When Van Gogh meets Mandelbrot: Multifractal classification of painting's texture

被引:50
|
作者
Abry, P. [1 ]
Wendt, H. [2 ]
Jaffard, S. [3 ]
机构
[1] CNRS, ENS Lyon, Dept Phys, Lyon, France
[2] Toulouse Univ, CNRS, IRIT ENSEEIHT, Toulouse, France
[3] Paris Est Univ, Dept Math, Creteil, France
关键词
Image processing; Texture classification; Regularity; Multifractal analysis; Wavelet leaders; Paintings; Van Gogh; Forgery detection; Period dating; BOOTSTRAP;
D O I
10.1016/j.sigpro.2012.01.016
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Recently, a growing interest has emerged for examining the potential of Image Processing tools to assist Art Investigation. Simultaneously, several research works showed the interest of using multifractal analysis for the description of homogeneous textures in images. In this context, the goal of the present contribution is to study the benefits of using the wavelet leader based multifractal formalism to characterize paintings. After a brief review of the underlying key theoretical concepts, methods and tools, two sets of digitized paintings are analyzed. The first one, the Princeton Experiment, consists of a set of seven paintings and their replicas, made by the same artist. It enables examination of the potential of multifractal analysis in forgery detection. The second one is composed of paintings by Van Gogh and contemporaries, made available by the Van Gogh and Kroller-Muller Museums (Netherlands) in the framework of the Image processing for Art Investigation research program. It enables us to show various differences in the regularity of textures of Van Gogh's paintings from different periods, or between Van Gogh's and contemporaries' paintings. These preliminary results plead for the constitution of interdisciplinary research teams consisting of experts in art, image processing, mathematics and computer sciences. (C) 2012 Published by Elsevier B.V.
引用
收藏
页码:554 / 572
页数:19
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