In a sport where tactics, terrain, weather, and timing all merge into one fluid contest, predicting the outcome of a cycling race can seem like guesswork.

This paper presents a novel system utilizing Un-manned Aerial Vehicles (UAVs) for real-time object detection and road safety monitoring. The proposed system leverages deep learning (DL) identify and ...