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Hi, I can recommend using using the rtabmap_ros/obstacles_detection nodelet to segment floor and obstacles. Then, use the two topics "obstaces" and "ground" published by obstacles_detection as data sources for your obsetacles layer of move_base. Set "obstacles" topic to marking and "gound" to clearing. Works like a treat, I hope this hels!