Can we date an artist's work from catalogue photographs?

Alexander Brown, Gareth Lloyd Roderick, Hannah Mary Dee, Lorna Hughes

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddPennod

Crynodeb

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.
Iaith wreiddiolSaesneg
Teitl8th International Symposium on Image and Signal Processing and Analysis (ISPA)
CyhoeddwrIEEE Press
Tudalennau558-563
Nifer y tudalennau6
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 04 Medi 2013
Digwyddiad8th International Symposium on Image and Signal Processing and Analysis (ISPA) - Trieste, Yr Eidal
Hyd: 04 Medi 201306 Medi 2013

Cynhadledd

Cynhadledd8th International Symposium on Image and Signal Processing and Analysis (ISPA)
Gwlad/TiriogaethYr Eidal
DinasTrieste
Cyfnod04 Medi 201306 Medi 2013

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