Kumar, A. et al. trans. 2026. An Energy-Efficient Edge Ai Framework For Real-Time Object Detection in Mobile Robotics. International Journal of Aquatic Research and Environmental Studies. 6, S3 (Jun. 2026), 362–368. DOI:https://doi.org/10.70102/6h3pbf78.