In this internship, we will work on the following points: Efficiently learn 3D urban scenes representations that contain semantics information, leveraging fast learning methods such as gaussian splitting, Study the object definition with respect to a chosen scale problem, that arises when an object is composed of smaller parts, Potentially, the reconstruction of dynamic scenes, with moving parts or objects could be studied.