Liqaa M., S. (2026) “UAV-STNet: A Hybrid U-Net–Transformer–LSTM Architecture for Real-Time Object Detection in UAV Video Surveillance”, Journal of Al-Qadisiyah for Computer Science and Mathematics, 18(3), pp. Comp 15–27. doi: 10.29304/jqcsm.2026.18.32716.