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Visual Indeterminacy in GAN Art

Bibliographic Data

ID3211697
AuthorsAaron Hertzmann (0000-0001-9667-0292, Adobe Research 601 Townsend St San Francisco, CA 94103 U.S.A., corresponding author)
Year2020
Volume53
Issue4
Pages424-428
Publication date2020-07-01
Peer ReviewedYes
Open AccessNo
TypeARTICLE
VenueLeonardo (JOURNAL)
Journal identifiersISSN: 0024-094X • E-ISSN: 1530-9282
PublisherMIT Press - Journals (PUBLISHER)
DOI10.1162/leon_a_01930
OpenAlexW4231584362
LanguageEN
Citations received6
References cited2

This paper explores visual indeterminacy as a description for artwork created with Generative Adversarial Networks (GANs). Visual indeterminacy describes images that appear to depict real scenes, but on closer examination, defy coherent spatial interpretation. GAN models seem to be predisposed to producing indeterminate images, and indeterminacy is a key feature of much modern representational art, as well as most GAN art. The author hypothesizes that indeterminacy is a consequence of a powerful-but-imperfect image synthesis model that must combine general classes of objects, scenes and textures

Computer vision · Epistemology · Feature (linguistics) · Generative grammar · Imperfect · Indeterminacy (philosophy) · Interpretation (philosophy) · Linguistics · Aesthetic Perception and Analysis · Artificial Intelligence · Computer Science · Generative Adversarial Networks and Image Synthesis · Image and Signal Denoising Methods · Philosophy

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Unique citing works6
Citations per year2
Citation span2023 - 2024 (2)
Citation velocityrecent
Highly citedNo
Citation typesNeutral: 5

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