This project aims to enhance the precision of monocular depth estimation for the detection, localization, and retrieval of underwater ghost nets using Autonomous Underwater Vehicles (AUVs). It leverages advanced computer vision techniques to optimize underwater imaging, promoting efficient marine debris maNogement and environmental conservation.