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A New Dusts Sensor for Cultural Heritage Applications Based on Image Processing

机译:基于图像处理的新型文化遗产灰尘传感器

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摘要

In this paper, we propose a new sensor for the detection and analysis of dusts (seen as powders and fibers) in indoor environments, especially designed for applications in the field of Cultural Heritage or in other contexts where the presence of dust requires special care (surgery, clean rooms, etc.). The presented system relies on image processing techniques (enhancement, noise reduction, segmentation, metrics analysis) and it allows obtaining both qualitative and quantitative information on the accumulation of dust. This information aims to identify the geometric and topological features of the elements of the deposit. The curators can use this information in order to design suitable prevention and maintenance actions for objects and environments. The sensor consists of simple and relatively cheap tools, based on a high-resolution image acquisition system, a preprocessing software to improve the captured image and an analysis algorithm for the feature extraction and the classification of the elements of the dust deposit. We carried out some tests in order to validate the system operation. These tests were performed within the Sistine Chapel in the Vatican Museums, showing the good performance of the proposed sensor in terms of execution time and classification accuracy.
机译:在本文中,我们提出了一种新的传感器,用于检测和分析室内环境中的灰尘(视为粉末和纤维),特别设计用于文化遗产领域或需要特别注意灰尘的其他情况下的应用(手术,无尘室等)。提出的系统依赖于图像处理技术(增强,降噪,分割,度量分析),并且可以获取有关灰尘积聚的定性和定量信息。该信息旨在确定矿床元素的几何和拓扑特征。策展人可以使用此信息来针对对象和环境设计适当的预防和维护措施。该传感器由简单且相对便宜的工具组成,这些工具基于高分辨率图像采集系统,用于改善捕获图像的预处理软件以及用于特征提取和灰尘沉积物元素分类的分析算法。我们进行了一些测试,以验证系统操作。这些测试是在梵蒂冈博物馆的西斯廷教堂内进行的,显示了拟议传感器在执行时间和分类准确性方面的良好性能。

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