Title
Tumbling target reconstruction and pose estimation through fusion of monocular vision and sparse-pattern range data
Abstract
A framework for 3D target reconstruction and relative pose estimation through fusion of vision and sparse-pattern range data (e.g. line-scanning LIDAR) is presented. The algorithm augments previous work in monocular vision-only SLAM/SfM to incorporate range data into the overall solution. The aim of this work is to enable a more dense reconstruction with accurate relative pose estimation that is unambiguous in scale. In order to incorporate range data, a linear estimator is presented to estimate the overall scale factor using vision-range correspondence. A motivating mission is the use of resource-constrained micro- and nano-satellites to perform autonomous rendezvous and docking operations with uncommunicative, tumbling targets, about which little or no prior information is available. The rationale for the approach is explained, and an algorithm is presented. The implementation using a modified Rao-Blackwellised particle filter is described and tested. Results from numerical simulations are presented that demonstrate the performance and viability of the approach.
Year
DOI
Venue
2012
10.1109/MFI.2012.6343026
Multisensor Fusion and Integration for Intelligent Systems
Keywords
Field
DocType
slam (robots),image fusion,image reconstruction,pose estimation,robot vision,3d target reconstruction,slam,sfm,line scanning lidar,monocular vision,monocular vision fusion,resource constrained micro satellites,resource constrained nano satellites,sparse pattern range data,tumbling target reconstruction,laser radar,visualization,noise,estimation
Scale factor,Monocular vision,Iterative reconstruction,Computer vision,Image fusion,Computer science,Particle filter,3D pose estimation,Pose,Artificial intelligence,Rendezvous
Conference
ISBN
Citations 
PageRank 
978-1-4673-2511-0
0
0.34
References 
Authors
10
4
Name
Order
Citations
PageRank
Jose Padial100.34
Marcus Hammond200.34
Sean Augenstein300.68
Stephen M. Rock453947.97