Data-driven analysis of facial thermal responses to an emotional movie reveals consistent stimulus-locked physiological changes
Sonkusare, S.; Breakspear, M.; Pang, T.; Thai Nguyen, V.; Frydman, S.; Guo, C.; Aburn, M. J.
Show abstract
Facial infra-red imaging (IRI) is a contact-free technique complimenting the traditional psychophysiological measures to characterize physiological profile. However, its full potential in affective research is arguably unmet due to the analytical challenges it poses. Here we acquired facial IRI data, facial expressions and traditional physiological recordings (heart rate and skin conductance) from healthy human subjects whilst they viewed a 20-minute-long unedited emotional movie. We present a novel application of motion correction and the results of spatial independent component analysis of the thermal data. Three distinct spatial components are recovered associated with the nose, the cheeks and a respiratory component. We first benchmark this methodology against a traditional region-of-interest based technique. We then show significant correlation of all the physiological responses across subjects, including the thermal signals, suggesting common dynamic shifts in emotional state induced by the movie. Finally, we show that thermal responses were significantly anti-correlated with the positive emotional content of the movie thus an index of emotionally-driven physiological response. In sum, this study introduces an innovative approach to analyse facial IRI data and highlights the potential of thermal imaging to robustly capture emotion-related changes in ecological contexts.
Matching journals
The top 8 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Naturalistic viewing conditions can increase task engagement and aesthetic preference but have only minimal impact on EEG quality 95%
- Evidence for dimensional representations and anticipatory dynamics in facial expression perception 94%
- Enhanced Mirror Neuron Network Activity and Effective Connectivity during Live Interaction Among Female Subjects 94%
Similar papers in this journal
- Human discrimination and categorization of emotions in voices: a functional Near-Infrared Spectroscopy (fNIRS) study 94%
- Functional Connectivity Evoked by Orofacial Tactile Perception of Velocity 93%
- Decoding continuous variables from event-related potential (ERP) data with linear support vector regression (SVR) using the Decision Decoding Toolbox (DDTBOX) 93%
Similar papers in this journal
Similar papers in this journal
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.