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Robust Point Cloud Registration Framework Based on Deep Graph Matching [PDF]

open access: yesComputer Vision and Pattern Recognition, 2021
3D point cloud registration is a fundamental problem in computer vision and robotics. Recently, learning-based point cloud registration methods have made great progress.
Kexue Fu   +3 more
semanticscholar   +1 more source

Study on TLS Point Cloud Registration Algorithm for Large-Scale Outdoor Weak Geometric Features

open access: yesSensors, 2022
With the development of societies, the exploitation of mountains and forests is increasing to meet the needs of tourism, mineral resources, and environmental protection.
Chen Li   +3 more
doaj   +1 more source

Fast color point cloud registration based on virtual viewpoint image

open access: yesFrontiers in Physics, 2022
With the increase of point cloud scale, the time required by traditional ICP-related point cloud registration methods increases dramatically, which cannot meet the registration requirements of large-scale point clouds.
Zhao Hui   +4 more
doaj   +1 more source

CorrI2P: Deep Image-to-Point Cloud Registration via Dense Correspondence [PDF]

open access: yesIEEE transactions on circuits and systems for video technology (Print), 2022
Motivated by the intuition that the critical step of localizing a 2D image in the corresponding 3D point cloud is establishing 2D-3D correspondence between them, we propose the first feature-based dense correspondence framework for addressing the ...
Siyu Ren   +3 more
semanticscholar   +1 more source

Point Cloud Registration in Multidirectional Affine Transformation

open access: yesIEEE Photonics Journal, 2018
Point clouds scanned by three-dimensional lasers may be multidirectional affine transformed when the specifications for the products, laser scanners, and thermal expansion are incompatible.
Chang Wang   +3 more
doaj   +1 more source

MULTIPLE TLS POINT CLOUD REGISTRATION BASED ON POINT PROJECTION IMAGES [PDF]

open access: yesThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2018
In this paper, an efficient and robust registration method of multiple point clouds is proposed. In our research, we assume that point clouds are acquired by Terrestrial Laser Scanning (TLS) systems, and the scanned environments have a relatively flat ...
T. Sumi, H. Date, S. Kanai
doaj   +1 more source

Extend Your Own Correspondences: Unsupervised Distant Point Cloud Registration by Progressive Distance Extension [PDF]

open access: yesComputer Vision and Pattern Recognition
Registration of point clouds collected from a pair of distant vehicles provides a comprehensive and accurate 3D view of the driving scenario, which is vital for driving safety related applications, yet existing literature suffers from the expensive pose ...
Quan Liu   +5 more
semanticscholar   +1 more source

Modified LSHADE-SPACMA with new mutation strategy and external archive mechanism for numerical optimization and point cloud registration

open access: yesArtificial Intelligence Review
Numerical optimization and point cloud registration are critical research topics in the field of artificial intelligence. The differential evolution algorithm is an effective approach to address these problems, and LSHADE-SPACMA, the winning algorithm of
Shengwei Fu   +8 more
semanticscholar   +1 more source

Partial transport for point-cloud registration

open access: yesSampling Theory, Signal Processing, and Data Analysis
Abstract Point cloud registration is an important task in fields like robotics, computer graphics, and medical imaging, involving the determination of spatial relationships between point sets in 3D space. Real-world challenges, such as non-rigid movements and partial visibility, including occlusions and sensor noise, make non-rigid ...
Yiku Bai   +3 more
openaire   +2 more sources

A partial overlapping point cloud registration method based on dynamic feature matching

open access: yesDianxin kexue, 2021
The point cloud registration method can effectively complete the registration of point clouds with different overlap rates and various sizes, and ensure the accuracy of the 3D reconstruction model.To address the above issues, a partial overlapping point ...
Hui DU   +3 more
doaj   +2 more sources

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