Oumer, Nassir W. and Panin, Giorgio (2012) 3D Point Tracking and Pose Estimation of a Space Object Using Stereo Images. ICPR 2012, 2012-11-11 - 2012-11-15, Tsukuba, Japan.
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Abstract
In this paper, we present a novel method for stereo camera-based 3D tracking which integrates point-kinematics, associated to each visual feature into Kalman filters. The approach utilizes optical flow and stereo correspondence of visible, predominatly specular features on a target satellite surface,in order to estimate translational and rotational velocities of the rigid body. The motion of each 3D point cloud can be predicted, since all point clouds are constrained by the common, rigid motion. A dual quaternion-based pose estimator, robustified with median statistics, is further applied to the estimated points. In case of temporarily missing measurements, the last estimated body velocity is used to predict the next poses.Experimental results based on images of a satellite simulator are shown to demonstrate performances for on-orbit servicing.
| Item URL in elib: | https://elib.dlr.de/78868/ | ||||||||||||
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| Document Type: | Conference or Workshop Item (Paper) | ||||||||||||
| Title: | 3D Point Tracking and Pose Estimation of a Space Object Using Stereo Images | ||||||||||||
| Authors: |
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| Date: | November 2012 | ||||||||||||
| Refereed publication: | Yes | ||||||||||||
| Open Access: | No | ||||||||||||
| Gold Open Access: | No | ||||||||||||
| In SCOPUS: | No | ||||||||||||
| In ISI Web of Science: | No | ||||||||||||
| Status: | Published | ||||||||||||
| Keywords: | Motion, Tracking and Video Analysis, Vision for Robotics | ||||||||||||
| Event Title: | ICPR 2012 | ||||||||||||
| Event Location: | Tsukuba, Japan | ||||||||||||
| Event Type: | international Conference | ||||||||||||
| Event Start Date: | 11 November 2012 | ||||||||||||
| Event End Date: | 15 November 2012 | ||||||||||||
| Organizer: | IAPR - International Association of Pattern Recognition | ||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||
| HGF - Program: | Space | ||||||||||||
| HGF - Program Themes: | Space System Technology | ||||||||||||
| DLR - Research area: | Raumfahrt | ||||||||||||
| DLR - Program: | R SY - Space System Technology | ||||||||||||
| DLR - Research theme (Project): | R - Vorhaben On-Orbit Servicing - GNC und VR (old) | ||||||||||||
| Location: | Oberpfaffenhofen | ||||||||||||
| Institutes and Institutions: | Institute of Robotics and Mechatronics (until 2012) | ||||||||||||
| Deposited By: | Panin, Giorgio | ||||||||||||
| Deposited On: | 27 Nov 2012 11:20 | ||||||||||||
| Last Modified: | 24 Apr 2024 19:45 |
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