Deep Convolutional Neural Network (CNN): A class of deep learning models designed for processing grid-like data such as images, used effectively for classifying fabric patterns.

Studies have explored the benefits of non-square grid architectures, where the triangular grid, in particular, has shown an aptitude for reducing artefacts in image sampling and processing [1].