Document details

Unveiling the hand of a 19th century artist with binary image classification and bag-of-features

Author(s): Montagner, Cristina ; Jesus, Rui ; Correia, Nuno ; Melo, Maria J. ; Villarigues, Marcia ; Macedo, Rita ; Freitas, Helena de

Date: 2012

Persistent ID: http://hdl.handle.net/10400.21/13384

Origin: Repositório Científico do Instituto Politécnico de Lisboa

Project/scholarship: info:eu-repo/grantAgreement/FCT/SFRH/SFRH%2FBD%2F66488%2F2009/PT;

Subject(s): Image analysis; Image classification; Cultural heritage; Paintings conservation


Description

The shape, orientation and distribution of brushstrokes are distinctive markers left by the artist on the surface of a painting. Consequently, they are useful as additional evidence to decide on issues of attribution and authenticity. This paper proposes an image classification algorithm for the paintings of Amadeo de Souza-Cardoso, a modern Portuguese artist who is at the top of the Portuguese police’s list of forged artists. The proposed system is based on a binary classification using bag-of-features (SIFT descriptors and a Gabor filter) for image representation. Experimental results using the algorithm show that the classification of the paintings by extracting brushstroke information is very promising.

Document Type Conference object
Language English
Contributor(s) RCIPL
facebook logo  linkedin logo  twitter logo 
mendeley logo

Related documents

No related documents