Loop closure can effectively correct the accumulated error in robot localization, which plays a critical role long-term navigation of robot. Traditional appearance-based methods rely on local features and are prone to failure ambiguous environments. On other hand, object recognition infer objects' category, pose, extent. These objects serve as stable semantic landmarks for viewpoint-independent...