A review of multimodal image matching: Methods and applications

X Jiang, J Ma, G Xiao, Z Shao, X Guo - Information Fusion, 2021 - Elsevier
Multimodal image matching, which refers to identifying and then corresponding the same or
similar structure/content from two or more images that are of significant modalities or …

Image matching from handcrafted to deep features: A survey

J Ma, X Jiang, A Fan, J Jiang, J Yan - International Journal of Computer …, 2021 - Springer
As a fundamental and critical task in various visual applications, image matching can identify
then correspond the same or similar structure/content from two or more images. Over the …

Teaser: Fast and certifiable point cloud registration

H Yang, J Shi, L Carlone - IEEE Transactions on Robotics, 2020 - ieeexplore.ieee.org
We propose the first fast and certifiable algorithm for the registration of two sets of three-
dimensional (3-D) points in the presence of large amounts of outlier correspondences. A …

Go-ICP: A globally optimal solution to 3D ICP point-set registration

J Yang, H Li, D Campbell, Y Jia - IEEE transactions on pattern …, 2015 - ieeexplore.ieee.org
The Iterative Closest Point (ICP) algorithm is one of the most widely used methods for point-
set registration. However, being based on local iterative optimization, ICP is known to be …

Graduated non-convexity for robust spatial perception: From non-minimal solvers to global outlier rejection

H Yang, P Antonante, V Tzoumas… - IEEE Robotics and …, 2020 - ieeexplore.ieee.org
Semidefinite Programming (SDP) and Sums-of-Squares (SOS) relaxations have led to
certifiably optimal non-minimal solvers for several robotics and computer vision problems …

Go-icp: Solving 3d registration efficiently and globally optimally

J Yang, H Li, Y Jia - … of the IEEE International Conference on …, 2013 - cv-foundation.org
Registration is a fundamental task in computer vision. The Iterative Closest Point (ICP)
algorithm is one of the widely-used methods for solving the registration problem. Based on …

Estimation contracts for outlier-robust geometric perception

L Carlone - Foundations and Trends® in Robotics, 2023 - nowpublishers.com
Outlier-robust estimation is a fundamental problem and has been extensively investigated
by statisticians and practitioners. The last few years have seen a convergence across …

Certifiably optimal outlier-robust geometric perception: Semidefinite relaxations and scalable global optimization

H Yang, L Carlone - IEEE transactions on pattern analysis and …, 2022 - ieeexplore.ieee.org
We propose the first general and scalable framework to design certifiable algorithms for
robust geometric perception in the presence of outliers. Our first contribution is to show that …

Guaranteed outlier removal for point cloud registration with correspondences

AP Bustos, TJ Chin - IEEE transactions on pattern analysis and …, 2017 - ieeexplore.ieee.org
An established approach for 3D point cloud registration is to estimate the registration
function from 3D keypoint correspondences. Typically, a robust technique is required to …

Fast descriptors and correspondence propagation for robust global point cloud registration

H Lei, G Jiang, L Quan - IEEE Transactions on Image …, 2017 - ieeexplore.ieee.org
In this paper, we present a robust global approach for point cloud registration from uniformly
sampled points. Based on eigenvalues and normals computed from multiple scales, we …