Shape Complexity Estimation Using VAE
Rothgänger M, Melnik A, Ritter H (2024)
In: INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 3, INTELLISYS 2023. Lecture Notes in Networks and Systems, 824. Cham: Springer International Publishing Ag: 35-45.
Konferenzbeitrag
| Veröffentlicht | Englisch
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Einrichtung
Abstract / Bemerkung
In this paper, we compare methods for estimating the complexity of two-dimensional shapes and introduce a method that exploits reconstruction loss of Variational Autoencoders with different sizes of latent vectors. Although complexity of a shape is not a well defined attribute, different aspects of it can be estimated. We demonstrate that our method captures some aspects of shape complexity. Code and training details will be publicly available.
Stichworte
Shape complexity;
Variational autoencoders;
Computer vision
Erscheinungsjahr
2024
Titel des Konferenzbandes
INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 3, INTELLISYS 2023
Serien- oder Zeitschriftentitel
Lecture Notes in Networks and Systems
Band
824
Seite(n)
35-45
Konferenz
Intelligent Systems Conference (IntelliSys)
Konferenzort
Amsterdam, NETHERLANDS
Konferenzdatum
2023-09-07 – 2023-09-08
ISBN
978-3-031-47714-0,
978-3-031-47715-7
ISSN
2367-3370
eISSN
2367-3389
Page URI
https://pub.uni-bielefeld.de/record/2992216
Zitieren
Rothgänger M, Melnik A, Ritter H. Shape Complexity Estimation Using VAE. In: INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 3, INTELLISYS 2023. Lecture Notes in Networks and Systems. Vol 824. Cham: Springer International Publishing Ag; 2024: 35-45.
Rothgänger, M., Melnik, A., & Ritter, H. (2024). Shape Complexity Estimation Using VAE. INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 3, INTELLISYS 2023, Lecture Notes in Networks and Systems, 824, 35-45. Cham: Springer International Publishing Ag. https://doi.org/10.1007/978-3-031-47715-7_3
Rothgänger, Markus, Melnik, Andrew, and Ritter, Helge. 2024. “Shape Complexity Estimation Using VAE”. In INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 3, INTELLISYS 2023, 824:35-45. Lecture Notes in Networks and Systems. Cham: Springer International Publishing Ag.
Rothgänger, M., Melnik, A., and Ritter, H. (2024). “Shape Complexity Estimation Using VAE” in INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 3, INTELLISYS 2023 Lecture Notes in Networks and Systems, vol. 824, (Cham: Springer International Publishing Ag), 35-45.
Rothgänger, M., Melnik, A., & Ritter, H., 2024. Shape Complexity Estimation Using VAE. In INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 3, INTELLISYS 2023. Lecture Notes in Networks and Systems. no.824 Cham: Springer International Publishing Ag, pp. 35-45.
M. Rothgänger, A. Melnik, and H. Ritter, “Shape Complexity Estimation Using VAE”, INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 3, INTELLISYS 2023, Lecture Notes in Networks and Systems, vol. 824, Cham: Springer International Publishing Ag, 2024, pp.35-45.
Rothgänger, M., Melnik, A., Ritter, H.: Shape Complexity Estimation Using VAE. INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 3, INTELLISYS 2023. Lecture Notes in Networks and Systems. 824, p. 35-45. Springer International Publishing Ag, Cham (2024).
Rothgänger, Markus, Melnik, Andrew, and Ritter, Helge. “Shape Complexity Estimation Using VAE”. INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 3, INTELLISYS 2023. Cham: Springer International Publishing Ag, 2024.Vol. 824. Lecture Notes in Networks and Systems. 35-45.
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