DocumentCode
669239
Title
Can we date an artist´s work from catalogue photographs?
Author
Brown, Andrew D. ; Roderick, Gareth Lloyd ; Dee, Hannah M. ; Hughes, Lorna M.
Author_Institution
Comput. Sci., Aberystwyth Univ., Aberystwyth, UK
fYear
2013
fDate
4-6 Sept. 2013
Firstpage
558
Lastpage
563
Abstract
Computer vision has addressed many problems in art, but has not yet looked in detail at the way artistic style can develop and evolve over the course of an artist´s career. In this paper we take a computational approach to modelling stylistic change in the body of work amassed by Sir John “Kyffin” Williams, a nationally renowned and prolific Welsh artist. Using images gathered from catalogues and online sources, we use a leave-one-out methodology to classify paintings by year; despite the variation in image source, size, and quality we are able to obtain significant correlations between predicted year and actual year, and we are able to guess the age of the painting within 15 years, for around 70% of our dataset. We also investigate the incorporation of expert knowledge within this framework by consdering a subset of paintings chosen as exemplars by a scholar familiar with Williams´ work.
Keywords
art; cataloguing; computer vision; expert systems; image classification; photography; Welsh artist; artistic style; catalogue photographs; computer vision; expert knowledge; leave-one-out methodology; online sources; painting classification; Art; Correlation; Histograms; Image color analysis; Image edge detection; Libraries; Painting;
fLanguage
English
Publisher
ieee
Conference_Titel
Image and Signal Processing and Analysis (ISPA), 2013 8th International Symposium on
Conference_Location
Trieste
Type
conf
DOI
10.1109/ISPA.2013.6703803
Filename
6703803
Link To Document