“Lightweight Optimization of YOLO Models for Resource-Constrained Devices: A Comprehensive Review”. Diyala Journal of Engineering Sciences , vol. 18, no. 4, Dec. 2025, pp. 1-26, https://doi.org/10.24237/djes.2025.18401.