A 3D feature-based approach for mapping scaling effects on stone monuments

IF 2.1 3区 计算机科学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS ACM Journal on Computing and Cultural Heritage Pub Date : 2024-03-13 DOI:10.1145/3651988
Imanol Munoz-Pandiella, Xavier Pueyo, Carles Bosch
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Abstract

Weathering effects caused by physical, chemical, or biological processes result in visible damages that alter the appearance of stones’ surfaces. Consequently, weathered stone monuments can offer a distorted perception of the artworks to the point of making their interpretation misleading. Being able to detect and monitor decay is crucial for restorers and curators to perform important tasks such as identifying missing parts, assessing the preservation state, or evaluating curating strategies. Decay mapping, the process of identifying weathered zones of artworks, is essential for preservation and research projects. This is usually carried out by marking the affected parts of the monument on a 2D drawing or picture of it. One of the main problems of this methodology is that it is manual work based only on experts’ observations. This makes the process slow and often results in disparities between the mappings of the same monument made by different experts. In this paper, we focus on the weathering effect known as “scaling”, following the ICOMOS ISCS definition. We present a novel technique for detecting, segmenting, and classifying these effects on stone monuments. Our method is user-friendly, requiring minimal user input. By analyzing 3D reconstructed data considering geometry and appearance, the method identifies scaling features and segments weathered regions, classifying them by scaling subtype. It shows improvements over previous approaches and is well-received by experts, representing a significant step towards objective stone decay mapping.

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基于三维特征的石碑缩放效果绘图方法
由物理、化学或生物过程引起的风化效应会造成明显的损坏,改变石头表面的外观。因此,风化的石碑可能会扭曲人们对艺术品的感知,以至于对艺术品的解读产生误导。能够检测和监控腐朽对于修复人员和策展人执行重要任务(如识别缺失部分、评估保存状态或评估策展策略)至关重要。绘制衰变图是确定艺术品风化区域的过程,对于保护和研究项目至关重要。通常的做法是在二维图纸或图片上标出古迹受影响的部分。这种方法的一个主要问题是,它是一项仅凭专家观察的手工工作。这使得整个过程非常缓慢,而且往往会导致不同专家对同一古迹绘制的地图存在差异。在本文中,我们根据国际古迹遗址理事会 ISCS 的定义,重点关注被称为 "缩放 "的风化效应。我们提出了一种用于检测、分割和分类石碑上这些效应的新技术。我们的方法对用户非常友好,只需少量用户输入。通过分析三维重建数据(考虑几何形状和外观),该方法可识别缩放特征并分割风化区域,按缩放子类型对其进行分类。与之前的方法相比,我们的方法有了很大的改进,受到了专家们的一致好评,这标志着我们在绘制客观的石材风化图方面迈出了重要的一步。
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来源期刊
ACM Journal on Computing and Cultural Heritage
ACM Journal on Computing and Cultural Heritage Arts and Humanities-Conservation
CiteScore
4.60
自引率
8.30%
发文量
90
期刊介绍: ACM Journal on Computing and Cultural Heritage (JOCCH) publishes papers of significant and lasting value in all areas relating to the use of information and communication technologies (ICT) in support of Cultural Heritage. The journal encourages the submission of manuscripts that demonstrate innovative use of technology for the discovery, analysis, interpretation and presentation of cultural material, as well as manuscripts that illustrate applications in the Cultural Heritage sector that challenge the computational technologies and suggest new research opportunities in computer science.
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