microsleep

Microsleep events: brief involuntary lapses into sleep of roughly 1-15 seconds, marked by prolonged eyelid closure (PERCLOS), EEG sleep intrusions, or lane drift while drowsy. The discrete sleep EVENT and its detection, not the general sleepy state (drowsiness) or its upstream cause (sleep_deprivation).

514 paper(s) · ranked by relevance to this topic

1. Driver performance in the moments surrounding a microsleep · 2008 · Boyle, LN et al. · archived
2. Optimal EEG Segmentation for Microsleep Detection Based on Machine Learning ↗ · 2022 · Pauli, Martin Patrick et al. · indexed
3. Microsleep episodes in the borderland between wakefulness and sleep · 2019 · Hertig-Godeschalk, Anneke et al. · archived
4. PERCLOS Threshold for Drowsiness Detection during Real Driving ↗ · 2012 · Lin, S. T. et al. · indexed
5. Variability of Driving Performance During Microsleeps ↗ · 2005 · Paul, Amit et al. · indexed
6. Prolonged Eyelid Closure Episodes during Sleep Deprivation in Professional Drivers · 2016 · Alvaro, Pasquale K. et al. · archived
7. The role of expert evaluation for microsleep detection ↗ · 2015 · Golz, M. et al. · indexed
8. Detection of microsleep events in a car driving simulation study using electrocardiographic features ↗ · 2016 · Lenis, Gustavo et al. · indexed
9. Automatic Microsleep Detection Appoach for Car Drivers Using YOLO5 Based on Image Feature ↗ · 2025 · Anifah, Lilik et al. · indexed
10. Microsleep Episodes and Related Crashes During Overnight Driving Simulations ↗ · 2011 · Golz, Martin et al. · indexed
11. Early Detection of Microsleep in Motorcycle Helmet Based on Pulse Sensor ↗ · 2023 · Madona, Putri et al. · indexed
12. Microsleep detection on drowsy-driver using convolutional neural networks (CNN) ↗ · 2024 · Ilmadina, Hepatika Zidny et al. · indexed
13. Prediction of immediately occurring microsleep events from brain electric signals ↗ · 2016 · Golz, Martin et al. · indexed
14. Steering Entropy Changes as a Function of Microsleeps · 2005 · Paul, Amit et al. · archived
15. Spectral Analysis of EEG During Microsleep Events Annotated via Driver Monitoring System to Characterize Drowsiness ↗ · 2020 · Wang, Chunwu et al. · indexed
16. Microsleep as a Risk Factor for Unsafe Behavior: A Systematic Literature Review · 2026 · Ihsan, Elga Alifqiah et al. · archived
17. Inter-individual variability of EEG features during microsleep events ↗ · 2019 · Golz, Martin et al. · indexed
18. Eye-Blink Parameters Detect On-Road Track-Driving Impairment Following Severe Sleep Deprivation ↗ · 2019 · Soleimanloo, Shamsi Shekari et al. · indexed
19. Slow eyelid closure as a measure of driver drowsiness and its relationship to performance ↗ · 2015 · Jackson, Melinda L. et al. · indexed
20. Driver Drowsiness Immediately before Crashes – A Comparative Investigation of EEG Pattern Recognition · 2013 · Golz, M et al. · archived
21. PERCLOS-based technologies for detecting drowsiness: current evidence and future directions ↗ · 2023 · Abe, Takashi · indexed
22. Trends and Future Prospects of the Drowsiness Detection and Estimation Technology · 2021 · Arakawa, Toshiya · archived
23. The utility of automated measures of ocular metrics for detecting driver drowsiness during extended wakefulness ↗ · 2016 · Jackson, Melinda L. et al. · indexed
24. PERCLOS: A Valid Psychophysiological Measure of Alertness As Assessed by Psychomotor Vigilance · 1998 · NHTSA · archived
25. Estimation of Eye Closure Degree Using EEG Sensors and Its Application in Driver Drowsiness Detection ↗ · 2014 · Li, Gang et al. · indexed
26. Real-Time Driver Microsleep Detection Using Lightweight MobileViT and Haar Cascade ↗ · 2025 · Syahada Mawarda Hutagalung et al. · indexed
27. EVALUATION OF TECHNIQUES FOR OCULAR MEASUREMENT AS AN INDEX OF FATIGUE AND THE BASIS FOR ALERTNESS MANAGEMENT ↗ · 1998 · Dinges, David F. et al. · indexed
28. Eye Movement Detection for Assessing Driver Drowsiness by Electrooculography ↗ · 2013 · Ebrahim, Parisa et al. · indexed
29. Analysis of Driver Drowsiness Detection using EEG and EOG · 2018 · K Firke, Omprakash et al. · archived
30. Estimation of driver sleepiness based on EEG analysis ↗ · 2012 · Golz, M. et al. · indexed
31. A Measure of Strong Driver Fatigue ↗ · 2009 · Sommer, David et al. · indexed
32. Prediction of drowsiness events in night shift workers during morning driving ↗ · 2017 · Liang, Yulan et al. · indexed
33. Development and Assessment of a Driver Drowsiness Monitoring System · 2012 · NHTSA · archived
34. Behavioral Indicators of Drowsy Driving: Active Search Mirror Checks · 2022 · Meyer, Jason E. et al. · archived
35. Vehicle-Based Drowsy Driver Detection: Current Status And Future Prospects · 1994 · NHTSA · archived
36. Vehicle-Based Drowsy Driver Detection: Current Status and Future Prospects · 1994 · Knipling, Ronald R. et al. · archived
37. Feeling sleepy? stop driving—awareness of fall asleep crashes · 2023 · Anderson, Clare et al. · archived
38. CNN-Transformer Based Real-Time Detection of Driver Sleep Onset Using EEG and EOG Signals ↗ · 2025 · Jiao, Yingying et al. · indexed
39. Driver Drowsiness Detection using Percentage Eye Closure Method ↗ · 2020 · Sankaran, K.Sakthidasan et al. · indexed
40. 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
41. The detection of drowsiness using a driver monitoring system ↗ · 2019 · Schwarz, Chris et al. · indexed
42. Task effects on fatigue symptoms in overnight driving ↗ · 1999 · SUMMALA, HEIKKI et al. · indexed
43. Predicting drowsiness-related driving events: a review of recent research methods and future opportunities ↗ · 2016 · Lenné, Michael G. et al. · indexed
44. Understanding the Correlation Between Boredom Proneness Induced Sleepiness and Microsleep Events Among Drivers ↗ · 2025 · Mauladea, Faiza et al. · indexed
45. A drowsy driver detection system for heavy vehicles ↗ · 2002 · Grace, Richard et al. · indexed
46. Driver Sleepiness Detection System Based on Eye Movements Variables ↗ · 2013 · Jin, Lisheng et al. · indexed
47. Learning based Driver Drowsiness Detection Model ↗ · 2020 · Singh, Jagendra · indexed
48. Preliminary analysis of full-scale driving simulator data for unmasked sleepiness detection ↗ · 2014 · Yang, Ji Hyun et al. · indexed
49. Technical Study of Microsleep Operations as Follow-up to Drowsiness-Related Accidents on the Terbanggi Besar - Pematang Panggang - Kayuagung Toll Road ↗ · 2025 · Siregar, Deo et al. · indexed
50. Drowsiness Detection and Alarming System · 2025 · Girijannavar, Laxmi R et al. · archived
51. Sober-Drive: A smartphone-assisted drowsy driving detection system ↗ · 2014 · Lunbo Xu et al. · indexed
52. Addressing Imbalanced EEG Data for Improved Microsleep Detection: An ADASYN, FFT and LDA-Based Approach · 2024 · Hasan, Md Mahmudul et al. · archived
53. Sensitivity of PERCLOS70 to Drowsiness Level: Effectiveness of PERCLOS70 to Prevent Crashes Caused by Drowsiness ↗ · 2022 · Murata, Atsuo et al. · indexed
54. Drowsiness Detection System Based on PERCLOS and Facial Physiological Signal ↗ · 2022 · Chang, Robert Chen-Hao et al. · indexed
55. Driver Drowsiness Detection Based on Face Feature and Perclos ↗ · 2021 · Gopi, S. et al. · indexed
56. Prevention of road accidents due to drowsiness detection using PERCLOS algorithm ↗ · 2021 · Srivastava, Devesh Kumar et al. · indexed
57. Evaluating driving fatigue detection algorithms using eye tracking glasses ↗ · 2015 · Gao, Xiang-Yu et al. · indexed
58. Drivers Drowsiness Detection using Image Processing and I-Ear Techniques ↗ · 2023 · Ananthi, S. et al. · indexed
59. Eye-Activity Measures of Fatigue and Napping as a Fatigue Countermeasure: Tech Brief · 1999 · NHTSA · archived
60. Driver Drowsiness Detection Based on Face Feature and PERCLOS ↗ · 2018 · Junaedi, Suhandi et al. · indexed
61. A pre-drive ocular assessment predicts alertness and driving impairment: A naturalistic driving study in shift workers ↗ · 2019 · Mulhall, Megan D. et al. · indexed
62. Drowsy driver detection system using eye blink patterns · 2010 · Danışman, Taner et al. · archived
63. EOG feature relevance determination for microsleep detection ↗ · 2017 · Golz, Martin et al. · indexed
64. Driver Sleepiness Assessed by Electroencephalography - Different Methods Applied to One Single Data Set ↗ · 2015 · Golz, Martin et al. · indexed
65. Driver drowsiness estimation using EEG signals with a dynamical encoder–decoder modeling framework · 2022 · Arefnezhad, Sadegh et al. · archived
66. Eye tracking system to detect driver drowsiness ↗ · 2015 · Nguyen, T. P. et al. · indexed
67. Real-Time Driver Fatigue Detection for Enhanced Road Safety · 2025 · Sujathakumari B A et al. · archived
68. Detecting driver sleepiness from EEG alpha wave during daytime driving ↗ · 2017 · Jiao, Yingying et al. · indexed
69. Stationary gaze entropy predicts lane departure events in sleep-deprived drivers · 2018 · Shiferaw, Brook et al. · archived
70. Towards better microsleep predictions in fatigued drivers: exploring benefits of personality traits and IQ ↗ · 2021 · Hidalgo-Gadea, Guillermo et al. · indexed
71. An Investigation to Detect Driver Drowsiness from Eye blink Artifacts Using Deep Learning Models ↗ · 2022 · Egambaram, Ashvaany et al. · indexed
72. Monitoring sleepiness with on-board electrophysiological recordings for preventing sleep-deprived traffic accidents ↗ · 2007 · Papadelis, Christos et al. · indexed
73. Diagnostic tools for identifying sleepy drivers in the field. · 2013 · Rizzo, Matthew et al. · archived
74. Eye blink detection for different driver states in conditionally automated driving and manual driving using EOG and a driver camera ↗ · 2017 · Schmidt, Jürgen et al. · indexed
75. A SOLAR-POWERED CONTEXT-AWARE WEARABLE IOT SYSTEM FOR REAL-TIME MICROSLEEP DETECTION · 2026 · W Ibrahim, Wan Suhaifiza et al. · archived
76. Drowsiness monitoring based on driver and driving data fusion · 2011 · Daza, Iván García et al. · archived
77. A Mobile Application for Driver's Drowsiness Monitoring based on PERCLOS Estimation ↗ · 2019 · Soares, Gabriel et al. · indexed
78. Camera-Based Eye Blink Detection Algorithm for Assessing Driver Drowsiness ↗ · 2019 · Baccour, Mohamed Hedi et al. · indexed
79. An Embedded Computer Vision Method to Extract Percentage of Eye Close for Detecting Drowsiness of a Safety Driving System ↗ · 2022 · Firdaus, Sukma et al. · indexed
80. Driver Drowsiness Detection System ↗ · 2021 · V, Kiranmayee · indexed
81. Driver Drowsiness Detection Using Eye Movement Behavior · 2025 · Biradar, Sonali et al. · archived
82. Non-Intrusive Detection of Drowsy Driving Based on Eye Tracking Data ↗ · 2019 · Zandi, Ali Shahidi et al. · indexed
83. Attention lapses and behavioural microsleeps during tracking, psychomotor vigilance, and dual tasks ↗ · 2016 · Buckley, Russell J. et al. · indexed
84. Drowsiness Detection Using Ocular Indices from EEG Signal ↗ · 2022 · Tarafder, Sreeza et al. · indexed
85. Simulator performance, microsleep episodes, and subjective sleepiness: normative data using convergent methodologies to assess driver drowsiness ↗ · 2006 · Moller, Henry J. et al. · indexed
86. Automatic driver sleepiness detection using EEG, EOG and contextual information ↗ · 2019 · Barua, Shaibal et al. · indexed
87. Efficient eye states detection in real-time for drowsy driving monitoring system ↗ · 2008 · Cui Xu et al. · indexed
88. Improved drowsiness detection in drivers through optimum pairing of EEG features using an optimal EEG channel comparable to a multichannel EEG system · 2025 · Minhas, Riaz et al. · archived
89. Drowsy Driver Monitor and Warning System ↗ · 2001 · Grace, Richard et al. · indexed
90. Driver Drowsiness Detection Using R-R Interval of Electrocardiogram and Self-Attention Autoencoder ↗ · 2024 · Fujiwara, Koichi et al. · indexed
91. Detecting Driver Fatigue With Eye Blink Behavior · 2024 · Akin, Ali et al. · archived
92. Detecting slow eye movement for recognizing driver's sleep onset period with EEG features ↗ · 2016 · Jiao, Yingying et al. · indexed
93. Real-time eyelid open/closed state recognition based on HLAC towards driver drowsiness detection ↗ · 2014 · Ishii, Y. et al. · indexed
94. A Multi-Stage, Multi-Feature Machine Learning Approach to Detect Driver Sleepiness in Naturalistic Road Driving Conditions ↗ · 2022 · Bakker, Bram et al. · indexed
95. EDUKASI DETEKSI DINI DAN BAHAYA MICROSLEEP PADA PENGEMUDI TAKSI DALAM RANGKA WORLD SLEEP DAY ↗ · 2026 · Ilsa Hunaifi et al. · indexed
96. Simultaneous Eye Blink Characterization and Elimination From Low-Channel Prefrontal EEG Signals Enhances Driver Drowsiness Detection ↗ · 2022 · Shahbakhti, Mohammad et al. · indexed
97. Slow eye movement detection can prevent sleep-related accidents effectively in a simulated driving task ↗ · 2010 · SHIN, DUK et al. · indexed
98. Drowsy Driver Detection Using Discriminant Analysis ↗ · 1986 · Skipper, Julie H. et al. · indexed
99. Driver drowsiness detection based on non-intrusive metrics considering individual specifics ↗ · 2016 · Wang, Xuesong et al. · indexed
100. Indicators of Sleepiness in an ambulatory EEG study of night driving ↗ · 2006 · Papadelis, Christos et al. · indexed
101. Blink Duration as an Indicator of Driver Sleepiness in Professional Bus Drivers ↗ · 1999 · Häkkänen, Helinä et al. · indexed
102. Blinks and saccades as indicators of fatigue in sleepiness warnings: looking tired? ↗ · 2008 · Schleicher, Robert et al. · indexed
103. Driver Drowsiness Detection with Commercial EEG Headsets · 2023 · Delrobaei, Mehdi et al. · archived
104. 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
105. Driver Drowsiness Detection with Commercial EEG Headsets · 2022 · Rezaee, Qazal et al. · archived
106. PERCLOS+:Moving Beyond Single-Metric Drowsiness Monitors ↗ · 2008 · Hanowski, Richard J. et al. · indexed
107. Quantifying Drowsy Driving [Traffic Safety Facts Research Note] · 2020 · NHTSA · archived
108. Automatic Driver Fatigue Detection using EEG Microstate Features ↗ · 2024 · Yaddasht, Zahra et al. · indexed
109. A brief assessment of eye blink drowsiness immediately prior to or following driving detects drowsiness related driving impairment ↗ · 2022 · Cori, Jennifer M. et al. · indexed
110. An Evaluation of Emerging Driver Fatigue Detection Measures and Technologies [Final report] · 2009 · Barr, Lawrence et al. · archived
111. Biobehavioral Responses to Drowsy Driving Alarms and Alerting Stimuli · 2000 · Mallis, Malissa M. et al. · archived
112. Detecting Driver Sleepiness From Physiological Indicators Using a CNN-LSTM Self-Attention Model ↗ · 2026 · Jiao, Yingying et al. · indexed
113. Research On Vehicle-Based Driver Status/Performance Monitoring; Development, Validation, And Refinement Of Algorithms For Detection Of Driver Drowsiness, Final Report · 1994 · NHTSA · archived
114. Detection of driver drowsiness using wearable devices: A feasibility study of the proximity sensor ↗ · 2017 · Hu, Jwu‐Sheng et al. · indexed
115. Real-Time Detection of Drowsiness Related Lane Departures Using Steering Wheel Angle ↗ · 2012 · McDonald, Anthony D. et al. · indexed
116. Research on Driving Fatigue Detection Based on PERCLOS ↗ · 2017 · ZHANG, CUIQING et al. · indexed
117. An analysis on driver drowsiness based on reaction time and EEG band power ↗ · 2015 · Foong, Ruyi et al. · indexed
118. Design and Implementation of a Driver's Eye State Recognition Algorithm Based on PERCLOS ↗ · 2014 · Peng, Yan et al. · indexed
119. In-vehicle Drowsy Driving Detection and Alerting · 2023 · Gaspar, John G et al. · archived
120. Driving drowsiness detection using fusion of electroencephalography, electrooculography, and driving quality signals ↗ · 2016 · Mikaeili, Mohammad et al. · indexed
121. Heart Rate Variability-Based Driver Drowsiness Detection and Its Validation With EEG · 2018 · Fujiwara, Koichi et al. · archived
122. Controlled inducement and measurement of drowsiness in a driving simulator ↗ · 2010 · De Rosario, H. et al. · indexed
123. Effects of Lane Departure Warning on Drowsy Drivers' Performance and State in a Simulator ↗ · 2005 · Rimini-Doering, Maria et al. · indexed
124. Detecting slow eye movements using multi-scale one-dimensional convolutional neural network for driver sleepiness detection ↗ · 2023 · Jiao, Yingying et al. · indexed
125. Examining Driver Sleepiness Detection Based on Visual Actions Using Haar Cascading and CNN ↗ · 2025 · Rawat, Vandana et al. · indexed
126. Monitoring driver fatigue using facial analysis techniques ↗ · 2003 · Singh, S. et al. · indexed
127. Mobile Healthcare for Automatic Driving Sleep-Onset Detection Using Wavelet-Based EEG and Respiration Signals ↗ · 2014 · Lee, Boon-Giin et al. · indexed
128. A Review on EEG-Based Automatic Sleepiness Detection Systems for Driver ↗ · 2018 · Balandong, Rodney Petrus et al. · indexed
129. Leading Indicators of Drowsiness in Simulated Driving ↗ · 2005 · Kozak, Ksenia et al. · indexed
130. Vehicle-based drowsy driver detection: Current status and future prospects ↗ · 2013 · Knipling, R R et al. · indexed
131. Driver drowsiness recognition based on computer vision technology ↗ · 2012 · Zhang, Wei et al. · indexed
132. Fast MicroSleep and Yawning Detections to Assess Driver’s Vigilance Level ↗ · 2011 · Alioua, Nawal et al. · indexed
133. Reaction of sleepiness indicators to partial sleep deprivation, time of day and time on task in a driving simulator - the DROWSI project ↗ · 2009 · Åkerstedt, Torbjörn et al. · indexed
134. Development of Drowsy Driving Detection System Using EEG · 2026 · Seo, Ssang-Hee · archived
135. EEG-Based Index for Timely Detecting User’s Drowsiness Occurrence in Automotive Applications ↗ · 2022 · Di Flumeri, Gianluca et al. · indexed
136. Implementation of the EAR Method in Detecting Drowsiness in Vehicle Drivers ↗ · 2024 · Suryowinoto, Andy et al. · indexed
137. A mobile driver safety system: Analysis of single-channel EEG on drowsiness detection ↗ · 2014 · Lim, Chee-Keong Alfred et al. · indexed
138. Detecting sleep in drivers during highly automated driving: the potential of physiological parameters ↗ · 2019 · Wörle, Johanna et al. · indexed
139. Drowsiness Monitoring By Steering And Lane Data Based Features Under Real Driving Conditions · 2010 · Friedrichs, Fabian · archived
140. Driver Fatigue Detection: A Survey ↗ · 2006 · Qiong Wang et al. · indexed
141. Real-Time Driver Fatigue Detection Based on Eye State Recognition ↗ · 2013 · Sun, Chao et al. · indexed
142. Microsleep Episodes, Attention Lapses and Circadian Variation in Psychomotor Performance in a Driving Simulation Paradigm ↗ · 2003 · Moller, Henry J et al. · indexed
143. Driver Hypo-vigilance Detection Based on Eyelid Behavior ↗ · 2009 · Sigari, Mohamad Hoseyn · indexed
144. Embedded system based driver drowsiness detection system ↗ · 2010 · Islam, Syed Zahidul et al. · indexed
145. Driver Alertness Detection Research Using Capacitive Sensor Array ↗ · 2001 · Kithil, Philp W · indexed
146. A Systematic Review on Driver Drowsiness Detection Using Eye Activity Measures ↗ · 2024 · Kolus, Ahmet · indexed
147. Drivers drowsiness detection in embedded system ↗ · 2007 · Tianyi Hong et al. · indexed
148. Electrooculogram analysis and development of a system for defining stages of drowsiness ↗ · 2004 · Thorslund, Birgitta · indexed
149. Convergent validity of video-based observer rating of drowsiness, against subjective, behavioral, and physiological measures · 2023 · Uchiyama, Yuji et al. · archived
150. A Survey on State-of-the-Art Drowsiness Detection Techniques · 2019 · Ramzan, Muhammad et al. · archived
151. Smart Real-Time Video Surveillance Platform for Drowsiness Detection Based on Eyelid Closure ↗ · 2019 · Tayab Khan, Muhammad et al. · indexed
152. EEG-based drowsiness detection for safe driving using chaotic features and statistical tests · 2011 · Mikaili, Mohammad et al. · archived
153. The performance of driver sleepiness indicators as a function of interval length ↗ · 2011 · Sandberg, David · indexed
154. Sleepiness and prediction of driver impairment in simulator studies using a Cox proportional hazard approach ↗ · 2010 · Vadeby, Anna et al. · indexed
155. Unsupervised Blink Detection and Driver Drowsiness Metrics on Naturalistic Driving Data ↗ · 2020 · Dari, Simone et al. · indexed
156. Wearable driver drowsiness detection using electrooculography signal ↗ · 2016 · Ma, Zheren et al. · indexed
157. Drowsy drivers’ under-performance in lateral control: How much is too much? Using an integrated measure of lateral control to quantify safe lateral driving ↗ · 2015 · van Loon, Roald J. et al. · indexed
158. Detection of Operator Drowsiness Using Google Glass ↗ · 2015 · He, Jibo et al. · indexed
159. A drowsiness detection using smart sensors during driving and smart message alert system to avoid accidents ↗ · 2022 · Vinoth, T. et al. · indexed
160. The impact of driver sleepiness on fixation‐related brain potentials · 2019 · Ahlström, Christer et al. · archived
161. Drowsiness Detection and Alertness Using Eye Motion Monitoring · 2023 · Asghar, Rabia et al. · archived
162. Driver impairment at night and its relation to physiological sleepiness ↗ · 2008 · Anund, Anna et al. · indexed
163. Real-Time Deep Learning-Based Drowsiness Detection: Leveraging Computer-Vision and Eye-Blink Analyses for Enhanced Road Safety ↗ · 2023 · Safarov, Furkat et al. · indexed
164. Automatic removal of ocular artifacts in EEG signals for driver’s drowsiness detection: A survey ↗ · 2018 · Mohammedi, Mohamed et al. · indexed
165. Vision-based drowsiness detector for real driving conditions ↗ · 2012 · Garcia, I. et al. · indexed
166. Real driving at night – Predicting lane departures from physiological and subjective sleepiness ↗ · 2014 · Hallvig, David et al. · indexed
167. An EEG-Assisted Two-Stage PERCLOS Forecasting Method for Driver Fatigue Early Warning ↗ · 2026 · Jiang, Junye et al. · indexed
168. Drowsiness Detection and Alert System Using Wearable Dry Electroencephalography for Safe Driving ↗ · 2021 · ABD GANİ, Shamsul Fakhar · indexed
169. An Evaluation of Emerging Driver Fatigue Detection Measures and Technologies [Tech Brief] · 2009 · NHTSA · archived
170. Eyelid-based driver state classification under simulated and real driving conditions ↗ · 2014 · Ebrahim, Parisa et al. · indexed
171. Efficient driver drowsiness detection at moderate levels of drowsiness ↗ · 2013 · Forsman, Pia M. et al. · indexed
172. ANN based Joint Time and frequency analysis of EEG for detection of driver drowsiness · 2017 · Dabbu, Suman et al. · archived
173. Driver Drowsiness Detection System · 2026 · Kushwaha, Abhishek · archived
174. Driver drowsiness evaluation by means of thermal infrared imaging: preliminary results ↗ · 2021 · Cardone, Daniela et al. · indexed
175. An alpha wave pattern from attenuation to disappearance for predicting the entry into sleep during simulated driving ↗ · 2017 · Jiao, Yingying et al. · indexed
176. A Hybrid Approach to Detect Driver Drowsiness Utilizing Physiological Signals to Improve System Performance and Wearability · 2017 · Awais, Muhammad et al. · archived
177. Effects of driving time on microsaccadic dynamics ↗ · 2014 · Di Stasi, Leandro L. et al. · indexed
178. 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
179. 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
180. On-Road Detection of Driver Fatigue and Drowsiness during Medium-Distance Journeys ↗ · 2021 · Salvati, Luca et al. · indexed
181. Driver drowsiness detection: a comparison between intrusive and non-intrusive signal acquisition methods ↗ · 2018 · Oliveira, Licinio et al. · indexed
182. Eye blink parameters to indicate drowsiness during naturalistic driving in participants with obstructive sleep apnea: A pilot study ↗ · 2021 · Cori, Jennifer M. et al. · indexed
183. Driver Drowsiness Detection Based on LiDAR-Based Road Boundary Detection ↗ · 2024 · Teoh, Tai Shie et al. · indexed
184. An EEG-based perceptual function integration network for application to drowsy driving · 2015 · Chuang, Chun-Hsiang et al. · archived
185. Vehicle control and drowsiness ↗ · 2002 · Kircher, Albert et al. · indexed
186. Risk factors associated with sleep-disordered breathing in professional truck drivers whose collisions were attributed to microsleep-related behaviors while driving ↗ · 2023 · Sawatari, Hiroyuki et al. · indexed
187. Drowsiness Classification for Internal Driving Situation Awareness on Mobile Platform · 2021 · Nine, Julkar et al. · archived
188. Can Drowsiness be seen in the eyes? A new detection method of driver drowsiness levels based on eye-tracking data ↗ · 2025 · Zhang, Runlin et al. · indexed
189. Classifying Features of Electroencephalography Signal to Detect Driver Drowsiness in the Early Drowsy Stage · 2022 · Houshmand, Sara et al. · archived
190. A Review of EEG Signal Features and Their Application in Driver Drowsiness Detection Systems ↗ · 2021 · Stancin, Igor et al. · indexed
191. The Effectiveness of a Drowsiness Detection System in Reducing Drowsy Driving Accidents · 2023 · Barman, Swapnadip · archived
192. Vision based eye closeness classification for driver’s distraction and drowsiness using PERCLOS and support vector machines ↗ · 2019 · Mohd Zin, Zalhan et al. · indexed
193. Fatigue Driving Detection and Early Warning System based on EEG Signals · 2024 · Wang, Luoluo et al. · archived
194. Validation of an EEG-based Neurometric for online monitoring and detection of mental drowsiness while driving ↗ · 2022 · Ronca, Vincenzo et al. · indexed
195. Time Delay Analysis of Vehicle Handling Variables for Near-Crash Detection of Drowsy Driving Using a Bus Driving Simulator ↗ · 2018 · Ashouri, Mohammad Reza et al. · indexed
196. Feasibility Study of Drowsy Driving Prediction based on Eye Opening Time ↗ · 2017 · Hatakeyema, Yoshiyuki · indexed
197. Driver Fatigue Detection System Based on Eye Movements ↗ · 2013 · Niu, Qingning et al. · indexed
198. Early detection of falling asleep at the wheel: A Heart Rate Variability approach ↗ · 2008 · Furman, G. Dorfman et al. · indexed
199. EEG-based Driver Fatigue Detection with Eye-tracking Guided Weak Supervision · 2026 · Xu, Fenglin et al. · archived
200. A contextual and temporal algorithm for driver drowsiness detection ↗ · 2018 · McDonald, Anthony D. et al. · indexed
201. Using Image Processing in the Proposed Drowsiness Detection System Design ↗ · 2018 · POURSADEGHIYAN, Mohsen et al. · indexed
202. On Driver Eye Closure Recognition for Commercial Vehicles ↗ · 2008 · Hammoud, Riad I. et al. · indexed
203. Eyeblink recognition improves fatigue prediction from single-channel forehead EEG in a realistic sustained attention task ↗ · 2020 · Ko, Li-Wei et al. · indexed
204. Using Image Processing in the Proposed Drowsiness Detection System Design ↗ · 2018 · POURSADEGHIYAN, Mohsen et al. · indexed
205. Psychomotor Vigilance Testing of Professional Drivers in the Occupational Health Clinic ↗ · 2012 · Zhang, Chunbai et al. · indexed
206. Gazing as actual parameter for drowsiness assessment in driving simulators · 2019 · Rumagit, Arthur M. et al. · archived
207. Driving drowsiness detection using spectral signatures of EEG-based neurophysiology · 2023 · Arif, Saad et al. · archived
208. A study of classification of the level of sleepiness for the drowsy driving prevention ↗ · 2007 · Byung-Chan Chang et al. · indexed
209. Driver blink measurement by the motion picture processing and its application to drowsiness detection ↗ · 2003 · Ito, T. et al. · indexed
210. EEG-fest: few-shot based attention network for driver's drowsiness estimation with EEG signals ↗ · 2023 · Ding, Ning et al. · indexed
211. The Effect of Partial Sleep Deprivation and Time-on-Task on Young Drivers’ Subjective and Objective Sleepiness ↗ · 2023 · Cellini, Nicola et al. · indexed
212. Sequence Analysis of Monitored Drowsy Driving ↗ · 2023 · Schwarz, Chris et al. · indexed
213. Driver drowsiness detection methods using EEG signals: a systematic review ↗ · 2022 · Hussein, Raed Mohammed et al. · indexed
214. Local changes in the wake electroencephalogram precedes lane departures ↗ · 2017 · Ahlstrom, Christer et al. · indexed
215. Vision-based drowsiness detector for a realistic driving simulator ↗ · 2010 · Garcia, I. et al. · indexed
216. Automated Driver Drowsiness Detection from Single-Channel EEG Signals Using Convolutional Neural Networks and Transfer Learning ↗ · 2022 · Ghadami, Ali et al. · indexed
217. 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
218. Driver Drowsiness Detection through a Vehicle's Active Probe Action ↗ · 2019 · Yang, Sen et al. · indexed
219. In-Depth Inception–Attention Time Model: An Application for Driver Drowsiness Detection ↗ · 2025 · Lee, Minseop et al. · indexed
220. Evaluation of driver drowsiness based on respiratory metrics ↗ · 2024 · Khanehshenas, Farin et al. · indexed
221. Temporal EEG Imaging for Drowsy Driving Prediction · 2019 · Cheng, Eric Juwei et al. · archived
222. An EOG-based Vigilance Estimation Method Applied for Driver Fatigue Detection ↗ · 2015 · Ma, Jia-Xin et al. · indexed
223. An Experimental Study Using EEG to Detect Driver Drowsiness ↗ · 2008 · Leng, Hongjie et al. · indexed
224. Driver Drowsiness Detection System by Monitoring Blink Duration and Heart Rate Variability ↗ · 2025 · Jiman, Ahmad A. et al. · indexed
225. Portable Drowsiness Detection through Use of a Prefrontal Single-Channel Electroencephalogram ↗ · 2018 · Ogino, Mikito et al. · indexed
226. Detecting Driver Drowsiness With Multi-Sensor Data Fusion Combined With Machine Learning · 2021 · Kulhandjian, Hovannes · archived
227. Real-time and Efficient EEG Based Driver Drowsiness Detection System with VANET for Safe Driving · 2023 · Mohammedi, Mohamed et al. · archived
228. Camera-based drowsiness reference for driver state classification under real driving conditions ↗ · 2010 · Friedrichs, Fabian et al. · indexed
229. Driver Assistance System With a Dual Control Scheme: Effectiveness of Identifying Driver Drowsiness and Preventing Lane Departure Accidents · 2016 · Saito, Yuichi et al. · archived
230. Using Facial Features to Detect Driver’s Drowsiness State ↗ · 2023 · Krity, Kaushiki et al. · indexed
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233. Real-Time Drowsiness Detection System for Driver Monitoring ↗ · 2020 · Arunasalam, M et al. · indexed
234. Development of a Physiological Measuring System for the Evaluation of Drowsiness during Driving Vehicle ↗ · 2001 · NISHIO, Yasuyuki et al. · indexed
235. Real-time assessment of daytime sleepiness in drivers with multiple sclerosis ↗ · 2020 · Devos, Hannes et al. · indexed
236. Sensitivity of driving simulation to sleep deprivation: effect of task duration ↗ · 2025 · Meyer, Morgane et al. · indexed
237. Altering temporal dynamics of sleepiness and mood during sleep deprivation: evidence from resting-state EEG microstates · 2024 · bai, duo et al. · archived
238. Fatigue Among Indonesian Commercial Vehicle Drivers: A Study Examining Changes in Subjective Responses and Ocular Indicators · 2023 · Zainy, Muhammad Lutfi Shadiq et al. · archived
239. EEG-based drowsiness estimation for safety driving using independent component analysis · 2005 · Chin-Teng Lin et al. · archived
240. Subjective awareness of sleepiness while driving in younger and older adults · 2023 · Cai, Anna W.T. et al. · archived
241. Driving fingerprinting enhances drowsy driving detection: Tailoring to individual driver characteristics ↗ · 2024 · Sun, Yifan et al. · indexed
242. An Improved Driver Drowsiness Detection using Haar Cascade Classifier ↗ · 2023 · S. Saranya, S. et al. · indexed
243. Eye Indicators and Driving Fatigue Research Based on Driving Simulator ↗ · 2014 · Li, Feihu et al. · indexed
244. A PERCLOS-Based Driver Fatigue Recognition Application for Smart Vehicle Space ↗ · 2010 · Qing, Wu et al. · indexed
245. Simulator Performance vs. Neurophysiologic Monitoring: Which is More Relevant to Assess Driving Impairment? ↗ · 2005 · Moller, Henry J et al. · indexed
246. Driver Eye State Detection using Minimum Intensity Projection - An Application to Driver Fatigue Alertness ↗ · 2015 · Punitha, A. et al. · indexed
247. Driver fatigue detection system ↗ · 2016 · Chellappa, Yogesh et al. · indexed
248. Subjective sleepiness, simulated driving performance and blink duration: examining individual differences ↗ · 2006 · Ingre, Michael et al. · indexed
249. EEG quantization and entropy of multi-step transition probabilities for driver drowsiness detection via LSTM ↗ · 2025 · Rayani, Mohammad Saleh et al. · indexed
250. AI-Driven EEG-Based Driver Drowsiness Detection: A Narrative Review of Biosignals and Wearable Devices ↗ · 2026 · Khaghani Asl Toloun, Mahsa et al. · indexed
251. Driver fatigue transition prediction in highly automated driving using physiological features ↗ · 2020 · Du, Na et al. · indexed
252. Research on drowsiness detection in UAV operators based on the random decision forest method · 2026 · Wojtowicz, Konrad et al. · archived
253. Monitoring driver drowsiness in partially automated vehicles: Added value from combining postural and physiological indicators · 2024 · Perrotte, Gaëtan et al. · archived
254. Realtime Driver Drowsiness Detection Using Machine Learning ↗ · 2022 · Al Redhaei, Aneesa et al. · indexed
255. A Review of Fatigue Driving Detection Based on Electrooculogram ↗ · 2021 · Tian, Yuanyuan et al. · indexed
256. Bringing a Vehicle to a Controlled Stop: Effectiveness of a Dual-Control Scheme for Identifying Driver Drowsiness and Preventing Lane Departures Under Partial Driving Automation Requiring Hands-on-Wheel · 2022 · Saito, Yuichi et al. · archived
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258. Real-Time System for Monitoring Driver Vigilance ↗ · 2006 · Bergasa, L.M. et al. · indexed
259. Driver fatigue discrimination method based on visual features ↗ · 2022 · Zhang, Shuwei et al. · indexed
260. Sleep‐related eye symptoms and their potential for identifying driver sleepiness ↗ · 2014 · Filtness, Ashleigh J. et al. · indexed
261. Electroencephalogram-Based Approaches for Driver Drowsiness Detection and Management: A Review ↗ · 2022 · Li, Gang et al. · indexed
262. Driver Alertness Identification And Alarming System Using Haar Cascade Algorithm · 2022 · R. Vadivel et al. · archived
263. Early Detection of Driver Drowsiness Utilizing Machine Learning based on Physiological Signals, Behavioral Measures, and Driving Performance ↗ · 2018 · Gwak, Jongseong et al. · indexed
264. Drowsiness Monitoring with EEG-Based MEMS Biosensing Technologies ↗ · 2010 · Chang, Chih-Wei et al. · indexed
265. Driver Drowsiness Classification Based on Eye Blink and Head Movement Features Using the k-NN Algorithm ↗ · 2020 · Dreisig, Mariella et al. · indexed
266. Technology to Detect Driver Sleepiness ↗ · 2019 · Penzel, Thomas et al. · indexed
267. Effectiveness of Data Screening for Driver Drowsiness Estimation Using Drive Recorder ↗ · 2021 · Oishi, Hiroyuki et al. · indexed
268. A Novel Method for Identifying the Drowsiness while Driving ↗ · 2015 · B., Hemantkumar et al. · indexed
269. Gaze-based Drowsiness Recognition for Level 3 Automated Driving: Designing Core Features and Temporal Windows ↗ · 2026 · Jang, Eun Hye et al. · indexed
270. Driver sleepiness detection with deep neural networks using electrophysiological data ↗ · 2021 · Hultman, Martin et al. · indexed
271. Driver drowsiness detection system · 2026 · Dalvi, Spandan et al. · archived
272. Developing a method to detect driver drowsiness based on a single EEG channel and discriminated features ↗ · 2024 · Hussein, Raed Mohammed et al. · indexed
273. Detection of Drowsy Driving Using Wearable Sensors ↗ · 2023 · Pereira, Duarte et al. · indexed
274. The Study of Driver Fatigue Monitor Algorithm Combined PERCLOS and AECS ↗ · 2008 · Lang, Liying et al. · indexed
275. Driver Fatigue Detection Based on Eye State Recognition ↗ · 2017 · Zhang, Fang et al. · indexed
276. 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
277. Driver Drowsiness Detection with Commercial EEG Headsets ↗ · 2023 · Rezaee, Qazal et al. · indexed
278. Mobile-Based Driver Sleepiness Detection Using Facial Landmarks and Analysis of EAR Values ↗ · 2020 · Huda, Choirul et al. · indexed
279. Utilization of a combined EEG/NIRS system to predict driver drowsiness · 2017 · Nguyen, Thien et al. · archived
280. Fatigue driving detection system based on EEG Signal ↗ · 2021 · Jingwei, Feng · indexed
281. DETECTION OF DRIVER SLEEPINESS AND WARNING THE DRIVER IN REAL-TIME USING IMAGE PROCESSING AND MACHINE LEARNING TECHNIQUES ↗ · 2017 · Umut, İlhan et al. · indexed
282. Video based detection of driver fatigue ↗ · 2009 · Vural, Esra · indexed
283. Real Time Vigilance Detection using Frontal EEG · 2021 · Ganesh, Siddarth et al. · archived
284. Fatigue driving detection based on electrooculography: a review ↗ · 2021 · Tian, Yuanyuan et al. · indexed
285. Driver Drowsiness Detection System Based on Eye State Analysis · 2024 · C, Pavilaa. · archived
286. Drowsy driver detection by EEG analysis using Fast Fourier Transform · 2015 · Ben Dkhil, Mejdi et al. · archived
287. Fusion of EEG and Eye Blink Analysis for Detection of Driver Fatigue ↗ · 2023 · Shahbakhti, Mohammad et al. · indexed
288. Tests of a New Drowsiness Characterization and Monitoring System Based on Ocular Parameters ↗ · 2016 · François, Clémentine et al. · indexed
289. Frequent lapses of responsiveness during an extended visuomotor tracking task in non‐sleep‐deprived subjects ↗ · 2006 · PEIRIS, MALIK T. R. et al. · indexed
290. Intelligent driver drowsiness detection through fusion of yawning and eye closure ↗ · 2011 · Omidyeganeh, M. et al. · indexed
291. Driver drowsiness and behavior detection in prolonged conditionally automated drives ↗ · 2016 · Schmidt, Jurgen et al. · indexed
292. Connected Embedded System for Drowsiness Detection Based on a Reconfigurable Set of Features ↗ · 2026 · Belakhdhar, Ibtissam · indexed
293. EEG Signal Multichannel Frequency-Domain Ratio Indices for Drowsiness Detection Based on Multicriteria Optimization ↗ · 2021 · Stancin, Igor et al. · indexed
294. Efficient PERCLOS and Gaze Measurement Methodologies to Estimate Driver Attention in Real Time ↗ · 2014 · Darshana, Sanka et al. · indexed
295. EEG_DMNet: A Deep Multi-Scale Convolutional Neural Network for Electroencephalography-Based Driver Drowsiness Detection ↗ · 2024 · Obaidan, Hanan Bin et al. · indexed
296. Detection of Driver Fatigue State using Deep Neural Network ↗ · 2021 · Anwar, Noreen et al. · indexed
297. Automatic drowsiness detection using electroencephalogram signal ↗ · 2020 · Dutta, A. et al. · indexed
298. Real-Time Driver Drowsiness Detection System Based on PERCLOS and Grayscale Image Processing ↗ · 2016 · Yan, Jun-Juh et al. · indexed
299. Driver fatigue detection based on head gesture and PERCLOS ↗ · 2012 · Jian-Feng Xie et al. · indexed
300. System-on-Chip Based Driver Drowsiness Detection and Warning System ↗ · 2022 · Yazici, Berkay et al. · indexed
301. Driver Drowsiness Detection Based on Eye Analysis ↗ · 2018 · Ursulescu, Oana et al. · indexed
302. Event-related activity and phase locking during a psychomotor vigilance task over the course of sleep deprivation ↗ · 2010 · HOEDLMOSER, KERSTIN et al. · indexed
303. Drowsiness measures for commercial motor vehicle operations ↗ · 2019 · Sparrow, Amy R. et al. · indexed
304. Driver drowsiness estimation by fusion of lane and eye features using a multilevel evidence theory ↗ · 2013 · Li, Xuanpeng et al. · indexed
305. Real time and non-intrusive driver fatigue monitoring · 2005 · Zhu, Zhiwei et al. · archived
306. Driver fatigue detection technology in active safety systems ↗ · 2011 · Qiong Wang et al. · indexed
307. The EEG correlates and dangerous behavioral consequences of drowsy driving after a single night of mild sleep deprivation ↗ · 2022 · Gibbings, A. et al. · indexed
308. Drowsiness Detection of Driver ↗ · 2022 · Vaishnavi Shivdas et al. · indexed
309. Exploring differences between self-report and electrophysiological indices of drowsy driving: A usability examination of a personal brain-computer interface device ↗ · 2020 · Dunbar, Jerone et al. · indexed
310. Detecting Driver Sleepiness Using Consumer Wearable Devices in Manual and Partial Automated Real-Road Driving · 2022 · Lu, Ke et al. · archived
311. The mapping relationship between PERCLOS and work fatigue: a correlation verification experiment based on radial basis function neural network ↗ · 2022 · Yao, Ziyu et al. · indexed
312. Vigilance Estimation Using a Wearable EOG Device in Real Driving Environment ↗ · 2020 · Zheng, Wei-Long et al. · indexed
313. Detecting driving drowsiness using EEG, EOG and driving quality signals ↗ · 2015 · Noori, Seyed Mohammad Reza et al. · indexed
314. Assessing the Mental States of Fallback-Ready Drivers in Automated Driving by Electrooculography ↗ · 2019 · Wu, Yanbin et al. · indexed
315. Driver Drowsiness Detection Using Matlab ↗ · 2019 · Rajahrajasingh, Hanojhan · indexed
316. Development of Driver Fatigue Detection System By Using Video Images ↗ · 2019 · SavaĢ, Burcu Kır et al. · indexed
317. Driver's drowsiness monitoring system utilizing microwave Doppler sensor ↗ · 2012 · Staszek, Kamil et al. · indexed
318. Diagnostic Value of Psychomotor Vigilance Task for Severe Sleep Inertia in Idiopathic Hypersomnia Versus Other Sleep Disorders Without Sleep Inertia ↗ · 2026 · Evangelista, Elisa et al. · indexed
319. Towards Generalizable Drowsiness Monitoring with Physiological Sensors: A Preliminary Study ↗ · 2025 · Wang, Jiyao et al. · indexed
320. Deep Learning-based EEG Detection of Mental Alertness States from Drivers under Ethical Aspects ↗ · 2021 · Rohlinger, Tihomir et al. · indexed
321. Toward practical driving fatigue detection using three frontal EEG channels: a proof-of-concept study ↗ · 2021 · Liu, Xucheng et al. · indexed
322. Can arousing feedback rectify lapses in driving? Prediction from EEG power spectra ↗ · 2013 · Lin, Chin-Teng et al. · indexed
323. Train Driver Fatigue Detection Using Eye Feature Vector and Support Vector Machine ↗ · 2022 · Li, Taiguo et al. · indexed
324. Design and Implementation of a Driver Drowsiness Detection System - A Practical Approach · 2014 · Čolić, Aleksandar et al. · archived
325. Effective Estimation of Driver Drowsiness Based on Eye Status Detection and Analysis ↗ · 2014 · Mukherjee, Kingshuk et al. · indexed
326. Driver Fatigue Detection Based on Eye Tracking ↗ · 2008 · Devi, Mandalapu Sarada et al. · indexed
327. Eye States Detection from Wearable EEG Sensing for Driver Safety ↗ · 2024 · Kale, Priyanka Hemant et al. · indexed
328. Evaluation of Correlation between Psychomotor Vigilance Task Scores and Drowsiness Estimation Levels Obtained from Facial Videos ↗ · 2023 · Umematsu, Terumi et al. · indexed
329. HUBUNGAN ANTARA RAWAN BOSAN DAN KEMUDAHAN TERTIDUR DENGAN MICROSLEEP SAAT MENGEMUDI ↗ · 2021 · Moorjani, Arjun Indru et al. · indexed
330. Driver Fatigue Detection Method Based on Eye Multi-Feature Fusion ↗ · 2018 · Liu, Qinghua et al. · indexed
331. Microneedle Array Electrode-Based Wearable EMG System for Detection of Driver Drowsiness through Steering Wheel Grip ↗ · 2021 · Satti, Afraiz Tariq et al. · indexed
332. Driver Drowsiness Detection Using Eye-Closeness Detection ↗ · 2016 · Khunpisuth, Oraan et al. · indexed
333. DESIGN OF MICROSLEEP DETECTION SYSTEM IN 32-BIT MICROCONTROLLER-BASED MOTORISTS WITH RANDOM FOREST METHOD ↗ · 2024 · Maqdis, Syiva Awaliyah et al. · indexed
334. Multivariate Multiscale Entropy: An Approach to Estimating Vigilance of Driver · 2021 · Ahammed, Kawser et al. · archived
335. An EEG-Based Fatigue Detection and Mitigation System · 2016 · Huang, Kuan-Chih et al. · archived
336. Efficient Measurement of Eye Blinking under Various Illumination Conditions for Drowsiness Detection Systems ↗ · 2006 · Park, Ilkwon et al. · indexed
337. Driver fatigue detection system based on machine vision ↗ · 2008 · Zhibin Zhang et al. · indexed
338. Driver Drowsiness Detection Using Wearable Brain Sensing Headband and Three-Level Voting Model ↗ · 2023 · Rezaee, Qazal et al. · indexed
339. Sensor Applications and Physiological Features in Drivers’ Drowsiness Detection: A Review ↗ · 2018 · Chowdhury, Anuva et al. · indexed
340. E-BTS: A low-power Event-driven Blink Tracking System with hardware-software co-optimized design for real-time driver drowsiness detection ↗ · 2025 · Choi, Jongin et al. · indexed
341. Multivariate Multiscale Entropy: An Approach to Estimating Vigilance of Driver · 2023 · Ahammed, Kawser et al. · archived
342. Enhancing Driver Safety: Real-Time Eye Detection for Drowsiness Prevention Driver Assistance Systems ↗ · 2023 · Zain, Zainah Md. et al. · indexed
343. Detecting driver drowsiness based on single electroencephalography channel ↗ · 2016 · Belakhdar, Ibtissem et al. · indexed
344. Driver Fatigue Detection System Based on DM3730 ↗ · 2015 · Cai, Ming et al. · indexed
345. Real-time driver fatigue detection based on simplified landmarks of AAM ↗ · 2010 · Hua-Zhi Dong et al. · indexed
346. Driver Fatigue Detection Based On Eye State Recognition Using Convolutional Neural Network ↗ · 2019 · Sharan, S S et al. · indexed
347. TFAC-Net: A Temporal-Frequential Attentional Convolutional Network for Driver Drowsiness Recognition With Single-Channel EEG ↗ · 2024 · Gong, Peiliang et al. · indexed
348. Lapses of attention as outcome measure of the on-the-road driving test ↗ · 2013 · Verster, Joris C et al. · indexed
349. Hardware Implementation of Driver Fatigue Detection System ↗ · 2017 · Biradar, Vijayalaxmi · indexed
350. Embedded System Performance Analysis for Implementing a Portable Drowsiness Detection System for Drivers ↗ · 2022 · Kim, Minjeong et al. · indexed
351. Modeling behavioral indicators for driver drowsiness detection: a simulator-based study ↗ · 2026 · Azaddel, Rahele et al. · indexed
352. Detection of drowsiness to ensure safety while driving ↗ · 2024 · Manoli, Sunil et al. · indexed
353. P017 Am I sleepy? – Subjective Sleepiness and Drowsy Driving: A systematic review and meta-analysis ↗ · 2021 · Cai, A et al. · indexed
354. DROWSINESS DETECTION AND MONITORING SYSTEM · 2020 · Ghole, Uzair et al. · archived
355. Driver fatigue detection through pupil detection and yawing analysis ↗ · 2010 · Weiwei Liu et al. · indexed
356. A Real-time Driving Drowsiness Detection Algorithm With Individual Differences Consideration ↗ · 2019 · You, Feng et al. · indexed
357. Hypovigilance Detection Based on Eyelids Behavior Study ↗ · 2013 · Akrout, Belhassen et al. · indexed
358. Prevention of Road Accident by Implementing the Driver Drowsiness Detection and Driver Alert System · 2026 · Raju, S. Razaul Karim et al. · archived
359. Mitigating Microsleep-Related Accidents in Commercial Transport: An IoT-Based Detection and Instant Alert System for Enhancing Driver Safety and Road Security ↗ · 2025 · Subbiah, Ahgalya et al. · indexed
360. Driver fatigue detection through multiple entropy fusion analysis in an EEG-based system ↗ · 2017 · Min, Jianliang et al. · indexed
361. Detection of a Drowsy state of the Driver on road using wearable sensors: A survey ↗ · 2018 · Mashru, Dishita et al. · indexed
362. Smart phone application for drowsiness detection during driving ↗ · 2017 · Guksa, Baris et al. · indexed
363. Recognizing slow eye movement for driver fatigue detection with machine learning approach ↗ · 2014 · Jiao, Yingying et al. · indexed
364. A Framework for Driver Drowsiness Monitoring Using a Convolutional Neural Network and the Internet of Things ↗ · 2024 · Irsan, Muhamad et al. · indexed
365. Vehicle driver drowsiness detection method using wearable EEG based on convolution neural network ↗ · 2021 · Zhu, Miankuan et al. · indexed
366. Driver's Drowsiness Monitoring and Alarming Auto-System Based on EOG Signals ↗ · 2019 · Hayawi, Ali Amer et al. · indexed
367. Driver Drowsiness Detection Based on Respiratory Signal Analysis ↗ · 2019 · Guede-Fernandez, Federico et al. · indexed
368. Driver drowsiness detection based on classification of surface electromyography features in a driving simulator ↗ · 2019 · Mahmoodi, Mohammad et al. · indexed
369. Driver Drowsiness Detection using Deep Learning ↗ · 2021 · Suresh, Yeresime et al. · indexed
370. Evaluation of Lane Departure Warnings for Drowsy Drivers · 2006 · Blommer, Mike et al. · archived
371. Monitoring driver fatigue using a single-channel electroencephalographic device: A validation study by gaze-based, driving performance, and subjective data ↗ · 2017 · Morales, José M. et al. · indexed
372. Having to stop driving at night because of dangerous sleepiness – awareness, physiology and behaviour ↗ · 2013 · Åkerstedt, TorbjÖrn et al. · indexed
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374. Smart Drowsiness Detection for Safe Driving ↗ · 2026 · Ritik, Ravi Shankar, Yogesh, Rahul Kumar et al. · indexed
375. Balanced Leave-One-Subject-Out Cross- Validation for Microsleep Classification ↗ · 2021 · Pauli, Martin Patrick et al. · indexed
376. A new system for detecting fatigue and sleepiness using brain connectivity: EEG based estimation of fatigue, vigilance and sleepiness for drivers ↗ · 2017 · Cynthia, Azzi et al. · indexed
377. 0310 Oculometrics Track Performance on the Psychomotor Vigilance Task During Acute Sleep Deprivation ↗ · 2020 · Feick, N H et al. · indexed
378. A REVIEW ON DROWSY DRIVING DETECTION DEVICE USING ARDUINO AND EYE-BLINK SENSOR ↗ · 2023 · Singh, Sonveer et al. · indexed
379. Driver drowsiness detection using the in-ear EEG ↗ · 2016 · Hwang, Taeho et al. · indexed
380. Clustering-Based Detection of Driver Drowsiness with Ear-EEG ↗ · 2026 · Mutlu, Eray et al. · indexed
381. A Context-Aware EEG Headset System for Early Detection of Driver Drowsiness ↗ · 2015 · Li, Gang et al. · indexed
382. Multivariate Multiscale Entropy: An Approach to Estimating Vigilance of Driver ↗ · 2020 · Ahammed, Kawser et al. · indexed
383. Assessing Drivers’ Fatigue State Under Real Traffic Conditions Using EEG Alpha Spindles · 2011 · Schrauf, Michael et al. · archived
384. Analysis of Head Micromovements and Body Posture for Vigilance Decrement Assessment · 2024 · Rossi, Dario et al. · archived
385. The Impact of Sleepiness on Lane Positioning in Truck Driving ↗ · 2017 · Sandberg, David et al. · indexed
386. Fatigue Driving Detection Based on Eye Features ↗ · 2025 · Yao, Shengnan et al. · indexed
387. Multi‐parameter fusion driver fatigue detection method based on facial fatigue features ↗ · 2024 · Du, Xuejing et al. · indexed
388. Driver Drowsiness Detection Using Multi-Channel Second Order Blind Identifications ↗ · 2019 · Zhang, Chao et al. · indexed
389. Short-Term EEG Patterns of Driver Drowsiness and their Relation to Crashes ↗ · 2013 · Golz, Martin et al. · indexed
390. PMMCT: A Parallel Multimodal CNN-Transformer Model to Detect Slow Eye Movement for Recognizing Driver Sleepiness ↗ · 2025 · Jiao, Yingying et al. · indexed
391. Classifying Features of Electroencephalography Signal to Detect Driver Drowsiness in the Early Drowsy Stage ↗ · 2022 · Houshmand, Sara et al. · indexed
392. Identifying changes in EEG information transfer during drowsy driving by transfer entropy · 2015 · Huang, Chih-Sheng et al. · archived
393. Using driver's head movements evolution as a drowsiness indicator ↗ · 2004 · Popieul, Jean‐Christophe et al. · indexed
394. Drowsiness Detection using EAR (Eye Aspect Ratio) by Machine Learning ↗ · 2024 · Ram, Dr. C. Sunitha et al. · indexed
395. Approach based on wavelet packet transform and 1D‐RMLBP for drowsiness detection using EEG ↗ · 2020 · Alçin, Ö.F. · indexed
396. Driver Sleepiness Detection Using Deep Learning Convolution Neural Network Classifier ↗ · 2019 · Muthukumaran, N. et al. · indexed
397. Research on Early Warning of Driver Fatigue Status Based on Image Processing ↗ · 2021 · Liu, Guoliang et al. · indexed
398. A New Algorithm Based on Cascaded Convolutional Neural Network for Driver Fatigue Detection ↗ · 2019 · You, Feng et al. · indexed
399. An EEG-based method for detecting drowsy driving state ↗ · 2010 · Li, Ming-ai et al. · indexed
400. Heavy Truck Driver's Drowsiness Detection Method Using Wearable EEG Based on Convolution Neural Network ↗ · 2020 · Zhu, Miankuan et al. · indexed
401. Developing A method to Detect Driver Drowsiness Based on A single EEG Channel and Discriminated Features ↗ · 2024 · Miften, Firas Sabar et al. · indexed
402. Hypovigilence analysis: open or closed eye or mouth? Blinking or yawning frequency? ↗ · 2006 · Benoit, A. et al. · indexed
403. Accident Detection and Driver Drowsiness Detection System ↗ · 2025 · Ashtekar, Om et al. · indexed
404. Sleep Detection System for Trucks: A Real-Time Multi-Modal Data-Driven AI Framework for Driver Fatigue Monitoring · 2025 · Verma, Paras · archived
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406. Drowsiness Detection of Driver ↗ · 2022 · Jyothi, B et al. · indexed
407. Driver Drowsiness Estimation Based on Hybrid Feature Extraction and Light weighted Dense Convolutional Network ↗ · 2022 · Sharanabasappa et al. · indexed
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412. EEG-based System Using Deep Learning and Attention Mechanism for Driver Drowsiness Detection ↗ · 2021 · Zhu, Miankuan et al. · indexed
413. 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
414. Physiological Signal Monitoring System to Analyze Driver Attentiveness ↗ · 2021 · Dolezalek, Emily et al. · indexed
415. Visual Analysis of Eye State and Head Pose for Driver Alertness Monitoring ↗ · 2013 · Oyini Mbouna, Ralph et al. · indexed
416. Driving Fatigue Detection Based on EEG Signal ↗ · 2015 · Wang, Yuan et al. · indexed
417. Predicting driver drowsiness using vehicle measures: Recent insights and future challenges ↗ · 2009 · Liu, Charles C. et al. · indexed
418. A hybrid approach for driver drowsiness detection utilizing practical data to improve performance system and applicability ↗ · 2023 · Khanehshenas, Farin et al. · indexed
419. An efficient method for driver fatigue state detection based on deep learning ↗ · 2019 · Liu, Shiwang et al. · indexed
420. Drowsy Driver Detection using MSER Feature Detection and Binarization on MATLAB ↗ · 2021 · Jamesh, Asma · indexed
421. Comparison of Multimodal Features for Detecting Driver Drowsiness using different dataset ↗ · 2021 · Priya, V. Vijay et al. · indexed
422. Microsaccades in applied environments: Real-world applications of fixational eye movement measurements ↗ · 2020 · Alexander, Robert G et al. · indexed
423. Toward Applicable EEG-Based Drowsiness Detection Systems: A Review ↗ · 2022 · Sheibani Asl, Nasrin et al. · indexed
424. The impact of sleep loss on sustained and transient attention: an EEG study · 2020 · Shenfield, Lucienne et al. · archived
425. Edge AI Using MobileNet Architecture for Driver Drowsiness Detection ↗ · 2026 · Rafie, Rafi e · indexed
426. Drowsiness discrimination in an overnight driving simulation on the basis of RR and QT intervals ↗ · 2017 · Heinze, Christian et al. · indexed
427. An Effective Driver Fatigue Monitoring System ↗ · 2010 · Zhang, Shanshan et al. · indexed
428. Improved Driver Drowsiness Monitoring System using Real-time Eye Blinking Method ↗ · 2015 · Mohammed, Aree et al. · indexed
429. Face salient points and eyes tracking for robust drowsiness detection ↗ · 2011 · Jimenez-Pinto, J. et al. · indexed
430. On-demand driver vigilance enhancement without explicit drowsiness detection—Further analysis of the pilot study results ↗ · 2017 · Van Auken, R. Michael et al. · indexed
431. A real-time system for monitoring driver fatigue ↗ · 2016 · Li, Yao-hua et al. · indexed
432. Driver drowsiness detection using EEG power spectrum analysis ↗ · 2014 · Awais, Muhammad et al. · indexed
433. Detection of driver drowsiness in driving environment using deep learning methods ↗ · 2018 · Tumen, Vedat et al. · indexed
434. Driver Drowsiness Detection System Using Yolo v11 ↗ · 2025 · Ruseno, Ndaru et al. · indexed
435. Embedded Real Time Blink Detection System for Driver Fatigue Monitoring ↗ · 2015 · Salehian, Soheil et al. · indexed
436. A compact and interpretable convolutional neural network for cross-subject driver drowsiness detection from single-channel EEG · 2022 · Cui, Jian et al. · archived
437. Comprehensive Drowsiness Level Detection Model Combining Multimodal Information ↗ · 2019 · Sunagawa, Mika et al. · indexed
438. EEG-based Assessment of Long-Term Vigilance and Lapses of Attention using a User-Centered Frequency-Tagging Approach · 2024 · Ladouce, S. et al. · archived
439. Driver Drowsiness Detection based on Monitoring of Eye Blink Rate ↗ · 2022 · Baby Shamini, P et al. · indexed
440. Monitoring Driver's Alertness Based on the Driving Performance Estimation and the EEG Power Spectrum Analysis ↗ · 2005 · Liang, S.F. et al. · indexed
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442. FEER: Non-intrusive facial expression and emotional recognition for driver's vigilance monitoring ↗ · 2015 · Shaykha, Ismail et al. · indexed
443. Altering Temporal Dynamics of Sleepiness and Mood During Sleep Deprivation: Evidence from Resting-State EEG Microstates ↗ · 2025 · Bai, Duo et al. · indexed
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445. Driver Drowsiness Detection Using Deep Learning ↗ · 2021 · Pawar, Rupali et al. · indexed
446. Microcontroller based driver alertness detection systems to detect drowsiness ↗ · 2018 · Pg Hj Zahari, Ak Muhammad Rahimi et al. · indexed
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448. HAAR CASCADE ALGORITHM FOR MICROSLEEP DETECTION ↗ · 2025 · Awang, Norkhushaini et al. · indexed
449. ACCIDENT PREVENTION BY DETECTING A EYE BLINK OF AN DRIVER ↗ · 2022 · Angadi, Karthika Kottur · indexed
450. Driver Drowsiness Detection Using Deep Learning ↗ · 2023 · Ojha, Dhiren et al. · indexed
451. A real-time fatigue driving detection system design and implementation ↗ · 2015 · Ma, Zhao-Bin et al. · indexed
452. Observer Rated Sleepiness and Real Road Driving: An Explorative Study ↗ · 2013 · Anund, Anna et al. · indexed
453. Driver Drowsiness Detection using Machine Learning ↗ · 2022 · Nirwan, Himnish · indexed
454. Driving sleepiness detection using electrooculogram analysis and grey wolf optimizer ↗ · 2022 · Jasim, Sarah Saadoon et al. · indexed
455. Analysis of Alpha and Theta Band to Detect Driver Drowsiness Using Electroencephalogram (EEG) Signals · 2021 · Sivakumar, Pradeep Kumar et al. · archived
456. Literature Review on Driver’s Drowsiness and Fatigue Detection ↗ · 2020 · Laouz, Hamed et al. · indexed
457. Adaptive Neural Embedded Systems for Real-Time Driver State Monitoring in Advanced Driver Assistance Systems · 2025 · Alagar Raja Govindasamy · archived
458. Quantitative Analysis of Eye-Tracking Data Based on Information-Theoretic Tools for Measuring Driver Drowsiness ↗ · 2024 · Zhu, Yueming et al. · indexed
459. Challenges of Driver Drowsiness Prediction: The Remaining Steps to Implementation ↗ · 2023 · Perkins, Emma et al. · indexed
460. Contributions to Driver Fatigue Detection Based on Eye-tracking ↗ · 2021 · Băiașu, Ana-Maria et al. · indexed
461. A Multi-Level Alerting Framework for Detecting Driver Drowsiness ↗ · 2026 · Pandimeena, R et al. · indexed
462. EEG-based assessment of long-term vigilance and lapses of attention using a user-centered frequency-tagging approach · 2025 · Ladouce, S et al. · archived
463. Fatigue driving detection system based on Perclos algorithm optimization ↗ · 2022 · Liang, Jiachen et al. · indexed
464. Neurophysiology of Sleep-Deprivation Part 1: Effects of Sleep-Deprivation on Event-Related Potentials (ERPs)—Systematic and Mechanistic Review ↗ · 2026 · Chmiel, James et al. · indexed
465. Current status and challenges in electroencephalography (EEG)-based driver fatigue detection: a comprehensive survey ↗ · 2025 · Hassan, Jahid et al. · indexed
466. Sensitivity and specificity of the driver sleepiness detection methods using physiological signals: A systematic review ↗ · 2021 · Watling, Christopher N. et al. · indexed
467. Detecting fatigue in car drivers and aircraft pilots by using non-invasive measures: The value of differentiation of sleepiness and mental fatigue ↗ · 2020 · Hu, Xinyun et al. · indexed
468. Driver Fatigue Detection Based on Machine Vision ↗ · 2018 · Jiang, Junye et al. · indexed
469. Monitoring drivers drowsiness using a wide angle lens ↗ · 2013 · Amine, Aouatif et al. · indexed
470. A novel real-time driving fatigue detection system based on wireless dry EEG · 2018 · Wang, Hongtao et al. · archived
471. Simulation-Based Research on the Comprehensive Indexes for Highway Hypnosis Evaluation ↗ · 2018 · Wang, Shu-yi et al. · indexed
472. Detection of Driver Drowsiness to Avoid Accidents and Prevent Alertness · 2025 · Khekale, Lalit · archived
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474. Wavelet based Analysis of EEG Signal for Detecting various Conditions of Driver ↗ · 2019 · Reddy, K. Viswavardhan et al. · indexed
475. Automatic Drowsiness Alert and Lane Change System ↗ · 2026 · N. S. Patil · indexed
476. Driver Drowsiness Detection Based on Joint Monitoring of Yawning, Blinking and Nodding ↗ · 2020 · Ghourabi, Aicha et al. · indexed
477. Predicting lapses of attention with sleep-like slow waves ↗ · 2021 · Andrillon, Thomas et al. · indexed
478. Multiplex Limited Penetrable Horizontal Visibility Graph from EEG Signals for Driver Fatigue Detection · 2019 · Cai, Qing et al. · archived
479. EEG Brain Connectivity Analysis to Detect Driver Drowsiness Using Coherence ↗ · 2017 · Awais, Muhammad et al. · indexed
480. A simulator based study to evaluate driver drowsiness using electroencephalogram ↗ · 2014 · Awais, Muhammad et al. · indexed
481. The arousal paradox in critical task performance in automated driving during sleep inertia using a quasi experimental approach · 2025 · Tomzig, Markus et al. · archived
482. Drowsiness Transitions Detection Using a Wearable Device ↗ · 2023 · Antunes, Ana Rita et al. · indexed
483. A Multimodal Fusion Fatigue Driving Detection Method Based on Heart Rate and PERCLOS ↗ · 2022 · Du, Guanglong et al. · indexed
484. Cross-Subject Zero Calibration Driver’s Drowsiness Detection: Exploring Spatiotemporal Image Encoding of EEG Signals for Convolutional Neural Network Classification · 2021 · Paulo, Joao Ruivo et al. · archived
485. A Portable Fuzzy Driver Drowsiness Estimation System ↗ · 2020 · Celecia, Alimed et al. · indexed
486. Wireless-based portable EEG-EOG monitoring for real time drowsiness detection ↗ · 2013 · Arnin, J. et al. · indexed
487. Multimodal Driver Drowsiness Detection Using Facial Expressions and Ear-EEGs With a Lightweight Auto-Denoising Network ↗ · 2025 · Mai, Ngoc-Dau et al. · indexed
488. A Vision-Based System for Monitoring the Loss of Attention in Automotive Drivers · 2013 · Dasgupta, Anirban et al. · archived
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491. 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
492. A CNN-Based Wearable System for Driver Drowsiness Detection ↗ · 2023 · Li, Yongkai et al. · indexed
493. Deep Learning for Single-Channel EEG-Based Driver Drowsiness: Comparative Study ↗ · 2022 · Latreche, Imene et al. · indexed
494. Eye blink detection using CNN to detect drowsiness level in drivers for road safety ↗ · 2021 · Vishesh, Pothuraju et al. · indexed
495. EEG Microstates reveal distinct network dynamics in lucid and non-lucid REM sleep ↗ · 2025 · Wang, Xinlin et al. · indexed
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497. EEG Signal Analysis for Early Detection of Critical Road Events and Emergency Response in Autonomous Driving ↗ · 2023 · Zhang, Xiaofei et al. · indexed
498. How microsaccades relate to lateralized ERP components of spatial attention: A co-registration study ↗ · 2017 · Meyberg, Susann et al. · indexed
499. PulseDetect: Automated Detection, Classification, and Labeling of Brain Stimulation Pulses in Intracranial EEG Recordings ↗ · 2026 · Brennan, Tristan · indexed
500. How can I run sleep and anesthesia studies with intracranial EEG? ↗ · 2022 · Lendner, Janna et al. · indexed
501. Microsaccades strongly modulate but do not cause the N2pc EEG marker of spatial attention ↗ · 2024 · Liu, Baiwei et al. · indexed
502. Transient events during photic driving in single-trial EEG within the second harmonics ↗ · 2024 · Oppermann, Hannes et al. · indexed
503. Efficient Detection of Mind Wandering During Reading Aloud Using Blinks, Pitch Frequency, and Reading Rate ↗ · 2025 · Rabinovitch, Amir et al. · indexed
504. Single-trial EEG analysis reveals burst structure during photic driving ↗ · 2024 · Oppermann, Hannes et al. · indexed
505. Mask-Type Sensor for Pulse Wave and Respiration Measurements and Eye Blink Detection ↗ · 2021 · Nguyen, Thanh-Vinh et al. · indexed
506. Silent Progression of Adult-Onset SSPE: From Ocular Onset to Evolving EEG ↗ · 2026 · Cakar, Merve Melodi et al. · indexed
507. Automated high-content image-based characterization of microorganism behavioral diversity and distribution ↗ · 2023 · Lupatelli, Carlotta Aurora et al. · indexed
508. Optical probing of flip chip packaged microprocessors ↗ · 1998 · Paniccia, Mario et al. · indexed
509. Optofluidic Cytometry on a Chip ↗ · 2012 · Hashemi, Nastaran · indexed
510. An IGBT driver protection method applied to NPC three-level topology ↗ · 2022 · Kailong, Chen et al. · indexed
511. Microglial HVCN1 Deficiency Improves Movement and Survival of SOD1G93A ALS Mice by Enhancing Microglial Migration and Neuroprotection ↗ · 2026 · Wang, Fan et al. · indexed
512. Discovery of the Antiglitch in PSR J1835-1106 ↗ · 2025 · Wang, Mingyang et al. · indexed
513. The Clinical Significance of MicroRNAs in Colorectal Cancer Signaling Pathways: A Review ↗ · 2023 · Michas, Athanasios et al. · indexed
514. miR-200a-3p Attenuates Coronary Microembolization-Induced Myocardial Injury in Rats by Inhibiting TXNIP/NLRP3-Mediated Cardiomyocyte Pyroptosis ↗ · 2021 · Chen, Zhi-Qing et al. · indexed