In this paper, we propose SMO (Smart Mobile Objects) based on Internet of Things using a Leader-Follower approach in MinT (Middleware for Cooperative Interaction of Things). In the proposed system, the leader mobile object and the follower mobile object are implemented to avoid obstacles while real-time tracking specific objects by image processing.