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Contribution Details

Type Conference or Workshop Paper
Scope Discipline-based scholarship
Published in Proceedings Yes
Title 2-point-based outlier rejection for camera-IMU systems with applications to micro aerial vehicles
Organization Unit
Authors
  • Chiara Troiani
  • Agostino Martinelli
  • Christian Laugier
  • Davide Scaramuzza
Presentation Type paper
Item Subtype Original Work
Refereed Yes
Status Published in final form
Language
  • English
ISSN 1050-4729
Page Range 5530 - 5536
Event Title IEEE International Conference on Robotics and Automation (ICRA
Event Type conference
Event Location Hong Kong
Event Start Date May 31 - 2014
Event End Date June 7 - 2014
Series Name IEEE International Conference on Robotics and Automation. Proceedings
Place of Publication Hong Kong
Publisher Institute of Electrical and Electronics Engineers
Abstract Text This paper presents a novel method to perform the outlier rejection task between two different views of a camera rigidly attached to an Inertial Measurement Unit (IMU). Only two feature correspondences and gyroscopic data from IMU measurerments are used to compute the motion hypothesis. By exploiting this 2-point motion parametrization, we propose two algorithms to remove wrong data associations in the feature-matching process for case of a 6DoF motion. We show that in the case of a monocular camera mounted on a quadrotor vehicle, motion priors from IMU can be used to discard wrong estimations in the framework of a 2-point-RANSAC based approach. The proposed methods are evaluated on both synthetic and real data.
Related URLs
Digital Object Identifier 10.1109/ICRA.2014.6907672
Other Identification Number merlin-id:10216
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