Title :
A Comparison of PMD-Cameras and Stereo-Vision for the Task of Surface Reconstruction using Patchlets
Author :
Beder, Christian ; Bartczak, Bogumil ; Koch, Reinhard
Author_Institution :
Univ. of Kiel, Kiel
Abstract :
Recently real-time active 3D range cameras based on time-of-flight technology (PMD) have become available. Those cameras can be considered as a competing technique for stereo-vision based surface reconstruction. Since those systems directly yield accurate 3d measurements, they can be used for benchmarking vision based approaches, especially in highly dynamic environments. Therefore, a comparative study of the two approaches is relevant. In this work the achievable accuracy of the two techniques, PMD and stereo, is compared on the basis of patch-let estimation. As patchlet we define an oriented small planar 3d patch with associated surface normal. Least-squares estimation schemes for estimating patchlets from PMD range images as well as from a pair of stereo images are derived. It is shown, how the achivable accuracy can be estimated for both systems. Experiments under optimal conditions for both systems are performed and the achievable accuracies are compared. It has been found that the PMD system outperformed the stereo system in terms of achievable accuracy for distance measurements, while the estimation of normal direction is comparable for both systems.
Keywords :
image reconstruction; image sensors; least squares approximations; stereo image processing; PMD-cameras; benchmarking vision; least-squares estimation; patchlet estimation; real-time active 3D range cameras; stereo-vision; surface reconstruction; time-of-flight technology; Application software; Cameras; Computer science; Computer vision; Distance measurement; Image reconstruction; Stereo image processing; Stereo vision; Surface emitting lasers; Surface reconstruction;
Conference_Titel :
Computer Vision and Pattern Recognition, 2007. CVPR '07. IEEE Conference on
Conference_Location :
Minneapolis, MN
Print_ISBN :
1-4244-1179-3
Electronic_ISBN :
1063-6919
DOI :
10.1109/CVPR.2007.383348