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Effects of exposure to facial expression variation in face learning and recognition
Facial expression is a major source of image variation in face images. Linking numerous expressions to the same face can be a huge challenge for face learning and recognition. It remains largely unknown what level of exposure to this image variation is critical for expression-invariant face recognit...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4624836/ https://www.ncbi.nlm.nih.gov/pubmed/25398479 http://dx.doi.org/10.1007/s00426-014-0627-8 |
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author | Liu, Chang Hong Chen, Wenfeng Ward, James |
author_facet | Liu, Chang Hong Chen, Wenfeng Ward, James |
author_sort | Liu, Chang Hong |
collection | PubMed |
description | Facial expression is a major source of image variation in face images. Linking numerous expressions to the same face can be a huge challenge for face learning and recognition. It remains largely unknown what level of exposure to this image variation is critical for expression-invariant face recognition. We examined this issue in a recognition memory task, where the number of facial expressions of each face being exposed during a training session was manipulated. Faces were either trained with multiple expressions or a single expression, and they were later tested in either the same or different expressions. We found that recognition performance after learning three emotional expressions had no improvement over learning a single emotional expression (Experiments 1 and 2). However, learning three emotional expressions improved recognition compared to learning a single neutral expression (Experiment 3). These findings reveal both the limitation and the benefit of multiple exposures to variations of emotional expression in achieving expression-invariant face recognition. The transfer of expression training to a new type of expression is likely to depend on a relatively extensive level of training and a certain degree of variation across the types of expressions. |
format | Online Article Text |
id | pubmed-4624836 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-46248362015-11-03 Effects of exposure to facial expression variation in face learning and recognition Liu, Chang Hong Chen, Wenfeng Ward, James Psychol Res Original Article Facial expression is a major source of image variation in face images. Linking numerous expressions to the same face can be a huge challenge for face learning and recognition. It remains largely unknown what level of exposure to this image variation is critical for expression-invariant face recognition. We examined this issue in a recognition memory task, where the number of facial expressions of each face being exposed during a training session was manipulated. Faces were either trained with multiple expressions or a single expression, and they were later tested in either the same or different expressions. We found that recognition performance after learning three emotional expressions had no improvement over learning a single emotional expression (Experiments 1 and 2). However, learning three emotional expressions improved recognition compared to learning a single neutral expression (Experiment 3). These findings reveal both the limitation and the benefit of multiple exposures to variations of emotional expression in achieving expression-invariant face recognition. The transfer of expression training to a new type of expression is likely to depend on a relatively extensive level of training and a certain degree of variation across the types of expressions. Springer Berlin Heidelberg 2014-11-15 2015 /pmc/articles/PMC4624836/ /pubmed/25398479 http://dx.doi.org/10.1007/s00426-014-0627-8 Text en © The Author(s) 2014 https://creativecommons.org/licenses/by/4.0/ Open AccessThis article is distributed under the terms of the Creative Commons Attribution License which permits any use, distribution, and reproduction in any medium, provided the original author(s) and the source are credited. |
spellingShingle | Original Article Liu, Chang Hong Chen, Wenfeng Ward, James Effects of exposure to facial expression variation in face learning and recognition |
title | Effects of exposure to facial expression variation in face learning and recognition |
title_full | Effects of exposure to facial expression variation in face learning and recognition |
title_fullStr | Effects of exposure to facial expression variation in face learning and recognition |
title_full_unstemmed | Effects of exposure to facial expression variation in face learning and recognition |
title_short | Effects of exposure to facial expression variation in face learning and recognition |
title_sort | effects of exposure to facial expression variation in face learning and recognition |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4624836/ https://www.ncbi.nlm.nih.gov/pubmed/25398479 http://dx.doi.org/10.1007/s00426-014-0627-8 |
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