DocumentCode :
251224
Title :
2-Point-based outlier rejection for camera-IMU systems with applications to micro aerial vehicles
Author :
Troiani, Chiara ; Martinelli, Alessio ; Laugier, C. ; Scaramuzza, Davide
Author_Institution :
INRIA Rhone Alpes, Montbonnot, France
fYear :
2014
fDate :
May 31 2014-June 7 2014
Firstpage :
5530
Lastpage :
5536
Abstract :
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.
Keywords :
helicopters; image matching; sensor fusion; 2-point-RANSAC based approach; 2-point-based outlier rejection; IMU systems; data associations; feature-matching process; inertial measurement unit; micro aerial vehicles; monocular camera; quadrotor vehicle; Cameras; Computational modeling; Estimation; Noise; Robots; Standards; Vehicles;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Automation (ICRA), 2014 IEEE International Conference on
Conference_Location :
Hong Kong
Type :
conf
DOI :
10.1109/ICRA.2014.6907672
Filename :
6907672
Link To Document :
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