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Art Authentication & Painting Style Classification Wan-Ting Lee Chin-Sheng Chen 4/05/2006 Multimedia Security Systems Outline Project Objective Introduction to Painting Style and Authors Techniques Schedule Result Evaluation References Project Objective Art Authentication

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art authentication painting style classification

Art Authentication &Painting Style Classification

Wan-Ting Lee

Chin-Sheng Chen

4/05/2006 Multimedia Security Systems

outline
Outline
  • Project Objective
  • Introduction to Painting Style and Authors
  • Techniques
  • Schedule
  • Result Evaluation
  • References
project objective
Project Objective
  • Art Authentication
    • Author Identification
  • Painting Styles Classification
    • Impressionism
    • Fauvism
    • Cubism
outline4
Outline
  • Project Objective
  • Introduction to Painting Styles and Authors
  • Techniques
  • Schedule
  • Result Evaluation
  • References
introduction to painting style and authors
Introduction to Painting Style and Authors
  • Impressionism
    • Monet Claude,

Pierre-Auguste Renoir,

  • Fauvism
    • Matisse Henri, …
  • Cubism
    • Pablo Picasso, …
outline6
Outline
  • Project Objective
  • Introduction to Painting Style and Authors
  • Techniques
  • Schedule
  • Result Evaluation
  • References
techniques
Techniques
  • Author Identification
    • Wavelet or Pyramid Method
      • Find feature coefficients
    • Hausdorff Distance
    • Multidimensional Scaling
      • Transfer from high-dimensional vector space to low-dimensional vector space
techniques8
Techniques
  • Painting Style Classification
    • Four formal elements are considered: light, line, texture, and color.
      • Supervised Learning
      • Unsupervised Learning
        • Agglomerative Hierarchical Clustering
        • Self-Organizing Maps
        • Multidimensional Scaling
outline11
Outline
  • Project Objective
  • Introduction to Painting Style and Authors
  • Techniques
  • Schedule
  • Result Evaluation
  • References
outline13
Outline
  • Project Objective
  • Introduction to Painting Style and Authors
  • Techniques
  • Schedule
  • Result Evaluation
  • References
result evaluations
Result Evaluations
  • Correctly and clearly define the painting belongs to whom and what kind of style
  • Calculate the precision region
    • Variance
    • Mean
outline15
Outline
  • Project Objective
  • Introduction to Painting Style and Authors
  • Techniques
  • Schedule
  • Result Evaluation
  • References
references
References
  • [1] S. Lyu, D. Rockmore and H. Farid, “A digital technique for art authentication,” PNAS, Dec. 2004
  • [2] Robert W. B., and Eero P. S., “ Image compression via joint statistical characterization in the wavelet domain,” IEEE Trans. on Image Processing, Vol. 8, No. 12, Dec. 1999
  • [3] Daniel P. H., Gregory A. K., and William J. R., “Comparing Images Using the Hausdorff Distance,” IEEE Trans on Pattern Analysis and Machine Intelligence, Vol. 15, No. 9, Sep. 1993
  • [4] Thomas Lombardi, “The Classification of Style in Fine-Art Painting,” CSIS, Pace University, May. 2005
  • [5] N.poich. The Web Museum. http://www.ibiblio.org/wm/paint/
  • [6] The Museum of Modern Art. http://www.moma.org
  • [7] The Metropolitan Museum of Art. http://www.metmuseum.org