Title
StickyPillars: Robust and Efficient Feature Matching on Point Clouds using Graph Neural Networks
Abstract
Robust point cloud registration in real-time is an important prerequisite for many mapping and localization algorithms. Traditional methods like ICP tend to fail without good initialization, insufficient overlap or in the presence of dynamic objects. Modern deep learning based registration approaches present much better results, but suffer from a heavy runtime. We overcome these drawbacks by intro...
Year
DOI
Venue
2021
10.1109/CVPR46437.2021.00038
2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
Keywords
DocType
ISSN
Deep learning,Three-dimensional displays,Runtime,Laser radar,Pose estimation,Pipelines,Transformers
Conference
1063-6919
ISBN
Citations 
PageRank 
978-1-6654-4509-2
0
0.34
References 
Authors
0
6
Name
Order
Citations
PageRank
Kai Fischer100.68
Martin Simon2338.42
Florian Olsner300.34
Stefan Milz4177.74
Horst-Michael Gross576192.05
Patrick Mäder649236.96