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From photos to sketches - how humans and deep neural networks process objects across different levels of visual abstraction

Line drawings convey meaning with just a few strokes. Despite strong simplifications, humans can recognize objects depicted in such abstracted images without effort. To what degree do deep convolutional neural networks (CNNs) mirror this human ability to generalize to abstracted object images? While...

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Detalles Bibliográficos
Autores principales: Singer, Johannes J. D., Seeliger, Katja, Kietzmann, Tim C., Hebart, Martin N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Association for Research in Vision and Ophthalmology 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8822363/
https://www.ncbi.nlm.nih.gov/pubmed/35129578
http://dx.doi.org/10.1167/jov.22.2.4