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Towards Rigorous Study of Artistic Style: A New Psychophysical Paradigm

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What makes one artist’s style so different from another’s? How do we perceive these differences? Studying the perception of artistic style has proven difficult. Observers typically view several artworks and must group them or rate similarities between pairs. Responses are often driven by semantic variables, such as scene type or the presence/absence of particular subject matter, which leaves little room for studying how viewers distinguish a Degas ballerina from a Toulouse-Lautrec ballerina, for example. In the current paper, we introduce a new psychophysical paradigm for studying artistic style that focuses on visual qualities and avoids semantic categorization issues by presenting only very local views of a piece, thereby precluding object recognition. The task recasts stylistic judgment in a psychophysical texture discrimination framework, where visual judgments can be rigorously measured for trained and untrained observers alike. Stimuli were a dataset of drawings by Pieter Bruegel the Elder and his imitators studied by the computer science community, which showed that statistical analyses of the drawings’ local content can distinguish an authentic Bruegel from an imitation. Our non-expert observers also successfully discriminated the authentic and inauthentic drawings and furthermore discriminated stylistic variations within the categories, demonstrating the new paradigm’s feasibility for studying artistic style perception. At the same time, however, we discovered several issues in the Bruegel dataset that bear on conclusions drawn by the computer vision studies of artistic style.

10.1163/22134913-00002010
/content/journals/10.1163/22134913-00002010
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1. Augustin M. D. , Leder H. ( 2006). "Art expertise: A study of concepts and conceptual spaces", Psychol. Sci. Vol 48, 135156.
2. Augustin M. D. , Wagemans J. ( 2012). "Empirical aesthetics, the beautiful challenge: An Introduction to the special issue on Art & Perception", i-Perception Vol 3, 455458. http://dx.doi.org/10.1068/i0541ed
3. Brainard D. H. ( 1997). "The psychophysics toolbox", Spat. Vis. Vol 10, 433436. http://dx.doi.org/10.1163/156856897X00357
4. Gerhard H. E. , Wichmann F. A. , Bethge M. ( 2013). "How sensitive is the human visual system to the local statistics of natural images?" Plos Comput. Biol. Vol 9, e1002873.
5. Graham D. J. , Friedenberg J. D. , Rockmore D. N. , Field D. J. ( 2010). "Mapping the similarity space of paintings: Image statistics and visual perception", Vis. Cogn. Vol 18, 559573. http://dx.doi.org/10.1080/13506280902934454
6. Green D. M. , Swets J. A. ( 1966). Signal Detection Theory and Psychophysics. Wiley, New York.
7. Hughes J. M. , Graham D. J. , Rockmore D. N. ( 2010). "Quantification of artistic style through sparse coding analysis in the drawings of Pieter Bruegel the Elder", Proc. Natl Acad. Sci. USA Vol 107, 12791283. http://dx.doi.org/10.1073/pnas.0910530107
8. Hughes J. M. , Mao D. , Rockmore D. N. , Wang Y. , Wu Q. ( 2012). "Empirical mode decomposition analysis for visual stylometry", IEEE Trans. Pattern Anal. Mach. Intell. Vol 34, 21472157. http://dx.doi.org/10.1109/TPAMI.2012.16
9. Kleiner M. , Brainard D. , Pelli D. ( 2007). "“What’s new in Psychtoolbox-3?”" Perception Vol 36, ECVP Abstract Supplement.
10. Lyu S. , Rockmore D. , Farid H. ( 2004). "A digital technique for art authentication", Proc. Natl Acad. Sci. USA Vol 101, 1700617010. http://dx.doi.org/10.1073/pnas.0406398101
11. Metropolitan Museum of Art, New York( 2001). Pieter Bruegel — Drawings and Prints, N. M. Orenstein (Ed.). Yale University Press, New Haven, CT, USA.
12. Mielke H. ( 1996). Die Zeichnungen (Pictura Nova, Studies in 16 thand 17 thCentury Painting and Drawing, Vol. II). Brepols, Turnhout, Belgium.
13. Olshausen B. A. , Field D. J. ( 1996). "Emergence of simple-cell receptive field properties by learning a sparse code for natural images", Nature Vol 381, 607609. http://dx.doi.org/10.1038/381607a0
14. Pelli D. G. ( 1997). "The VideoToolbox software for visual psychophysics: Transforming numbers into movies", Spat. Vis. Vol 10, 437442. http://dx.doi.org/10.1163/156856897X00366
15. Portilla J. , Simoncelli E. P. ( 2000). "A parametric texture model based on joint statistics of complex wavelet coefficients", Int. J. Comp. Vis. Vol 40, 4970. http://dx.doi.org/10.1023/A:1026553619983
16. Rockmore D. , Lyu S. , Farid H. ( 2006). "A digital technique for authentication in the visual arts", IFAR J. Vol 8, 1223.
17. Royalton-Kisch M. ( 1998). "Review of Mielke 1996", Burlingt. Mag. Vol 1140, 207208.
18. Wallraven C. , Fleming R. , Cunningham D. , Rigau J. , Feixas M. , Sbert M. ( 2008). "Categorizing art: Comparing humans and computers", Comput. Graph. Vol 33, 484495. http://dx.doi.org/10.1016/j.cag.2009.04.003
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/content/journals/10.1163/22134913-00002010
2014-01-01
2017-11-23

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