Simultaneous localization and mapping (SLAM) is one of the most essential technologies for mobile robots. Although great progress has been made in field SLAM recent years, there are a number challenges dynamic environments high-level semantic scenes. In this paper, we propose novel multimodal system (MISD-SLAM), which removes objects reconstructs static background with information. MISD-SLAM bu...