Papers Mental Stress Detection
“Mental Stress Detection” 태그가 달린 논문 9편 · 필터 해제
Swin Transformer with Enhanced Dropout and Layer-wise Unfreezing for Facial Expression Recognition in Mental Health Detection
This study presents an improved Facial Expression Recognition (FER) model using Swin transformers for enhanced performance in detecting mental health through facial emotion analysis. In addition, some techniques involvin…
Emotion RecognitionFacial Emotion RecognitionFacial Expression RecognitionFacial Expression Recognition (FER)+3Mental Stress Detection and Performance Enhancement Using FNIRS and Wrist Vibrator Biofeedback
Any person in his/her daily life activities experiences different kinds and various amounts of mental stress which has a destructive effect on their performance. Therefore, it is crucial to come up with a systematic way …
ManagementMental Stress DetectionOnline Mental Stress Detection Using Frontal-channel EEG Recordings in a Classroom Scenario
Objective: To investigate the effects of different approaches to EEG preprocessing, channel montage selection, and model architecture on the performance of an online-capable stress detection algorithm in a classroom scen…
Binary ClassificationEEGMental Stress DetectionMental Stress Detection: Development and Evaluation of a Wearable In-Ear Plethysmography
Mental stress is a prevalent condition that can have negative impacts on one's health. Early detection and treatment are crucial for preventing related illnesses and maintaining overall wellness. This study presents a ne…
MathMental Stress DetectionReal-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices
Stress is considered to be the epidemic of the 21st-century. Yet, mobile apps cannot directly evaluate the impact of their content and services on user stress. We introduce the Beam AI SDK to address this issue. Using ou…
Heart rate estimationHeart Rate VariabilityMental Stress DetectionPhotoplethysmography (PPG)+2Membership-Mappings for Practical Secure Distributed Deep Learning
This study leverages the data representation capability of fuzzy based membership-mappings for practical secure distributed deep learning using fully homomorphic encryption. The impracticality issue of secure machine (de…
Deep LearningMental Stress DetectionHuman Stress Assessment: A Comprehensive Review of Methods Using Wearable Sensors and Non-wearable Techniques
This paper presents a comprehensive review of methods covering significant subjective and objective human stress detection techniques available in the literature. The methods for measuring human stress responses could in…
Heart Rate VariabilityMental Stress DetectionPupil DilationInstant Automated Inference of Perceived Mental Stress through Smartphone PPG and Thermal Imaging
Background: A smartphone is a promising tool for daily cardiovascular measurement and mental stress monitoring. A smartphone camera-based PhotoPlethysmoGraphy (PPG) and a low-cost thermal camera can be used to create che…
ClusteringMental Stress DetectionPhotoplethysmography (PPG)Physiological ComputingDeepBreath: Deep Learning of Breathing Patterns for Automatic Stress Recognition using Low-Cost Thermal Imaging in Unconstrained Settings
We propose DeepBreath, a deep learning model which automatically recognises people's psychological stress level (mental overload) from their breathing patterns. Using a low cost thermal camera, we track a person's breath…
Data AugmentationMental Stress DetectionPhysiological Computing