Labeling:Article Title: An Overview of Stress Analysis Based on Physiological Signals: Systematic Review of Open Datasets and Current Trends.
Article Snippet: .. Ref. Year Dataset Name Signal Modalities Sensors/Equipment Stimulus Affective Condition Questionnaires No. Par.F/M, Age [181] 2023 StressID ECG, EDA, Resp,facial video, audio BioSignalsPlux, Logitech QuickCam Pro 9000 Guided breathing, emotional videos, SCWT, MAT, public speaking Stress, relaxation, neutral, arousal, valence Self-assessment perceived stress (0–10) and relaxation, SAM (valence, arousal), two discrete labels 65, 18/47, 29 [182] 2023 EMAP EEG, ECG, ResVP BrainVision actiCHamp EEG amplifier-active Ag/AgCl 64-electrodeS, PowerLab 16/35 amplifier Video Clips (rated on valence/arousal) Positive, negative, discrete emotions Valence, arousal, linking, engagement, discrete emotions: anger, sadness, happiness, disgust, fear 145, 93/48, 22 [183] 2024 BESST ECG, EDA, ST, ACC, facial video, audio Empatica E4, Faros 180, Zoom H4n recorder, Panasonic HC-VX9805 camcorder Reading span task, hand immersion task Labeling based on paradigm context and relaxation PSS-14, STAI-Y1, NASA-TLX 90, 21/69, 19–26 [184] 2024 WorkStress3D EDA, BVP,ST, ACC Empatica E4, smartphone’s camera and microphone Naturally occurring workplace stress (experience sampling) Stress, mood, emotion PANAS, general stress test, instant mood surveys 20, 35%/65, 38 [185] 2024 DSRP EEG, HR Neuroscan EEG cap, Huawei wrist HR monitor, PICO VR headset Virtual reality scenarios (nature and animals) Valence, arousal, dominance SAM (arousal, valence, dominance), WHOQOL-BREF 15, N//A [186] 2024 EEVR EDA, PPG Biopac MP36 (SS57LA and SS4LA modules), Meta Quest Pro VR headset 360◦ VR videos (eight from Russell’s circumplex quadrants) Valence, arousal, dominance, PANAS emotions SAM, PANAS, BFI-10, GHQ-12, qualitative self-reports 37, 16/21, 23 [187] 2024 EmoPairCompete HR, EDA, BVP,ST, ACC Empatica E4 wristband Competitive tangram teamwork task (puzzle-solving in pairs) Frustration, 10 PANAS emotions I-PANAS-SF, visual analog scales (0–10) 28, N/A, 20–42 [188] 2024 MGEED EEG, ECG, andOMG signals Emotiv EPOC EEG 14 ch. .. Garmin HRM soft strap, Emteq smart glasses, Kinect Emotional video clips Positive, negative,discrete emotions SAM (valence, arousal), Choice of happy, surprise, neutral, disgust, anxiety, sad, and fear 17, N/A, 18–40
Sampling:Article Title: An Overview of Stress Analysis Based on Physiological Signals: Systematic Review of Open Datasets and Current Trends.
Article Snippet: .. Ref. Year Dataset Name Signal Modalities Sensors/Equipment Stimulus Affective Condition Questionnaires No. Par.F/M, Age [181] 2023 StressID ECG, EDA, Resp,facial video, audio BioSignalsPlux, Logitech QuickCam Pro 9000 Guided breathing, emotional videos, SCWT, MAT, public speaking Stress, relaxation, neutral, arousal, valence Self-assessment perceived stress (0–10) and relaxation, SAM (valence, arousal), two discrete labels 65, 18/47, 29 [182] 2023 EMAP EEG, ECG, ResVP BrainVision actiCHamp EEG amplifier-active Ag/AgCl 64-electrodeS, PowerLab 16/35 amplifier Video Clips (rated on valence/arousal) Positive, negative, discrete emotions Valence, arousal, linking, engagement, discrete emotions: anger, sadness, happiness, disgust, fear 145, 93/48, 22 [183] 2024 BESST ECG, EDA, ST, ACC, facial video, audio Empatica E4, Faros 180, Zoom H4n recorder, Panasonic HC-VX9805 camcorder Reading span task, hand immersion task Labeling based on paradigm context and relaxation PSS-14, STAI-Y1, NASA-TLX 90, 21/69, 19–26 [184] 2024 WorkStress3D EDA, BVP,ST, ACC Empatica E4, smartphone’s camera and microphone Naturally occurring workplace stress (experience sampling) Stress, mood, emotion PANAS, general stress test, instant mood surveys 20, 35%/65, 38 [185] 2024 DSRP EEG, HR Neuroscan EEG cap, Huawei wrist HR monitor, PICO VR headset Virtual reality scenarios (nature and animals) Valence, arousal, dominance SAM (arousal, valence, dominance), WHOQOL-BREF 15, N//A [186] 2024 EEVR EDA, PPG Biopac MP36 (SS57LA and SS4LA modules), Meta Quest Pro VR headset 360◦ VR videos (eight from Russell’s circumplex quadrants) Valence, arousal, dominance, PANAS emotions SAM, PANAS, BFI-10, GHQ-12, qualitative self-reports 37, 16/21, 23 [187] 2024 EmoPairCompete HR, EDA, BVP,ST, ACC Empatica E4 wristband Competitive tangram teamwork task (puzzle-solving in pairs) Frustration, 10 PANAS emotions I-PANAS-SF, visual analog scales (0–10) 28, N/A, 20–42 [188] 2024 MGEED EEG, ECG, andOMG signals Emotiv EPOC EEG 14 ch. .. Garmin HRM soft strap, Emteq smart glasses, Kinect Emotional video clips Positive, negative,discrete emotions SAM (valence, arousal), Choice of happy, surprise, neutral, disgust, anxiety, sad, and fear 17, N/A, 18–40
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