Global Coordination Based on Matrix Neural Gas for Dynamic Texture Synthesis
Arnonkijpanich B, Hammer B (2010)
In: Artificial Neural Networks in Pattern Recognition. 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings. Schwenker F, El Gayar N (Eds); Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg: 84-95.
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Autor*in
Arnonkijpanich, Banchar;
Hammer, BarbaraUniBi 
Herausgeber*in
Schwenker, Friedhelm;
El Gayar, Neamat
Abstract / Bemerkung
Matrix neural gas has been proposed as a mathematically well-founded extension of neural gas networks to represent data in terms of prototypes and local principal components in a smooth way. The additional information provided by local principal directions can directly be combined with charting techniques such that a nonlinear embedding of a data manifold into low dimensions results for which an explicit function as well as an approximate inverse exists. In this paper, we show that these ingredients can be used to embed dynamic textures in low dimensional spaces such that, together with a traversing technique in the low dimensional representation, efficient dynamic texture synthesis can be obtained.
Erscheinungsjahr
2010
Buchtitel
Artificial Neural Networks in Pattern Recognition. 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings
Serientitel
Lecture Notes in Computer Science
Seite(n)
84-95
ISBN
978-3-642-12158-6
eISBN
978-3-642-12159-3
ISSN
0302-9743
eISSN
1611-3349
Page URI
https://pub.uni-bielefeld.de/record/2982115
Zitieren
Arnonkijpanich B, Hammer B. Global Coordination Based on Matrix Neural Gas for Dynamic Texture Synthesis. In: Schwenker F, El Gayar N, eds. Artificial Neural Networks in Pattern Recognition. 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg; 2010: 84-95.
Arnonkijpanich, B., & Hammer, B. (2010). Global Coordination Based on Matrix Neural Gas for Dynamic Texture Synthesis. In F. Schwenker & N. El Gayar (Eds.), Lecture Notes in Computer Science. Artificial Neural Networks in Pattern Recognition. 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings (pp. 84-95). Berlin, Heidelberg: Springer Berlin Heidelberg. https://doi.org/10.1007/978-3-642-12159-3_8
Arnonkijpanich, Banchar, and Hammer, Barbara. 2010. “Global Coordination Based on Matrix Neural Gas for Dynamic Texture Synthesis”. In Artificial Neural Networks in Pattern Recognition. 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings, ed. Friedhelm Schwenker and Neamat El Gayar, 84-95. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg.
Arnonkijpanich, B., and Hammer, B. (2010). “Global Coordination Based on Matrix Neural Gas for Dynamic Texture Synthesis” in Artificial Neural Networks in Pattern Recognition. 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings, Schwenker, F., and El Gayar, N. eds. Lecture Notes in Computer Science (Berlin, Heidelberg: Springer Berlin Heidelberg), 84-95.
Arnonkijpanich, B., & Hammer, B., 2010. Global Coordination Based on Matrix Neural Gas for Dynamic Texture Synthesis. In F. Schwenker & N. El Gayar, eds. Artificial Neural Networks in Pattern Recognition. 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg, pp. 84-95.
B. Arnonkijpanich and B. Hammer, “Global Coordination Based on Matrix Neural Gas for Dynamic Texture Synthesis”, Artificial Neural Networks in Pattern Recognition. 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings, F. Schwenker and N. El Gayar, eds., Lecture Notes in Computer Science, Berlin, Heidelberg: Springer Berlin Heidelberg, 2010, pp.84-95.
Arnonkijpanich, B., Hammer, B.: Global Coordination Based on Matrix Neural Gas for Dynamic Texture Synthesis. In: Schwenker, F. and El Gayar, N. (eds.) Artificial Neural Networks in Pattern Recognition. 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings. Lecture Notes in Computer Science. p. 84-95. Springer Berlin Heidelberg, Berlin, Heidelberg (2010).
Arnonkijpanich, Banchar, and Hammer, Barbara. “Global Coordination Based on Matrix Neural Gas for Dynamic Texture Synthesis”. Artificial Neural Networks in Pattern Recognition. 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings. Ed. Friedhelm Schwenker and Neamat El Gayar. Berlin, Heidelberg: Springer Berlin Heidelberg, 2010. Lecture Notes in Computer Science. 84-95.
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