mlsanityData to 7 Oct 2026

Video-based sympathetic arousal assessment via peripheral blood flow estimation

arXiv 2311.06930 ↗First posted 12 Nov 2023cs.CVcited by 6

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Abstract (arXiv)

Electrodermal activity (EDA) is considered a standard marker of sympathetic activity. However, traditional EDA measurement requires electrodes in steady contact with the skin. Can sympathetic arousal be measured using only an optical sensor, such as an RGB camera? This paper presents a novel approach to infer sympathetic arousal by measuring the peripheral blood flow on the face or hand optically. We contribute a self-recorded dataset of 21 participants, comprising synchronized videos of participants' faces and palms and gold-standard EDA and photoplethysmography (PPG) signals. Our results show that we can measure peripheral sympathetic responses that closely correlate with the ground truth EDA. We obtain median correlations of 0.57 to 0.63 between our inferred signals and the ground truth EDA using only videos of the participants' palms or foreheads or PPG signals from the foreheads or fingers. We also show that sympathetic arousal is best inferred from the forehead, finger, or palm.

Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 4 of its 51 references that are in the map. First posted on arXiv 12 Nov 2023.

Builds on

4 of 51 references.

References · 4

  1. 2020Multi-Task Temporal Shift Attention Networks for On-Device Contactless Vitals Measurementcited by 133
  2. 2021PhysFormer: Facial Video-based Physiological Measurement with Temporal Difference Transformercited by 118
  3. 2019Remote Heart Rate Measurement from Highly Compressed Facial Videos: an End-to-end Deep Learning Solution with Video Enhancementcited by 86
  4. 2021Overcoming Difficulty in Obtaining Dark-skinned Subjects for Remote-PPG by Synthetic Augmentationcited by 6

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 2; 2025: 2; 2026: 2.

6 papers.