Abstract The main objective of this study was to use deep learning. and convolutional neural networks (CNN). integrated with field geology to identify distinct lithological units. The Samadia-Tunduba region of the South Eastern Desert of Egypt was mapped geologically for the first time thanks to the use of processed developed CNN algorithms using Landsat 9 OLI-2. https://www.markymarkscott.com/product-category/trans-former-texture/