Neural Networks Meet Neural Activity: Utilizing EEG for Mental Workload Estimation
Fuente:
arXiv
Saved in:
| Main Authors: | Siddhad, Gourav, Roy, Partha Pratim, Kim, Byung-Gyu |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Modified TSception for Analyzing Driver Drowsiness and Mental Workload from EEG
by: Siddhad, Gourav, et al.
Published: (2025)
by: Siddhad, Gourav, et al.
Published: (2025)
Enhancing EEG Signal-Based Emotion Recognition with Synthetic Data: Diffusion Model Approach
by: Siddhad, Gourav, et al.
Published: (2024)
by: Siddhad, Gourav, et al.
Published: (2024)
DrowzEE-G-Mamba: Leveraging EEG and State Space Models for Driver Drowsiness Detection
by: Siddhad, Gourav, et al.
Published: (2024)
by: Siddhad, Gourav, et al.
Published: (2024)
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data
by: Siddhad, Gourav, et al.
Published: (2025)
by: Siddhad, Gourav, et al.
Published: (2025)
Awake at the Wheel: Enhancing Automotive Safety through EEG-Based Fatigue Detection
by: Siddhad, Gourav, et al.
Published: (2024)
by: Siddhad, Gourav, et al.
Published: (2024)
Position and Rotation Invariant Sign Language Recognition from 3D Kinect Data with Recurrent Neural Networks
by: Roy, Prasun, et al.
Published: (2020)
by: Roy, Prasun, et al.
Published: (2020)
Discrepancies in Mental Workload Estimation: Self-Reported versus EEG-Based Measures in Data Visualization Evaluation
by: Yim, Soobin, et al.
Published: (2025)
by: Yim, Soobin, et al.
Published: (2025)
Feature Reweighting for EEG-based Motor Imagery Classification
by: Lotey, Taveena, et al.
Published: (2023)
by: Lotey, Taveena, et al.
Published: (2023)
Uncovering Patterns of Brain Activity from EEG Data Consistently Associated with Cybersickness Using Neural Network Interpretability Maps
by: Yau, Jacqueline, et al.
Published: (2025)
by: Yau, Jacqueline, et al.
Published: (2025)
Mental Models of Meeting Goals: Supporting Intentionality in Meeting Technologies
by: Scott, Ava Elizabeth, et al.
Published: (2024)
by: Scott, Ava Elizabeth, et al.
Published: (2024)
Influence of Video Dynamics on EEG-based Single-Trial Video Target Surveillance System
by: Kwak, Heon-Gyu, et al.
Published: (2023)
by: Kwak, Heon-Gyu, et al.
Published: (2023)
Decoding Fatigue Levels of Pilots Using EEG Signals with Hybrid Deep Neural Networks
by: Lee, Dae-Hyeok, et al.
Published: (2024)
by: Lee, Dae-Hyeok, et al.
Published: (2024)
Optimum signal duration for Human Activity Recognition based on Deep Convolutional Neural Networks
by: Nazari, Farhad, et al.
Published: (2024)
by: Nazari, Farhad, et al.
Published: (2024)
Cognitive Load-based Affective Workload Allocation for Multi-human Multi-robot Teams
by: Jo, Wonse, et al.
Published: (2023)
by: Jo, Wonse, et al.
Published: (2023)
Decoding Workload and Agreement From EEG During Spoken Dialogue With Conversational AI
by: Zidar, Lucija Mihić, et al.
Published: (2026)
by: Zidar, Lucija Mihić, et al.
Published: (2026)
Efficient Transformer-Integrated Deep Neural Architectures for Robust EEG Decoding of Complex Visual Imagery
by: Kwon, Byoung-Hee
Published: (2025)
by: Kwon, Byoung-Hee
Published: (2025)
Mental Well-being Opportunities in Interacting and Reflecting with Personal Data Sculptures of EEG
by: Ortoleva, Maria Teresa, et al.
Published: (2024)
by: Ortoleva, Maria Teresa, et al.
Published: (2024)
A Multi-Label EEG Dataset for Mental Attention State Classification in Online Learning
by: Liu, Huan, et al.
Published: (2024)
by: Liu, Huan, et al.
Published: (2024)
Towards Bi-Hemispheric Emotion Mapping through EEG: A Dual-Stream Neural Network Approach
by: Freire-Obregón, David, et al.
Published: (2024)
by: Freire-Obregón, David, et al.
Published: (2024)
Mental Effort Estimation in Motion Exploration and Concept Generation Design Tasks using Inter-Band Relative Power Difference of EEG
by: Ramana, G. Kalyan, et al.
Published: (2025)
by: Ramana, G. Kalyan, et al.
Published: (2025)
Exploring Large-Scale Language Models to Evaluate EEG-Based Multimodal Data for Mental Health
by: Hu, Yongquan, et al.
Published: (2024)
by: Hu, Yongquan, et al.
Published: (2024)
A Survey of Machine Learning for Estimating Workload: Considering Unknown Tasks
by: Smith, Josh Bhagat, et al.
Published: (2024)
by: Smith, Josh Bhagat, et al.
Published: (2024)
How is the Pilot Doing: VTOL Pilot Workload Estimation by Multimodal Machine Learning on Psycho-physiological Signals
by: Park, Jong Hoon, et al.
Published: (2024)
by: Park, Jong Hoon, et al.
Published: (2024)
Predicting Workload in Virtual Flight Simulations using EEG Features (Including Post-hoc Analysis in Appendix)
by: Verkennis, Bas, et al.
Published: (2024)
by: Verkennis, Bas, et al.
Published: (2024)
MIND-EEG: Multi-granularity Integration Network with Discrete Codebook for EEG-based Emotion Recognition
by: Zhang, Yuzhe, et al.
Published: (2025)
by: Zhang, Yuzhe, et al.
Published: (2025)
Manipulating Drivers' Mental Workload: Neuroergonomic Evaluation of the Speed Regulation N-Back Task Using NASA-TLX and Auditory P3a
by: Figalová, Nikol, et al.
Published: (2024)
by: Figalová, Nikol, et al.
Published: (2024)
Explainable AI-Driven Neural Activity Analysis in Parkinsonian Rats under Electrical Stimulation
by: Kim, Jibum, et al.
Published: (2025)
by: Kim, Jibum, et al.
Published: (2025)
Understanding Mental States in Active and Autonomous Driving with EEG
by: Angkan, Prithila, et al.
Published: (2025)
by: Angkan, Prithila, et al.
Published: (2025)
EEG-based Cognitive Load Estimation of Acoustic Parameters for Data Sonification
by: Sharma, Gulshan, et al.
Published: (2024)
by: Sharma, Gulshan, et al.
Published: (2024)
Mind Meets Robots: A Review of EEG-Based Brain-Robot Interaction Systems
by: Zhang, Yuchong, et al.
Published: (2024)
by: Zhang, Yuchong, et al.
Published: (2024)
Enhancing Cross-Dataset EEG Emotion Recognition: A Novel Approach with Emotional EEG Style Transfer Network
by: Zhou, Yijin, et al.
Published: (2024)
by: Zhou, Yijin, et al.
Published: (2024)
Driving Through the Network: Performance and Workload Under Latency and Video Impairment
by: Trautmannsheimer, Ines, et al.
Published: (2026)
by: Trautmannsheimer, Ines, et al.
Published: (2026)
Towards Difficulty-Aware Analysis of Deep Neural Networks
by: Meng, Linhao, et al.
Published: (2025)
by: Meng, Linhao, et al.
Published: (2025)
End-to-End Intracortical Speech Decoding from Neural Activity
by: Khanday, Owais Mujtaba, et al.
Published: (2026)
by: Khanday, Owais Mujtaba, et al.
Published: (2026)
ViEEG: Hierarchical Visual Neural Representation for EEG Brain Decoding
by: Liu, Minxu, et al.
Published: (2025)
by: Liu, Minxu, et al.
Published: (2025)
Can a Machine Feel Vibrations?: A Framework for Vibrotactile Sensation and Emotion Prediction via a Neural Network
by: Lim, Chungman, et al.
Published: (2025)
by: Lim, Chungman, et al.
Published: (2025)
Visual Neural Decoding via Improved Visual-EEG Semantic Consistency
by: Chen, Hongzhou, et al.
Published: (2024)
by: Chen, Hongzhou, et al.
Published: (2024)
Empathetic Conversational Agents: Utilizing Neural and Physiological Signals for Enhanced Empathetic Interactions
by: Saffaryazdi, Nastaran, et al.
Published: (2025)
by: Saffaryazdi, Nastaran, et al.
Published: (2025)
Spatial-Temporal Mamba Network for EEG-based Motor Imagery Classification
by: Yang, Xiaoxiao, et al.
Published: (2024)
by: Yang, Xiaoxiao, et al.
Published: (2024)
Shaping the Future of VR Hand Interactions: Lessons Learned from Modern Methods
by: Kim, ByungMin, et al.
Published: (2025)
by: Kim, ByungMin, et al.
Published: (2025)
Similar Items
-
Modified TSception for Analyzing Driver Drowsiness and Mental Workload from EEG
by: Siddhad, Gourav, et al.
Published: (2025) -
Enhancing EEG Signal-Based Emotion Recognition with Synthetic Data: Diffusion Model Approach
by: Siddhad, Gourav, et al.
Published: (2024) -
DrowzEE-G-Mamba: Leveraging EEG and State Space Models for Driver Drowsiness Detection
by: Siddhad, Gourav, et al.
Published: (2024) -
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data
by: Siddhad, Gourav, et al.
Published: (2025) -
Awake at the Wheel: Enhancing Automotive Safety through EEG-Based Fatigue Detection
by: Siddhad, Gourav, et al.
Published: (2024)