Designed an autonomous localization system enabling drones to navigate without GPS across Tunisian regions, eliminating dependence on external positioning systems. Achieved 95% accuracy with near real-time aerial image classification (63ms per image) using Swin Transformer and visual SLAM for 6-DOF pose estimation.