Please use this identifier to cite or link to this item: http://hdl.handle.net/10397/81253
Title: Fast pairwise coarse registration between point clouds of construction sites using 2D projection based phase correlation
Authors: Huang, R
Ye, Z
Boerner, R
Yao, W 
Xu, Y
Stilla, U
Keywords: 2D matching
Automation construction
Coarse registration
Phase correlation
Point cloud
Issue Date: 2019
Publisher: Copernicus GmbH
Source: International archives of the photogrammetry, remote sensing and spatial information sciences, 2019, v. 42, no. 2/W13, p. 1015-1020 How to cite?
Journal: International archives of the photogrammetry, remote sensing and spatial information sciences 
Abstract: For conducting change detection using 3D scans of a construction site, the registration between point clouds at different acquisition times is normally necessary. However, due to the complexity of constructing areas, the automatic registration of temporal scans is a challenging problem. In this work, we propose a fast and maker-free method for coarse registration between point clouds by converting the 3D matching problem into a 2D correlation problem, taking the special properties of building structures into consideration. Our proposed method consists of two major steps: the conversion from 3D points to 2D image data and the estimation of transformation parameters between 2D images in the frequency domain. In the conversion step, the point cloud of each scan is projected into a 2D grey image, by which the ground footprint of the point cloud is obtained. In the following step, we represent the 2D image in frequency-domain and estimate the horizontal transformation parameters by using Fourier-Mellin transformation. A real application is performed to validate the feasibility and effectiveness of our workflow using photogrammetric point clouds of a construction site in two different acquisition time. Regarding the real application of coarse registration of point clouds, our proposed method can achieve a registration error of less than 1 degree and more efficient than the classical baseline methods for the fast orientation between scans.
Description: 4th ISPRS Geospatial Week 2019, Netherlands, 10-14 June 2019
URI: http://hdl.handle.net/10397/81253
ISSN: 1682-1750
EISSN: 2194-9034
DOI: 10.5194/isprs-archives-XLII-2-W13-1015-2019
Rights: © Authors 2019. CC BY 4.0 License. This work is distributed under the Creative Commons Attribution 4.0 License.
The following publication Huang, R., Ye, Z., Boerner, R., Yao, W., Xu, Y., and Stilla, U.: FAST PAIRWISE COARSE REGISTRATION BETWEEN POINT CLOUDS OF CONSTRUCTION SITES USING 2D PROJECTION BASED PHASE CORRELATION, Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2/W13, 1015-1020 is available at https://doi.org/10.5194/isprs-archives-XLII-2-W13-1015-2019, 2019
Appears in Collections:Conference Paper

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