Literature DB >> 31075816

A Case Study of Facial Emotion Classification Using Affdex.

Martin Magdin1, Ľubomír Benko2, Štefan Koprda3.   

Abstract

This paper focuses on the analysis of reactions captured by the face analysis system. The experiment was conducted on a sample of 50 university students. Each student was shown 100 random images and the student´s reaction to every image was recorded. The recorded reactions were subsequently compared to the reaction of the image that was expected. The results of the experiment have shown several imperfections of the face analysis system. The system has difficulties classifying expressions and cannot detect and identify inner emotions that a person may experience when shown the image. Face analysis systems can only detect emotions that are expressed externally on a face by physiological changes in certain parts of the face.

Entities:  

Keywords:  emotions; face analysis system; facial expression analysis; valence

Mesh:

Year:  2019        PMID: 31075816      PMCID: PMC6539883          DOI: 10.3390/s19092140

Source DB:  PubMed          Journal:  Sensors (Basel)        ISSN: 1424-8220            Impact factor:   3.576


  26 in total

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Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2004-09-29       Impact factor: 6.237

Review 2.  Compassion: an evolutionary analysis and empirical review.

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5.  Eigenfaces for recognition.

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6.  Positive emotions broaden the scope of attention and thought-action repertoires.

Authors:  Barbara L Fredrickson; Christine Branigan
Journal:  Cogn Emot       Date:  2005-05-01

7.  A new three-dimensional model for emotions and monoamine neurotransmitters.

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Journal:  Med Hypotheses       Date:  2011-12-06       Impact factor: 1.538

8.  Holistic person processing: faces with bodies tell the whole story.

Authors:  Hillel Aviezer; Yaacov Trope; Alexander Todorov
Journal:  J Pers Soc Psychol       Date:  2012-02-20

9.  Linking Students' Emotions and Academic Achievement: When and Why Emotions Matter.

Authors:  Carlos Valiente; Jodi Swanson; Nancy Eisenberg
Journal:  Child Dev Perspect       Date:  2012-06

10.  The Nencki Affective Picture System (NAPS): introduction to a novel, standardized, wide-range, high-quality, realistic picture database.

Authors:  Artur Marchewka; Łukasz Zurawski; Katarzyna Jednoróg; Anna Grabowska
Journal:  Behav Res Methods       Date:  2014-06
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  1 in total

1.  Identifying and describing subtypes of spontaneous empathic facial expression production in autistic adults.

Authors:  Jennifer Quinde-Zlibut; Anabil Munshi; Gautam Biswas; Carissa J Cascio
Journal:  J Neurodev Disord       Date:  2022-08-01       Impact factor: 4.074

  1 in total

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