative Emotions Using Heart Rate Variability in a Driving Simulator Environment ↗ · 2020 · Adha, Muhammad Shaufil et al. · indexed
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Driver Monitoring System Using Deep Learning Techniques ↗ · 2024 · Ibrahim, Moustafa et al. · indexed
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Keeping Drivers Alert: A Solution for Monitoring Driver Attention in Assisted-Driving Vehicles ↗ · 2023 · Jutreša, Robert et al. · indexed
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Behavior Evaluation Based on Electroencephalograph and Personality in a Simulated Driving Experiment · 2019 · Ding, Changhao et al. · archived
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Validation of sleep-2-Peak: A smartphone application that can detect fatigue-related changes in reaction times during sleep deprivation ↗ · 2016 · Brunet, Jean-François et al. · indexed
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Revised Odds Ratio Estimates of Secondary Tasks: A Re-Analysis of the 100-Car Naturalistic Driving Study Data ↗ · 2015 · Young, Richard · indexed
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Framework for the evaluation of a holistic fitness-to-drive system for commercial drivers in the PANACEA project · 2024 · Dahlman, Anna Sjörs et al. · archived
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Awareness of sleepiness: Temporal dynamics of subjective and objective sleepiness ↗ · 2021 · Manousakis, Jessica E. et al. · indexed
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An alpha wave pattern from attenuation to disappearance for predicting the entry into sleep during simulated driving ↗ · 2017 · Jiao, Yingying et al. · indexed
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Detecting Driving Fatigue of Indirect Vision Driving Based on Electroencephalogram ↗ · 2013 · Liu, Chang et al. · indexed
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Keep your hands on the wheel: The effect of driver supervision strategy on change detection, mind wandering, and gaze behavior ↗ · 2023 · Amre, Shruti M. et al. · indexed
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Spatio-Temporal Gaze Analysis in VR: Comparing Guided and Free Navigation while Driving ↗ · 2025 · Sun, Xiaoxiao et al. · indexed
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Study of Steering Wheel Movement under Fatigue Driving and Drunk Driving Based on Sample Entropy ↗ · 2015 · Li, Zhen Long et al. · indexed
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A Survey of EEG-Based Driver State and Behavior Detection for Intelligent Vehicles ↗ · 2024 · Ju, Jiawei et al. · indexed
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Vehicle Safety Speed Controller under Driver Fatigue Using Eye Blink Sensor ↗ · 2017 · M, Chandra Mohan et al. · indexed
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Eyeblink detection for wearable eye trackers in real-world environments ↗ · 2026 · Nishizono, Ryota et al. · indexed
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Privacy Concern and Acceptability of Driver Monitoring System · 2023 · Chu, Yueying et al. · archived
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Alcohol Ignition Interlock Use Rates Following Changes in Interlock Legislation · 2020 · McKnight, A.S. et al. · archived
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The Feasibility of Voluntary Ignition Interlocks as a Prevention Strategy for Young Drivers · 2017 · Kelley-Baker, Tara et al. · archived
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Self-Supervised Driver Distraction Detection for Imbalanced Datasets ↗ · 2025 · Bhardwaj, Suraj et al. · indexed
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A multimodal physiological dataset for driving behaviour analysis · 2024 · Tao, Xiaoming et al. · archived
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The slope of performance during the psychomotor vigilance task: an additional indicator in the assessment of hypersomnolence? ↗ · 2023 · Evangelista, Elisa · indexed
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Fatigue Modelling in Truck Drivers Transporting Liquefied Gas Cylinders Using the Psychomotor Vigilance Test (PVT) and Karolinska Sleepiness Scale (KSS) ↗ · 2024 · Syaifullah, Danu Hadi et al. · indexed
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What's on your mind? A Mental and Perceptual Load Estimation Framework towards Adaptive In-vehicle Interaction while Driving · 2022 · Gomaa, Amr et al. · archived
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An Emotion Classification Model for Driver Emotion Recognition Using Electroencephalography (EEG) ↗ · 2022 · Gamage, T. A. et al. · indexed
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Evaluation of Gesture-Based In-Vehicle Interaction: User Experience and the Potential to Reduce Driver Distraction ↗ · 2019 · Graichen, Lisa et al. · indexed
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Monitoring Driver Alertness with OpenCV and Machine Learning ↗ · 2025 · Kumar, Amareswar et al. · indexed
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Remote Tower Air Traffic Controller Multimodal Fatigue Detection ↗ · 2026 · Pan, Weijun et al. · indexed
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Brain Complex Network Characteristic Analysis of Fatigue during Simulated Driving Based on Electroencephalogram Signals ↗ · 2019 · Han, Chunxiao et al. · indexed
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095 Steering Wheel Angle Excursions as a Measure of Fatigue-Related Driver Performance Impairment ↗ · 2021 · Muck, Rachael et al. · indexed
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A Comprehensive Survey of Driving Monitoring and Assistance Systems ↗ · 2019 · Khan, Muhammad Qasim et al. · indexed
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Visual Attention During Simulated Autonomous Driving in the US and Japan ↗ · 2017 · Shinohara, Yumiko et al. · indexed
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From Warnings to Workload: The Impact of Driver Monitoring System Warnings on Drivers' Self-Reported Workload ↗ · 2024 · Koniakowsky, Ina Marie et al. · indexed
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Modeling Lateral Control Behaviors of Distracted Drivers for Haptic-Shared Steering System ↗ · 2023 · Xu, Fei-Xiang et al. · indexed
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Educating Idaho Teenage Drivers of the Dangers of Distracted Driving · 2017 · Larrea, Meagan et al. · archived
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DIPNet: Driver intention prediction for a safe takeover transition in autonomous vehicles · 2023 · Bonyani, Mahdi et al. · archived
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The Effects of Sleep Deprivation on Simulator Driving as Compared with Other Psychomotor Tests George ↗ · 2007 · Park, D et al. · indexed
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Visionguard: an AI-Driven Real-Time Driver Attention and Distraction Monitoring System using Deep Learning ↗ · 2026 · I., Eswari et al. · indexed
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EEG Alpha Spindles as Indicators for Prolonged Brake Reaction Time During Auditory Secondary Tasks in a Real Road Driving Study ↗ · 2011 · Schrauf, M. et al. · indexed
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Differences in Off-Road Glances: Effects on Young Drivers’ Performance ↗ · 2010 · Donmez, Birsen et al. · indexed
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Cognitive Workload Assessment via Eye Gaze and EEG in an Interactive Multi-Modal Driving Task ↗ · 2022 · Aygun, Ayca et al. · indexed
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Prevalence of Fatigue and Its Determinants among Chemical Transportation Drivers in Chonburi · 2017 · Phatrabuddha, Sujee et al. · archived
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Intelligent Driver Monitoring System for Detecting Fatigue and Distraction through Speech Analysis ↗ · 2025 · Shilaskar, Swati et al. · indexed
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Design and Implementation of an IoT Drowsiness Detection System for Drivers ↗ · 2023 · KALLEL, Fathi · indexed
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Cognitive Workload Estimation in Conditionally Automated Vehicles Using Transformer Networks Based on Physiological Data · 2024 · Wang, Ange et al. · archived
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Decoding Visual Attention: from 3D Gaze to Social Gaze inference in Everyday Scenes ↗ · 2024 · Odobez, Jean-Marc · indexed
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Stress Level Detection Based on the Capacitive Electrocardiogram Signals of Driving Subjects ↗ · 2023 · Škorić, Tamara · indexed
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Evaluating Driver Mental Workload in a Realistic Condition using Eye Movement Sensor ↗ · 2018 · Son, Le Anh et al. · indexed
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Quad-Tree-Based Driver Classification Using Deep Learning for Mild Cognitive Impairment Detection ↗ · 2025 · Ghoreishi, Seyedeh Gol Ara et al. · indexed
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Integrated Charging with Neural Networks for Fusion Sensors of Driver Monitoring System ↗ · 2021 · Lai, Wen-Cheng · indexed
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Advancing EEG Research on Human Emotions Through Deep Learning Models · 2025 · Wu, Yanbing · archived
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Design of a System for Driver Drowsiness Detection and Seat Belt Monitoring using Raspberry Pi 4 and Arduino Nano ↗ · 2024 · Oviedo, Anthony Alvarez et al. · indexed
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Robust Covert Spatial Attention Decoding from Low-Channel Dry EEG by Hybrid AI Model ↗ · 2025 · Kim, Doyeon et al. · indexed
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Measuring Signalized Intersection Performance in Real-Time With Traffic Sensors ↗ · 2013 · Zheng, Jianyang et al. · indexed
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EEG Based Brain-Controlled Vehicle · 2026 · M, Raman Kumar · archived
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Driving Analytics vs Data Drift: A Continuous Validation Model for Decision Integrity in Data-Driven Systems ↗ · 2026 · Surianarayanan, Gayathri · indexed
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Remote Sensor System for Assessing the Toxicity of Car Exhaust Gases ↗ · 2026 · Więcławski, Krzysztof et al. · indexed
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A Novel Deep Learning-Assisted Truck Driver Drowsiness Record using Blockchain Technology ↗ · 2023 · Nwankwo, Odinachi Udemezuo et al. · indexed
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IoT-Based Driver Health Monitoring System with Location Based Service Feature for Fast Treatment at Nearest Health Facilities ↗ · 2025 · Jaya, Dery Yuswanto · indexed
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Utilizing High Resolution Satellite Imagery for Automated Road Infrastructure Safety Assessments ↗ · 2023 · Brkić, Ivan et al. · indexed
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Efficient Eye State Detection for Driver Fatigue Monitoring Using Optimized YOLOv7-Tiny ↗ · 2024 · Chang, Gwo-Ching et al. · indexed
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Utilising state of the art eye tracking equipment to improve outcomes for maritime watchkeeper's on nocturnal navigational watches ↗ · 2023 · Khalique, Abdul · indexed
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Multi-Modal Sensor Fusion-Based Semantic Segmentation for Snow Driving Scenarios · 2021 · Vachmanus, Sirawich et al. · archived
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Behavior Based Human Driver Fatigue Detection System Using Deep Learning ↗ · 2023 · Baravkar, Prof. Pooja V · indexed
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Implementing the NIS Directive, driving cybersecurity improvements for Essential Services ↗ · 2020 · Wallis, Tania et al. · indexed
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Wearable RealTime Heart Attack Detection and Warning System to Reduce Car Accidents in Qatar ↗ · 2018 · Chowdhury, Muhammad E.H. et al. · indexed
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A Comprehensive Survey of Deep Learning Multisensor Fusion-based 3D Object Detection for Autonomous Driving: Methods, Challenges, Open Issues, and Future Directions ↗ · 2022 · Alaba, Simegnew et al. · indexed
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Optimized Convolutional Forest by Particle Swarm Optimizer for Pothole Detection ↗ · 2024 · Aljohani, Abeer · indexed
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Visual Attention Analysis and Optimization Algorithm in Packaging Design ↗ · 2024 · An Ouyang · indexed
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Automated Multi-Class Structural Damage Detection and Segmentation for Unmanned Aerial Vehicle-Based Infrastructure Inspection Using Deep Learning ↗ · 2026 · Abtahi, Seyed Farhad · indexed
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UAV-Borne Dual-Band Sensor Method for Monitoring Physiological Crop Status ↗ · 2019 · Yao, Lili et al. · indexed
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GLEDS (Gas Leakage Early Detection System) PROTOTYPE FOR EARLY DETECTION OF GAS LEAKS BASED ON MICROCONTROLLER ON MOTOR VEHICLES ↗ · 2020 · Biantoro, Agung Wahyudi · indexed
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Design, Analysis and Application of Single-Wheel Test Bench for All-Electric Antilock Braking System in Electric Vehicles ↗ · 2021 · Xiangdang, XUE et al. · indexed
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Drift Characteristics of Sea-Bird Dissolved Oxygen Optode Sensors ↗ · 2023 · Ren, Alice S. et al. · indexed
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Optimizing UAV-based uncooled thermal cameras in field conditions for precision agriculture · 2024 · Wan, Quanxing et al. · archived
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DDoS Detection and Prevention in Educational Internet of Things (EIoT) Using Hybridised Convolutional Neural Networks (CNNs) and AI ↗ · 2026 · Onoja, Emmanuel et al. · indexed
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A comparative study between causal and non-causal algorithms for the energy management of hybrid storage systems ↗ · 2013 · Pinto, Cláudio et al. · indexed
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Evaluation of Biodiesel Blends on the Performance and Emissions of a Common-Rail Light-Duty Engine and Vehicle ↗ · 2009 · Kousoulidou, Marina et al. · indexed
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Physics-Constrained PROSAIL-cGAN Approach for Spectral Sample Augmentation and LAI Inversion of Winter Wheat ↗ · 2025 · Yihang, LU et al. · indexed
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Monitoring Short-Term Morphobathymetric Change of Nearshore Seafloor Using Drone-Based Multispectral Imagery ↗ · 2022 · Alevizos, Evangelos et al. · indexed
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Differential Evolution for Finite Element Model Updating: Algorithm and Application in Structural Analysis · 2024 · Abu Abed, Wassim · archived
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Enhancing the performance of the aggregated bit vector algorithm in network packet classification using GPU ↗ · 2019 · Abbasi, Mahdi et al. · indexed
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Clinical utility of comprehensive genomic profiling versus Oncomine Dx target test in pathological stage II–III non-small cell lung cancer ↗ · 2025 · Yano, Kaito et al. · indexed
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Optimizing Network Performance: A Comparative Analysis of EIGRP, OSPF, and BGP in IPv6-Based Load-Sharing and Link-Failover Systems ↗ · 2024 · Shahid, Kamal et al. · indexed
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D-Alarm: An Efficient Driver Drowsiness Detection and Alarming System ↗ · 2023 · Borah, Biju et al. · indexed
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Evaluation of quantitative polymerase chain reaction for detecting BRCA1 or BRCA2 copy number loss in high-grade serous ovarian cancer ↗ · 2026 · Oswald, A. J. et al. · indexed
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A Variational Bayes Based State-of-Charge Estimation for Lithium-Ion Batteries Without Sensing Current · 2021 · Hou, Jing et al. · archived
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In-Service EV Battery Life Extension Through Feasible Remanufacturing ↗ · 2016 · Groenewald, J. et al. · indexed
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Case Studies and Practical Application of Key Measurement for Electric Vehicle Circuit Inspection: Intelligent, Data-Driven Diagnostic Systems ↗ · 2026 · Fei, Xiaotao et al. · indexed
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Evaluation of Similarity of Image Explanations Produced by SHAP, LIME and Grad-CAM ↗ · 2025 · Yavtukhovskyi, Vladyslav et al. · indexed
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MSEF-Cancer: A Multi-Representation Stacked Ensemble Framework for Transparent Anticancer Virtual Screening ↗ · 2026 · Archpaul, Jenefa et al. · indexed
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The German Debt Brake Approaches for an Improvement of the Technical Design ↗ · 2020 · Lenk, Thomas et al. · indexed
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Enhancing Image Recognition: Leveraging Machine Learning on Specialized Medical Datasets ↗ · 2023 · Agarwal, Nidhi et al. · indexed
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H∞ Switched Observer Design for Fault-Tolerant State-of-Charge Estimation of Lithium-Ion Batteries ↗ · 2026 · EL YOUSSFI, Naoufal · indexed
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Linking DPSIR Model and Water Quality Indices to Achieve Sustainable Development Goals in Groundwater Resources ↗ · 2021 · Alexakis, Dimitrios E. · indexed
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Webpage Tamper-resistant Strategy Based on File System Filter Driver and Event-triggered ↗ · 2013 · Wang, Zhenqi et al. · indexed
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Design and application of CMOS device driver based on S3C2440 ↗ · 2011 · Kuang Shunming et al. · indexed
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Modeling and Computational Methods for Kinetic Equations · 2004 · Degond, Pierre et al. · archived
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Medidas para la reactivación de la economía que afectan al Impuesto sobre la Renta de las Personas Físicas ↗ · 1996 · Alonso Alonso, Roberto · indexed
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Genetic programming for the vehicle routing problem with zone-based pricing ↗ · 2023 · Gil-Gala, Francisco Javier et al. · indexed
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Approaching the critical point through an exact ground-state evolution ↗ · 2026 · Lin, Jun-Hao et al. · indexed
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Accurate Interpretation of Urban Mangrove Stand Structure Based on Low-altitude Unmanned Aerial Vehicle System ↗ · 2023 · Shen, Xiaoxue et al. · indexed
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Tipificación del delito de trata de personas en Centroamérica, México y España ↗ · 2023 · Mora-Barquero, Alonso · indexed
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Research on Fishery Water Quality Detection System of Unmanned Aerial Vehiclee ↗ · 2019 · Cheng, Lei · indexed
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Investigating the Influence of Renewable Energy Use and Innovative Investments in the Transportation Sector on Environmental Sustainability—A Nonlinear Assessment ↗ · 2025 · Adgheem, Mohammed Adgheem Alsunousi et al. · indexed
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An Adversarial Environment Reinforcement Learning-driven Intrusion Detection Algorithm for Internet of Things ↗ · 2023 · Mahjoub, Chahira et al. · indexed
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Holistic Testing and Characterization of Commercial 18650 Lithium-Ion Cells ↗ · 2024 · Zatta, Nicolò et al. · indexed
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Comparison of the performance of skip lists and splay trees in classification of internet packets ↗ · 2019 · Khezrian, Navid et al. · indexed
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Long Short-Term Memory and Synthetic Minority Over Sampling Technique-Based Network Traffic Classification ↗ · 2024 · Munaye, Yirga Yayeh et al. · indexed
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A Deep Learning Harmonization of Multi-Vendor MRI for Robust Intervertebral Disc Segmentation ↗ · 2024 · Kim, Chaewoo et al. · indexed
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COMPARISON OF MODELS OF MAGNETIZATION CURVES AND HYSTERESIS LOOPS ACCORDING TO THE GILES-ATHERTON MODEL FOR SOFT MAGNETIC AMORPHOUS ALLOYS ↗ · 2023 · I.M., Bedritsky et al. · indexed
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Adaptive Neuro Fuzzy Inference System Mathematical Model for Detecting Gasoline Type Using Inter Digital Capacitance Sensor ↗ · 2025 · Hakim, Galang Persada Nurani et al. · indexed
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HLA-A∗02-gated safety switch for cancer therapy has exquisite specificity for its allelic target antigen ↗ · 2022 · Mock, Jee-Young et al. · indexed
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ASPECTS REFERRING TO FATIGUE TESTING OF EPOXY POLYMERIC MATERIALS ↗ · 2020 · HUMELNICU, Costel et al. · indexed
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ECOLOGICAL AND HEALTH EFFECTS OF SPENT OILS TOWARD ENVIRONMENTAL SUSTAINABILITY ↗ · 2026 · SHAKIR, MOHAMMAD ALIFF · indexed
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Saving or Surveilling? Coloniality, International Human Rights Law, and the French Veil Ban ↗ · 2026 · Ali, Zainab · indexed
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Enhancing the LCO 18,650 Battery Charging/Discharging Using Temperature and Electrical Based Model ↗ · 2022 · Al-Refai, Abdullah et al. · indexed
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Genomic evolution of enteric pathogens: mechanisms of pathogenicity and diagnostic innovations ↗ · 2025 · Li, Tao et al. · indexed
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A 1-MHz leakage-compensating bootstrap driver for normally-on depletion-mode GaN FET ↗ · 2017 · Lee, Yoontaek et al. · indexed
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Variational Approach for Joint Kidney Segmentation and Registration from DCE-MRI Using Fuzzy Clustering with Shape Priors ↗ · 2022 · El-Melegy, Moumen et al. · indexed
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A Systematic Review of Quantum Deep Learning Architectures for Image Classification ↗ · 2026 · Daraan, Saleha et al. · indexed
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AI-Based Models for Identifying Underdeveloped Villages in Indonesia's Rural Development ↗ · 2024 · Al Azies, Harun · indexed
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A Decentralized Authentication Scheme for Smart Factory based on Blockchain ↗ · 2024 · Cao, Zhong et al. · indexed
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HARMONISATION AND THE UNITED NATIONS CONVENTION ON CONTRACTS FOR THE INTERNATIONAL SALE OF GOODS ↗ · 2003 · Keily, Troy · indexed
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Digital Transformation as a Structural Driver of ESG Performance: Empirical Evidence from Indian Capital Markets ↗ · 2026 · RADHIKA, Radhika et al. · indexed
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CA-Adv: Curvature-Adaptive Weighted Adversarial 3D Point Cloud Generation Method for Remote Sensing Scenarios ↗ · 2026 · Sun, Yanwen et al. · indexed
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Dynamical downscaling of CSIRO‐Mk3.6 seasonal forecasts over Iran with the regional climate model version 4 ↗ · 2019 · Alizadeh‐Choobari, Omid · indexed
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AI-Powered System for an Efficient and Effective Cyber Incidents Detection and Response in Cloud Environments ↗ · 2025 · Farzaan, Mohammed Ashfaaq M. et al. · indexed
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A Review on the Assessment of Injection Characteristics and Energy Levels for CNG and Hydrogen Gas Injectors ↗ · 2021 · SHINDE, BALU et al. · indexed
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Biogas from mechanical pulping industry : Potential improvement for increased biomass vehicle fuels ↗ · 2012 · Magnusson, Mimmi et al. · indexed
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SA-LES-Dedup: Similarity-Aware Lightweight Encrypted Block Deduplication for Cloud–Edge Storage ↗ · 2026 · Liu, Shuke · indexed
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Systematic Review of Artificial Intelligence Decoders for Topological Quantum Error Correction ↗ · 2026 · Amponsah, Elliot et al. · indexed
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A review on processing and properties of aluminum based metal matrix composites ↗ · 2024 · Namdev, Nagaraj et al. · indexed
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Quantifying the Impact of Climate Change on Marine Diazotrophy: Insights From Earth System Models ↗ · 2020 · Wrightson, Lewis et al. · indexed
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Screening and Verification of TPM1 and CALD1 Related to Diagnosis and Prognosis of Bladder Cancer ↗ · 2021 · Yang, ZHAO et al. · indexed
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Empowering Sustainability: The Crucial Role of IoT-Enabled Distributed Learning Systems in Reducing Carbon Footprints ↗ · 2025 · Anjana M, S et al. · indexed
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The Growth of Renewable Energy Sector in Central Asia: Business Potential and Policy Support ↗ · 2026 · Shabir Ahmad Khan, Shabir Ahmad Khan · indexed
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Fundación del TEU de Murcia (1939) y etapa de dirección de Alberto González Vergel (1949-1954) ↗ · 2018 · Pérez Abab, Nieves · indexed