Development of synthetic data generator for ornament based on data mining techniques

Abstract

Artificial intelligence tools depend on generating various images on the available datasets, but there is a lot of data that is not completely available, especially images of heritage and archaeological ornament. In this paper, a tool was developed to generate ornament based on the geometric shapes of heritage ornaments. A group of basic geometric shapes was collected. The new ornament are reshaped in three stages, relying on the permutation equation and reshaping of the overlapping sizes of the shapes, In the first stage, the number of layers that make up the ornament is determined. In the second stage, the formation of the ornament is determined through rotation or mirroring. In the final stage, the set of ornaments is generated in the form of an integrated matrix.