This study presents a deep learning model that integrates Vision Transformers (ViT) with Fourier spectral filtering for remote sensing lithology classification. The model automates the process of identifying and classifying various rock types in remote sensing images. addressing a multi-class classification challenge. It utilizes ViT for feature extraction. https://www.diegojavierfares.com/