In this paper we are trying to analyze the features of possible underwater threats such as sea mines using Deep Learning. This technology will be useful for defensive purpose. Detecting the underwater mines is a very complicated problem, due to various factors such as environmental conditions, variations in operating and variations of target shapes, composition and orientation etc. In order to overcome such problems we are using Deep Learning. This technology will be mainly used in NAVY Force.

Keywords:- Mines, Deep Learning, Composition, Orientation.