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Temmermans, F. (author), Jansen, B. (author), Deklerck, R. (author), Schelkens, P. (author), Cornelis, J. (author)This paper investigates the performance of eigenpaintings, SURF and a combination of both methods in a query-bypicture system dedicated to artwork images. For this purpose a database containing photographs of 17 artworks was created. These photos were taken by visitors of the exhibition The VUB Art Collection On Display and in Your Hand...conference paper 2011