Calibration and low-level data fusion algorithms for a parallel 2D/3D-camera

In this article we propose a calibration algorithm and three low-level data fusion algorithms for a parallel 2D/3D-camera system. A parallel 2D/3D-camera is a hardware setup of a range camera and a high-resolution gray-value camera spatially related to each other by a fixed translation. The proposed...

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Published inInformation fusion Vol. 12; no. 1; pp. 37 - 47
Main Authors Hanning, T., Lasaruk, A., Tatschke, T.
Format Journal Article
LanguageEnglish
Published Elsevier B.V 2011
Subjects
Online AccessGet full text
ISSN1566-2535
1872-6305
DOI10.1016/j.inffus.2010.01.006

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Abstract In this article we propose a calibration algorithm and three low-level data fusion algorithms for a parallel 2D/3D-camera system. A parallel 2D/3D-camera is a hardware setup of a range camera and a high-resolution gray-value camera spatially related to each other by a fixed translation. The proposed calibration algorithm utilizes the fact that for known calibration patterns the range reconstruction accuracy of the gray-value camera is significantly higher than that of the range sensor. Using the calibrated 2D/3D-camera we identify the range pixels within the gray-value image for each pair of acquired camera images. We present three low-level data fusion approaches assigning range information to each gray-value pixel based on different neighborhood relations to the identified range pixels: one-nearest neighbor, nearest neighbors in the surrounding Delaunay-triangle, and nearest neighbors constrained by a gray-value image segmentation. We demonstrate the applicability, efficiency and accuracy of our calibration and fusion algorithms on real and synthetic data. Our real experiments are performed on a 2D/3D-camera comprising a Siemens 64 × 8-pixel time-of-flight range camera developed within the European project PReVENT (UseRCams) and a common gray-value camera.
AbstractList In this article we propose a calibration algorithm and three low-level data fusion algorithms for a parallel 2D/3D-camera system. A parallel 2D/3D-camera is a hardware setup of a range camera and a high-resolution gray-value camera spatially related to each other by a fixed translation. The proposed calibration algorithm utilizes the fact that for known calibration patterns the range reconstruction accuracy of the gray-value camera is significantly higher than that of the range sensor. Using the calibrated 2D/3D-camera we identify the range pixels within the gray-value image for each pair of acquired camera images. We present three low-level data fusion approaches assigning range information to each gray-value pixel based on different neighborhood relations to the identified range pixels: one-nearest neighbor, nearest neighbors in the surrounding Delaunay-triangle, and nearest neighbors constrained by a gray-value image segmentation. We demonstrate the applicability, efficiency and accuracy of our calibration and fusion algorithms on real and synthetic data. Our real experiments are performed on a 2D/3D-camera comprising a Siemens 64 × 8-pixel time-of-flight range camera developed within the European project PReVENT (UseRCams) and a common gray-value camera.
Author Tatschke, T.
Lasaruk, A.
Hanning, T.
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10.1109/JSSC.2004.829927
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Keywords Nearest neighbor
Fusion of range and image data
Calibration
Nearest neighbor by segmentation
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SubjectTerms Calibration
Fusion of range and image data
Nearest neighbor
Nearest neighbor by segmentation
Title Calibration and low-level data fusion algorithms for a parallel 2D/3D-camera
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