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The Transfer of Object Learning after Training with Multiple Exemplars
Object recognition improves with training. This training effect only partially generalizes to untrained images of the trained objects (new exemplars, orientation,…). The aim of this study is to investigate whether and to what extent the learning transfer improves when participants are trained with m...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5030234/ https://www.ncbi.nlm.nih.gov/pubmed/27708596 http://dx.doi.org/10.3389/fpsyg.2016.01386 |
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author | Baeck, Annelies Maes, Karen Meel, Chayenne Van Op de Beeck, Hans P. |
author_facet | Baeck, Annelies Maes, Karen Meel, Chayenne Van Op de Beeck, Hans P. |
author_sort | Baeck, Annelies |
collection | PubMed |
description | Object recognition improves with training. This training effect only partially generalizes to untrained images of the trained objects (new exemplars, orientation,…). The aim of this study is to investigate whether and to what extent the learning transfer improves when participants are trained with more exemplars of an object. Participants were trained to recognize two sets of stimuli using a backward masking paradigm. During training with the first set, only one exemplar of each object was presented. The second set was trained using four exemplars of each object. After 3 days of training, participants were tested on all the trained exemplars and a completely new exemplar of the same objects. In addition, recognition performance was compared to a set of completely new objects. For the objects of which four exemplars were used during training, participants showed more generalization toward new exemplars compared to when they were only trained with one exemplar. Part of the generalization effect extended to completely new objects. In conclusion, more variation during training leads to more generalization toward new visual stimuli. |
format | Online Article Text |
id | pubmed-5030234 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-50302342016-10-05 The Transfer of Object Learning after Training with Multiple Exemplars Baeck, Annelies Maes, Karen Meel, Chayenne Van Op de Beeck, Hans P. Front Psychol Psychology Object recognition improves with training. This training effect only partially generalizes to untrained images of the trained objects (new exemplars, orientation,…). The aim of this study is to investigate whether and to what extent the learning transfer improves when participants are trained with more exemplars of an object. Participants were trained to recognize two sets of stimuli using a backward masking paradigm. During training with the first set, only one exemplar of each object was presented. The second set was trained using four exemplars of each object. After 3 days of training, participants were tested on all the trained exemplars and a completely new exemplar of the same objects. In addition, recognition performance was compared to a set of completely new objects. For the objects of which four exemplars were used during training, participants showed more generalization toward new exemplars compared to when they were only trained with one exemplar. Part of the generalization effect extended to completely new objects. In conclusion, more variation during training leads to more generalization toward new visual stimuli. Frontiers Media S.A. 2016-09-21 /pmc/articles/PMC5030234/ /pubmed/27708596 http://dx.doi.org/10.3389/fpsyg.2016.01386 Text en Copyright © 2016 Baeck, Chayenne, Meel and Op de Beeck. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Baeck, Annelies Maes, Karen Meel, Chayenne Van Op de Beeck, Hans P. The Transfer of Object Learning after Training with Multiple Exemplars |
title | The Transfer of Object Learning after Training with Multiple Exemplars |
title_full | The Transfer of Object Learning after Training with Multiple Exemplars |
title_fullStr | The Transfer of Object Learning after Training with Multiple Exemplars |
title_full_unstemmed | The Transfer of Object Learning after Training with Multiple Exemplars |
title_short | The Transfer of Object Learning after Training with Multiple Exemplars |
title_sort | transfer of object learning after training with multiple exemplars |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5030234/ https://www.ncbi.nlm.nih.gov/pubmed/27708596 http://dx.doi.org/10.3389/fpsyg.2016.01386 |
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