16.7.2.8.1 Driver Emotions, Driver Monitoring

Chapter Contents (Back)
Emotion. Driver Monitoring. Driver Emotion.
See also Driver Fatigue.
See also Driver Distraction Analysis, Driver Attention, Driver Inattention.

Katsis, C.D., Katertsidis, N., Ganiatsas, G., Fotiadis, D.I.,
Toward Emotion Recognition in Car-Racing Drivers: A Biosignal Processing Approach,
SMC-A(38), No. 3, May 2008, pp. 502-512.
IEEE DOI 0804
Driver Monitoring. BibRef

Yüce, A., Gao, H., Cuendet, G.L., Thiran, J.P.,
Action Units and Their Cross-Correlations for Prediction of Cognitive Load during Driving,
AffCom(8), No. 2, April 2017, pp. 161-175.
IEEE DOI 1706
Accidents, Databases, Feature extraction, Gold, Monitoring, Vehicles, Visualization, Affect sensing and analysis, affective computing applications, driver cognitive distraction, emotional corpora, facial expression, vehicle, operation BibRef

Lee, B.G., Chong, T.W., Lee, B.L., Park, H.J., Kim, Y.N., Kim, B.,
Wearable Mobile-Based Emotional Response-Monitoring System for Drivers,
HMS(47), No. 5, October 2017, pp. 636-649.
IEEE DOI 1709
Accidents, Electromyography, Fatigue, Monitoring, Sensors, Stress, Vehicles, Healthcare, mobile application, negative emotion, roadway accident, stress, wearable, system BibRef

Wang, X.Y.[Xiao-Yuan], Guo, Y.Q.[Yong-Qing], Ban, J.[Jeff], Xu, Q.[Qing], Bai, C.L.[Cheng-Lin], Liu, S.L.[Shan-Liang],
Driver emotion recognition of multiple-ECG feature fusion based on BP network and D-S evidence,
IET-ITS(14), No. 8, August 2020, pp. 815-824.
DOI Link 2007
BibRef

Mou, L.[Luntian], Zhao, Y.Y.[Yi-Yuan], Zhou, C.[Chao], Nakisa, B.[Bahareh], Rastgoo, M.N.[Mohammad Naim], Ma, L.[Lei], Huang, T.J.[Tie-Jun], Yin, B.C.[Bao-Cai], Jain, R.[Ramesh], Gao, W.[Wen],
Driver Emotion Recognition With a Hybrid Attentional Multimodal Fusion Framework,
AffCom(14), No. 4, October 2023, pp. 2970-2981.
IEEE DOI 2312
BibRef

Yang, L.[Lie], Yang, H.H.[Hao-Han], Hu, B.B.[Bin-Bin], Wang, Y.[Yan], Lv, C.[Chen],
A Robust Driver Emotion Recognition Method Based on High-Purity Feature Separation,
ITS(24), No. 12, December 2023, pp. 15092-15104.
IEEE DOI 2312
BibRef

Xiang, G.L.[Guo-Liang], Yao, S.[Song], Wu, X.H.[Xian-Hui], Deng, H.[Hanwen], Wang, G.J.[Guo-Jie], Liu, Y.[Yu], Li, F.[Fan], Peng, Y.[Yong],
Driver Multi-Task Emotion Recognition Network Based on Multi-Modal Facial Video Analysis,
PR(161), 2025, pp. 111241.
Elsevier DOI 2502
Video analysis, Multi-modal information fusion, Multi-task learning, Driver emotion, Remote physiological signal extraction BibRef

Ahamed, A.[Ahad], Yang, X.H.[Xiao-Hui], Xu, T.[Tao], Guo, Q.[Qingbei],
Convolutional Dual-Attention-Network (CDAN): A multiple light intensities based driver emotion recognition method,
JVCIR(112), 2025, pp. 104558.
Elsevier DOI 2511
CDAN, Attention mechanism, Driver emotion recognition, Light-intensity variations, Deep learning, Road safety BibRef

Zepf, S.[Sebastian], Hernandez, J.[Javier], Schmitt, A.[Alexander], Minker, W.[Wolfgang], Picard, R.W.[Rosalind W.],
Driver Emotion Recognition for Intelligent Vehicles: A Survey,
Surveys(53), No. 3, June 2020, pp. xx-yy.
DOI Link 2007
Survey, Driver Monitoring. machine learning, emotion measurement, literature survey, Affective computing, road safety, intelligent user sensing BibRef

Requardt, A.F.[Alicia F.], Ihme, K.[Klas], Wilbrink, M.[Marc], Wendemuth, A.[Andreas],
Towards affect-aware vehicles for increasing safety and comfort: recognising driver emotions from audio recordings in a realistic driving study,
IET-ITS(14), No. 10, October 2020, pp. 1265-1277.
DOI Link 2009
BibRef

Xia, K., Gu, X., Chen, B.,
Cross-Dataset Transfer Driver Expression Recognition via Global Discriminative and Local Structure Knowledge Exploitation in Shared Projection Subspace,
ITS(22), No. 3, March 2021, pp. 1765-1776.
IEEE DOI 2103
Face recognition, Vehicles, Image recognition, Accidents, Target recognition, Training, Emotion recognition, kernel trick BibRef

Du, G.L.[Guang-Long], Wang, Z.Y.[Zhi-Yao], Gao, B.[Boyu], Mumtaz, S.[Shahid], Abualnaja, K.M.[Khamael M.], Du, C.F.[Cui-Feng],
A Convolution Bidirectional Long Short-Term Memory Neural Network for Driver Emotion Recognition,
ITS(22), No. 7, July 2021, pp. 4570-4578.
IEEE DOI 2107
Heart rate, Emotion recognition, Feature extraction, Real-time systems, Facial features, Brightness, Face, CBLNN BibRef

Chen, Z.S.[Zhong-Shan], Feng, X.N.[Xin-Ning], Zhang, S.W.[Sheng-Wei],
Emotion detection and face recognition of drivers in autonomous vehicles in IoT platform,
IVC(128), 2022, pp. 104569.
Elsevier DOI 2212
IoT, Machine learning, FR, ED BibRef

Lee, S.[Sooeon], Lee, S.[Seungheyon], Kim, H.[Hyunbum],
Differential Security Barriers for Virtual Emotion Detection in Maritime Transportation Stations With Cooperative Mobile Robots and UAVs,
ITS(24), No. 2, February 2023, pp. 2461-2471.
IEEE DOI 2302
Security, Mobile robots, Transportation, Surveillance, Emotion recognition, Communication system security, UAVs BibRef

Li, W.B.[Wen-Bo], Cui, Y.D.[Yao-Dong], Ma, Y.[Yintao], Chen, X.X.[Xing-Xin], Li, G.F.[Guo-Fa], Zeng, G.Z.[Guan-Zhong], Guo, G.[Gang], Cao, D.P.[Dong-Pu],
A Spontaneous Driver Emotion Facial Expression (DEFE) Dataset for Intelligent Vehicles: Emotions Triggered by Video-Audio Clips in Driving Scenarios,
AffCom(14), No. 1, January 2023, pp. 747-760.
IEEE DOI 2303
Solid modeling, Emotion recognition, Safety, Task analysis, Intelligent vehicles, Vehicle dynamics, Physiology, Driving safety, intelligent vehicles BibRef

Alsaid, A.[Areen], Lee, J.D.[John D.], Noejovich, S.I.[Sofia I.], Chehade, A.[Abdallah],
The Effect of Vehicle Automation Styles on Drivers' Emotional State,
ITS(24), No. 4, April 2023, pp. 3963-3973.
IEEE DOI 2304
Automation, Vehicles, Monitoring, Modeling, Emotion recognition, Behavioral sciences, Affective computing, Video analysis, multilevel Bayesian modeling BibRef

Jain, D.K.[Deepak Kumar], Dutta, A.K.[Ashit Kumar], Verdú, E.[Elena], Alsubai, S.[Shtwai], Sait, A.R.W.[Abdul Rahaman Wahab],
An automated hyperparameter tuned deep learning model enabled facial emotion recognition for autonomous vehicle drivers,
IVC(133), 2023, pp. 104659.
Elsevier DOI 2305
Autonomous driving systems, Emotion recognition, Deep learning, Facial expressions, Object detection, Metaheuristics BibRef

Karas, V.[Vincent], Schuller, D.M.[Dagmar M.], Schuller, B.W.[Björn W.],
Audiovisual Affect Recognition for Autonomous Vehicles: Applications and Future Agendas,
ITS(25), No. 6, June 2024, pp. 4918-4932.
IEEE DOI 2406
Vehicles, Automobiles, Monitoring, Cameras, Autonomous vehicles, Intelligent sensors, Autonomous vehicles, interior sensing, emotion recognition BibRef

Kim, S.H.[Seo-Hee], Jung, E.[Eunseo], Shin, H.[Hyojin], Yang, I.B.[In-Beom], Woo, J.Y.[Ji-Young],
Boosting Weak Learners With Multi-Agent Reinforcement Learning for Enhanced Stacking Models: An Application on Driver Emotion Classification,
ITS(25), No. 12, December 2024, pp. 20478-20492.
IEEE DOI 2412
Brain modeling, Vehicles, Biological system modeling, Reinforcement learning, Stacking, Electroencephalography, driver emotion detection BibRef

Zhu, H.[Hai], Jia, L.[Linxing], Wang, J.[Jian], Xue, X.[Xingsi],
Distributed Driver Emotion Prediction for Intelligent 6G Internet of Vehicles,
ITS(26), No. 10, October 2025, pp. 17981-17992.
IEEE DOI 2511
Vehicles, 6G mobile communication, Safety, Manifolds, Internet of Vehicles, Accuracy, Emotion recognition, Transforms, machine learning BibRef

Hsu, W.Y.[Wei-Yen], Chiang, T.H.[Ting-Hsuan],
Cross-Attribute Feature-Perceptive Driver Emotion Recognition in Real Scenarios,
ITS(26), No. 10, October 2025, pp. 16104-16115.
IEEE DOI 2511
Feature extraction, Vehicles, Emotion recognition, Face recognition, Lighting, Monitoring, Computational modeling, real scenarios BibRef


Wu, J.H.[Jie-Hui], Chen, J.S.[Jian-Sheng], Luo, Q.F.[Qi-Feng], Liu, S.Q.[Si-Qi], Xue, Y.Z.[You-Ze], Ma, H.M.[Hui-Min],
Upper-body Hierarchical Graph for Skeleton Based Emotion Recognition in Assistive Driving,
ECCV24(XXVI: 1-17).
Springer DOI 2412
BibRef

Dong, Z.[Zhekang], Hu, C.H.[Chen-Hao], Zhou, S.Q.[Shi-Qi], Zhu, L.Y.[Li-Yan], Wang, J.[Junfan], Chen, Y.[Yi], Lv, X.D.[Xu-Dong], Ji, X.Y.[Xiao-Yue],
DECNet: A Non-Contacting Dual-Modality Emotion Classification Network for Driver Health Monitoring,
CVPM24(371-379)
IEEE DOI Code:
WWW Link. 2410
Smart cities, Pressing, Feature extraction, Multitasking, Road safety, Safety BibRef

Saadi, I.[Ibtissam], Cunningham, D.W.[Douglas W.], Abdelmalik, T.A.[Taleb-Ahmed], Hadid, A.[Abdenour], El Hillali, Y.[Yassin],
Driver's Facial Expression Recognition Using Global Context Vision Transformer,
ICCVMI23(1-8)
IEEE DOI 2403
Emotion recognition, Head, Face recognition, Lighting, Transformers, Feature extraction, Data augmentation, global context vision transformer BibRef

Kandeel, A.A.[Amany A.], Abbas, H.M.[Hazem M.], Hassanein, H.S.[Hossam S.],
Explainable Model Selection of a Convolutional Neural Network for Driver's Facial Emotion Identification,
MPRSS20(699-713).
Springer DOI 2103
BibRef

Ortoncelli, A.R.[André Roberto], Silva, L.[Luciano], Bellon, O.R.P.[Olga Regina Perreira], de Oliveira, T.M.[Tiago Mota], Daga, J.[Juliana],
Summarizing Driving Behavior to Support Driver Stress Analysis,
FG20(587-591)
IEEE DOI 2102
Stress, Vehicles, Tools, Cameras, Global Positioning System, Faces, Heart rate, Video summarization, Driver Behaviour, Driver Emotion BibRef

Theagarajan, R., Bhanu, B., Cruz, A., Le, B., Tambo, A.,
Novel representation for driver emotion recognition in motor vehicle videos,
ICIP17(810-814)
IEEE DOI 1803
Correlation, Emotion recognition, Face, Gabor filters, Spatiotemporal phenomena, Vehicle dynamics, Videos, feature extraction BibRef

Wang, J.J.[Jin-Jun], Gong, Y.H.[Yi-Hong],
Recognition of multiple drivers' emotional state,
ICPR08(1-4).
IEEE DOI 0812
BibRef

Chapter on Motion -- Feature-Based, Long Range, Motion and Structure Estimates, Tracking, Surveillance, Activities continues in
Driver Monitoring, Mobile Phone Usage .


Last update:Nov 10, 2025 at 14:27:42