DocumentCode
2206625
Title
Recursive model optimization using ICP and free moving 3D data acquisition
Author
Blais, François ; Picard, Michel ; Godin, Guy
Author_Institution
Inst. for Inf. Technol., Nat. Res. Council of Canada, Ottawa, Ont., Canada
fYear
2003
fDate
6-10 Oct. 2003
Firstpage
251
Lastpage
258
Abstract
We describe a recursive multiresolution algorithm that reconstructs high-resolution and high-accuracy 3D images from low-resolution sparse range images or profiles. The method starts by creating a rough, partial, and potentially distorted estimate of the model of the object from an initial subset of sparse range data; then, using ICP algorithms, it recursively improves and refines the model by adding new range information. In parallel, real-time tracking of the object is performed in order to allow the laser scan to be automatically centered on the object. The end result is the creation of a high-resolution and accurate 3D model of a free-floating object, and real-time tracking of its position. Examples of the method are presented when the object and the 3D camera are moving freely with respect to each other. The system provides high accuracy hand-held laser scanning that does not require complex and costly mechanical scanning apparatus or external positioning devices.
Keywords
data acquisition; image reconstruction; image registration; image resolution; image scanners; iterative methods; optical scanners; optimisation; tracking; 3D camera; 3D data acquisition; hand-held laser scanning; high-accuracy 3D image reconstruction; high-resolution 3D image reconstruction; iterative closest point algorithm; low-resolution sparse range images; real-time tracking; recursive model optimization; recursive multiresolution algorithm; Councils; Data acquisition; Image reconstruction; Information technology; Iterative algorithms; Iterative closest point algorithm; Laser modes; Laser noise; Minimization methods; Recursive estimation;
fLanguage
English
Publisher
ieee
Conference_Titel
3-D Digital Imaging and Modeling, 2003. 3DIM 2003. Proceedings. Fourth International Conference on
Print_ISBN
0-7695-1991-1
Type
conf
DOI
10.1109/IM.2003.1240257
Filename
1240257
Link To Document