Exploring the Exactitudes Portrait Series with Restricted Boltzmann Machines
Inhaltsverzeichnis
Referenz
Sam D. Verkoelen, Maarten H. Lamers, Peter van der Putten: Exploring the Exactitudes Portrait Series with Restricted Boltzmann Machines. In: EvoMUSART 2017, 321-337.
DOI
https://doi.org/10.1007/978-3-319-55750-2_22
Abstract
In this paper we explore the use of deep neural networks to analyze semi-structured series of artworks. We train stacked Restricted Boltzmann Machines on the Exactitudes collection of photo series, and use this to understand the relationship between works and series, uncover underlying features and dimensions, and generate new images. The projection of the series on the two major decorrelated features (PCA on top of Boltzmann features) results in a visualization that clearly reflects the semi structured nature of the photos series, although the original features provide better classification results when assigning photographs to series. This work provides a useful case example of understanding structure that is uncovered by deep neural networks, as well as a tool to analyze the underlying structure of a collection of visual artworks, as a very first step towards a robot curator.
Extended Abstract
Bibtex
@incollection{
year={2017},
isbn={978-3-319-55750-2},
booktitle={Evolutionary and Biologically Inspired Music, Sound, Art and Design},
volume={10198},
series={Lecture Notes in Computer Science},
editor={Correia, João and Ciesielski, Vic and Liapis, Antonios},
doi={10.1007/978-3-319-55750-2_22},
title={Exploring the Exactitudes Portrait Series with Restricted Boltzmann Machines},
url={https://link.springer.com/chapter/10.1007/978-3-319-55750-2_22 http://de.evo-art.org/index.php?title=Exploring_the_Exactitudes_Portrait_Series_with_Restricted_Boltzmann_Machines},
publisher={Springer International Publishing},
keywords={},
author={Verkoelen, Sam D. and Lamers, Maarten H. and van der Putten, Peter},
pages={321-337},
language={English}
}
Used References
1. Candy, F.J.: The fabric of society: an investigation of the emotional and sensory experience of wearing denim clothing. Sociol. Res. Online 10(1) (2005) https://scholar.google.com/scholar?q=Candy%2C%20F.J.%3A%20The%20fabric%20of%20society%3A%20an%20investigation%20of%20the%20emotional%20and%20sensory%20experience%20of%20wearing%20denim%20clothing.%20Sociol.%20Res.%20Online%2010%281%29%20%282005%29
2. Casimir, G.: Interaction of societal development and communication technology. Int. J. Home Econ. 4(1), 3–13 (2011) http://scholar.google.com/scholar_lookup?title=Interaction%20of%20societal%20development%20and%20communication%20technology&author=G.%20Casimir&journal=Int.%20J.%20Home%20Econ.&volume=4&issue=1&pages=3-13&publication_year=2011
3. DeMers, D., Cottrell, G.: Non-linear dimensionality reduction. Adv. Neural Inf. Process. Syst. 5, 580–587 (1993) http://scholar.google.com/scholar_lookup?title=Non-linear%20dimensionality%20reduction&author=D.%20DeMers&author=G.%20Cottrell&journal=Adv.%20Neural%20Inf.%20Process.%20Syst.&volume=5&pages=580-587&publication_year=1993
4. Doherty, P.C.: The Beginner’s Guide to Winning the Nobel Prize: Advice for Young Scientists. Columbia University Press, New York (2008) http://scholar.google.com/scholar_lookup?title=The%20Beginner%E2%80%99s%20Guide%20to%20Winning%20the%20Nobel%20Prize%3A%20Advice%20for%20Young%20Scientists&author=PC.%20Doherty&publication_year=2008
5. Gardien, P., Djajadiningrat, T., Hummels, C., Brombacher, A.: Changing your hammer: the implications of paradigmatic innovation for design practice. Int. J. Des. 8(2), 119–139 (2014) http://scholar.google.com/scholar_lookup?title=Changing%20your%20hammer%3A%20the%20implications%20of%20paradigmatic%20innovation%20for%20design%20practice&author=P.%20Gardien&author=T.%20Djajadiningrat&author=C.%20Hummels&author=A.%20Brombacher&journal=Int.%20J.%20Des.&volume=8&issue=2&pages=119-139&publication_year=2014
6. Arntzen, M.G.: Dress Code: The Naked Truth About Fashion. Reaktion Books (2015) https://scholar.google.com/scholar?q=Arntzen%2C%20M.G.%3A%20Dress%20Code%3A%20The%20Naked%20Truth%20About%20Fashion.%20Reaktion%20Books%20%282015%29
7. Han, J., Kamber, M., Pei, J.: Data Mining: Concepts and Techniques. Elsevier, New York (2011) http://scholar.google.com/scholar_lookup?title=Data%20Mining%3A%20Concepts%20and%20Techniques&author=J.%20Han&author=M.%20Kamber&author=J.%20Pei&publication_year=2011
8. Hinton, G.E., Salakhutdinov, R.R.: Reducing the dimensionality of data with neural networks. Science 313, 504–507 (2006) https://doi.org/10.1126/science.1127647 http://scholar.google.com/scholar_lookup?title=Reducing%20the%20dimensionality%20of%20data%20with%20neural%20networks&author=GE.%20Hinton&author=RR.%20Salakhutdinov&journal=Science&volume=313&pages=504-507&publication_year=2006
9. Huffington Post. Artists Create Anthropological Photo Series (2012). www.huffingtonpost.com/2012/06/25/exactitudes-interview-art_n_1619483.html. Retrieved on: 10 Nov 2016
10. Ranzato, M.A., Poultney, C., Chopra, S., LeCun, Y.: Efficient learning of sparse representations with an energy-based model. In: Advances in Neural Information Processing Systems, vol. 19, pp. 1137–1144 (2006) https://scholar.google.com/scholar?q=Ranzato%2C%20M.A.%2C%20Poultney%2C%20C.%2C%20Chopra%2C%20S.%2C%20LeCun%2C%20Y.%3A%20Efficient%20learning%20of%20sparse%20representations%20with%20an%20energy-based%20model.%20In%3A%20Advances%20in%20Neural%20Information%20Processing%20Systems%2C%20vol.%2019%2C%20pp.%201137%E2%80%931144%20%282006%29
11. Smelik, A.: The performance of authenticity. ADDRESS J. Fashion Writ. Criticism 1(1), 76–82 (2011) http://scholar.google.com/scholar_lookup?title=The%20performance%20of%20authenticity&author=A.%20Smelik&journal=ADDRESS%20J.%20Fashion%20Writ.%20Criticism&volume=1&issue=1&pages=76-82&publication_year=2011
12. Trocchianesi, R., Guglielmetti, I.: Design teaching and cultural companies: Languages, tools and methods toward a profitable involvement. Strateg. Des. Res. J. 5(1), 49–57 (2012) http://scholar.google.com/scholar_lookup?title=Design%20teaching%20and%20cultural%20companies%3A%20Languages%2C%20tools%20and%20methods%20toward%20a%20profitable%20involvement&author=R.%20Trocchianesi&author=I.%20Guglielmetti&journal=Strateg.%20Des.%20Res.%20J.&volume=5&issue=1&pages=49-57&publication_year=2012
13. Verkoelen, S.D.: Exploring Dimensionality Reduction on Semi-structured Photos — A Closer Look at Exactitudes. Master’s Thesis for the Media Technology programme, Leiden University (The Netherlands) (2015) https://scholar.google.com/scholar?q=Verkoelen%2C%20S.D.%3A%20Exploring%20Dimensionality%20Reduction%20on%20Semi-structured%20Photos%20%E2%80%94%20A%20Closer%20Look%20at%20Exactitudes.%20Master%E2%80%99s%20Thesis%20for%20the%20Media%20Technology%20programme%2C%20Leiden%20University%20%28The%20Netherlands%29%20%282015%29
14. Versluis, A., Uyttenbroek, E.: Exactitudes. 010 Publishers, Rotterdam (2002) http://scholar.google.com/scholar_lookup?title=Exactitudes&author=A.%20Versluis&author=E.%20Uyttenbroek&publication_year=2002
Links
Full Text
