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The Dynamic Features of Lip Corners in Genuine and Posed Smiles

Overview of attention for article published in Frontiers in Psychology, February 2018
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  • In the top 25% of all research outputs scored by Altmetric
  • High Attention Score compared to outputs of the same age (87th percentile)
  • High Attention Score compared to outputs of the same age and source (83rd percentile)

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2 news outlets
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3 X users

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Title
The Dynamic Features of Lip Corners in Genuine and Posed Smiles
Published in
Frontiers in Psychology, February 2018
DOI 10.3389/fpsyg.2018.00202
Pubmed ID
Authors

Hui Guo, Xiao-Hui Zhang, Jun Liang, Wen-Jing Yan

Abstract

The smile is a frequently expressed facial expression that typically conveys a positive emotional state and friendly intent. However, human beings have also learned how to fake smiles, typically by controlling the mouth to provide a genuine-looking expression. This is often accompanied by inaccuracies that can allow others to determine that the smile is false. Mouth movement is one of the most striking features of the smile, yet our understanding of its dynamic elements is still limited. The present study analyzes the dynamic features of lip corners, and considers how they differ between genuine and posed smiles. Employing computer vision techniques, we investigated elements such as the duration, intensity, speed, symmetry of the lip corners, and certain irregularities in genuine and posed smiles obtained from the UvA-NEMO Smile Database. After utilizing the facial analysis tool OpenFace, we further propose a new approach to segmenting the onset, apex, and offset phases of smiles, as well as a means of measuring irregularities and symmetry in facial expressions. We extracted these features according to 2D and 3D coordinates, and conducted an analysis. The results reveal that genuine smiles have higher values for onset, offset, apex, and total durations, as well as offset displacement, and a variable we termed Irregularity-b (the SD of the apex phase) than do posed smiles. Conversely, values tended to be lower for onset and offset Speeds, and Irregularity-a (the rate of peaks), Symmetry-a (the correlation between left and right facial movements), and Symmetry-d (differences in onset frame numbers between the left and right faces). The findings from the present study have been compared to those of previous research, and certain speculations are made.

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Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 29 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 29 100%

Demographic breakdown

Readers by professional status Count As %
Student > Bachelor 6 21%
Student > Master 5 17%
Researcher 2 7%
Student > Postgraduate 2 7%
Professor > Associate Professor 2 7%
Other 3 10%
Unknown 9 31%
Readers by discipline Count As %
Psychology 9 31%
Medicine and Dentistry 4 14%
Neuroscience 2 7%
Agricultural and Biological Sciences 1 3%
Computer Science 1 3%
Other 0 0%
Unknown 12 41%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 18. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 12 January 2021.
All research outputs
#1,749,766
of 23,020,670 outputs
Outputs from Frontiers in Psychology
#3,468
of 30,281 outputs
Outputs of similar age
#40,685
of 331,227 outputs
Outputs of similar age from Frontiers in Psychology
#92
of 572 outputs
Altmetric has tracked 23,020,670 research outputs across all sources so far. Compared to these this one has done particularly well and is in the 92nd percentile: it's in the top 10% of all research outputs ever tracked by Altmetric.
So far Altmetric has tracked 30,281 research outputs from this source. They typically receive a lot more attention than average, with a mean Attention Score of 12.5. This one has done well, scoring higher than 88% of its peers.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 331,227 tracked outputs that were published within six weeks on either side of this one in any source. This one has done well, scoring higher than 87% of its contemporaries.
We're also able to compare this research output to 572 others from the same source and published within six weeks on either side of this one. This one has done well, scoring higher than 83% of its contemporaries.