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Building Material Recognition and Feature Extraction Using Small CCD Sensor and Image Analysis and Clustering Techniques

Pagnotta Stefano, Filimon Danis Ionut, Gallello Gianni, Lezzerini Marco

Inżynieria Mineralna

2024

Vol. 1, no. 1

229-236

Heritage Building material recognition is the process of classifying building materials based on their visual appearance. It is important in construction, urban planning, and archaeology. Image analysis is a common approach, starting with acquiring RGB images, then extracting features using techniques such as colour histograms and texture analysis, and clustering the materials into groups using algorithms like k-means. Finally, the materials are classified into categories using classifiers like decision trees, SVM, or neural networks. Image analysis is a useful tool for building material recognition, as it allows for accurate classification of building materials based on their visual characteristics.