Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2023 Oct;55(7):3831-3844.
doi: 10.3758/s13428-022-01992-4. Epub 2022 Oct 17.

Pain E-motion Faces Database (PEMF): Pain-related micro-clips for emotion research

Affiliations

Pain E-motion Faces Database (PEMF): Pain-related micro-clips for emotion research

Roberto Fernandes-Magalhaes et al. Behav Res Methods. 2023 Oct.

Abstract

A large number of publications have focused on the study of pain expressions. Despite the growing knowledge, the availability of pain-related face databases is still very scarce compared with other emotional facial expressions. The Pain E-Motion Faces Database (PEMF) is a new open-access database currently consisting of 272 micro-clips of 68 different identities. Each model displays one neutral expression and three pain-related facial expressions: posed, spontaneous-algometer and spontaneous-CO2 laser. Normative ratings of pain intensity, valence and arousal were provided by students of three different European universities. Six independent coders carried out a coding process on the facial stimuli based on the Facial Action Coding System (FACS), in which ratings of intensity of pain, valence and arousal were computed for each type of facial expression. Gender and age effects of models across each type of micro-clip were also analysed. Additionally, participants' ability to discriminate the veracity of pain-related facial expressions (i.e., spontaneous vs posed) was explored. Finally, a series of ANOVAs were carried out to test the presence of other basic emotions and common facial action unit (AU) patterns. The main results revealed that posed facial expressions received higher ratings of pain intensity, more negative valence and higher arousal compared with spontaneous pain-related and neutral faces. No differential effects of model gender were found. Participants were unable to accurately discriminate whether a given pain-related face represented spontaneous or posed pain. PEMF thus constitutes a large open-source and reliable set of dynamic pain expressions useful for designing experimental studies focused on pain processes.

Keywords: Database; Emotional expressions; Pain-related faces.

PubMed Disclaimer

Conflict of interest statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Figures

Fig. 1
Fig. 1
Diagram illustrating the workflow for the clip creation and validation method
Fig. 2
Fig. 2
Examples of frames involved in pain-related faces. Figure reflects 10 of the 20 frames belonging to micro-clips
Fig. 3
Fig. 3
Examples of AUs in pain-related faces for each category: a algometer; b CO2 laser; c posed; d neutral
Fig. 4
Fig. 4
Scatterplot representing average (a) pain intensity × arousal, (b) pain intensity × valence and (c) valence × arousal, provided in each picture by the experimental samples

References

    1. Ambadar Z, Schooler JW, Cohn JF. Deciphering the enigmatic face: The importance of facial dynamics in interpreting subtle facial expressions. Psychological Science. 2005;16(5):403–410. doi: 10.1111/j.0956-7976.2005.01548.x. - DOI - PubMed
    1. Ashraf, A., Yang, A., & Taati, B. (2019). Pain expression recognition using occluded faces. 2019 14th IEEE international conference on Automatic Face & Gesture Recognition (FG 2019), 1–5. 10.1109/FG.2019.8756594
    1. Bartlett MS, Littlewort GC, Frank MG, Lee K. Automatic decoding of facial movements reveals deceptive pain expressions. Current Biology. 2014;24(7):738–743. doi: 10.1016/j.cub.2014.02.009. - DOI - PMC - PubMed
    1. Benuzzi F, Lui F, Duzzi D, Nichelli PF, Porro CA. Does it look painful or disgusting? Ask your parietal and cingulate cortex. Journal of Neuroscience. 2008;28(4):923–931. doi: 10.1523/JNEUROSCI.4012-07.2008. - DOI - PMC - PubMed
    1. Bomfim AJDL, Ribeiro RADS, Chagas MHN. Recognition of dynamic and static facial expressions of emotion among older adults with major depression. Trends in Psychiatry and Psychotherapy. 2019;41(2):159–166. doi: 10.1590/2237-6089-2018-0054. - DOI - PubMed

Publication types