Autonomous Person Following with 3D LIDAR in Outdoor Environments
نویسندگان
چکیده
The capability of a robot to follow autonomously a person highly enhances its usability when humans and robots collaborate. In this paper we present a system for autonomous following of a walking person in outdoor environments while avoiding static and dynamic obstacles. The principal sensor is a 3D LIDAR with a resolution of 59x29 points. We present a combination of 3D features, motion detection and tracking with a sampling Bayesian filter which results in reliable person detection for a lowresolution 3D-LIDAR. The method is implemented on an outdoor robot with car-like steering, which incorporates the target’s path into its own path planning around local obstacles. Experiments in outdoor areas validate the approach.
منابع مشابه
Specific Person Detection and Tracking by a Mobile Robot Using 3D LIDAR and ESPAR Antenna
Tracking a specific person is one of the important tasks of mobile service robots. This paper describes a novel and reliable strategy for detecting and tracking a specific person by a mobile robot in outdoor environments. The robot uses 3D LIDARs for person detection, and identification and a directivity-variable antenna (called ESPAR antenna) for locating a specific person even under occluded ...
متن کاملFast planar surface 3D SLAM using LIDAR
In this paper we propose a fast 3D pose based SLAM system that estimates a vehicle’s trajectory by registering sets of planar surface segments, extracted from 360◦ field of view (FOV) point clouds provided by a 3D LIDAR. Full FOV and planar representation of the map gives the proposed SLAM system the capability to map large-scale environments while maintaining fast execution time. For efficient...
متن کاملThe LiDAR compass: Extremely lightweight heading estimation with axis maps
This paper introduces the LiDAR compass, a bounded and extremely lightweight heading estimation technique that combines a two-dimensional laser scanner and axis maps, which represent the orientations of flat surfaces in the environment. Although suitable for a variety of indoor and outdoor environments, the LiDAR compass is especially useful for embedded and real-time applications requiring low...
متن کاملLearning compact 3D models of indoor and outdoor environments with a mobile robot
This paper presents an algorithm for full 3D shape reconstruction of indoor and outdoor environments with mobile robots. Data is acquired with laser range finders installed on a mobile robot. Our approach combines efficient scan matching routines for robot pose estimation with an algorithm for approximating environments using flat surfaces. On top of that, our approach includes a mesh simplific...
متن کاملEnhanced User Interaction with City-Scale LiDAR and Image Data in Mixed Reality
This presentation demonstrates 3D aware panoramic imagery and its use in mixed reality applications. Recent data scanning technologies are capable of producing 3D aware panoramic images of large scale outdoor environments. These datasets, collected and stored in global geo-coordinates, consist of 360 degree panoramic imagery and real-world shape from LiDAR laser scans. The resulting imagery and...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2012