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Morphological analysis for investigating artistic images

机译:用于调查艺术图像的形态分析

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摘要

This paper describes an approach for automatically analyzing the alterations of an original artwork during its reproduction. The overall deformation of the artwork is modelled by a piecewise linear model, where regions of the artwork that feature similar alterations are automatically inferred and assigned to the different model components. Model complexity, that is, the required number of affine components required for registration, is automatically estimated using a statistical stability analysis. The main challenge is to simultaneously solve three tasks: (ⅰ) inferring the correspondences between both shapes, (ⅱ) identifying the groups in the image that share the same transformation, and (ⅲ) estimating the transformation of these groups. Our approach is tested on controlled scenarios as well as on real historical images.
机译:本文介绍了一种在原始作品复制过程中自动分析其变化的方法。艺术品的整体变形通过分段线性模型建模,其中艺术品的具有相似更改的区域会自动推断出来并分配给不同的模型组件。使用统计稳定性分析自动估算模型的复杂性,即注册所需的仿射成分的所需数量。主要挑战是同时解决三个任务:(ⅰ)推断两个形状之间的对应关系;(ⅱ)识别图像中共享相同变换的组;(ⅲ)估计这些组的变换。我们的方法在受控方案以及真实历史图像上进行了测试。

著录项

  • 来源
    《Image and Vision Computing》 |2014年第7期|414-423|共10页
  • 作者单位

    HCI & Interdisciplinary Center for Scientific Computing, University of Heidelberg, Germany;

    HCI & Interdisciplinary Center for Scientific Computing, University of Heidelberg, Germany,Institute of European Art History, University of Heidelberg, Germany;

    HCI & Interdisciplinary Center for Scientific Computing, University of Heidelberg, Germany,Speyerer Strasse 6,69115 Heidelberg, Germany;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Shape analysis; Registration; Grouping; Model selection; Stability analysis; Cultural heritage;

    机译:形状分析;注册;分组;选型;稳定性分析;文化遗产;

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