DocumentCode :
799679
Title :
Real-time range acquisition by adaptive structured light
Author :
Koninckx, Thomas P. ; Van Gool, Luc
Author_Institution :
Katholieke Univ. Leuven, Leuven-Heverlee, Belgium
Volume :
28
Issue :
3
fYear :
2006
fDate :
3/1/2006 12:00:00 AM
Firstpage :
432
Lastpage :
445
Abstract :
The goal of this paper is to provide a "self-adaptive" system for real-time range acquisition. Reconstructions are based on a single frame structured light illumination. Instead of using generic, static coding that is supposed to work under all circumstances, system adaptation is proposed. This occurs on-the-fly and renders the system more robust against instant scene variability and creates suitable patterns at startup. A continuous trade-off between speed and quality is made. A weighted combination of different coding cues - based upon pattern color, geometry, and tracking - yields a robust way to solve the correspondence problem. The individual coding cues are automatically adapted within a considered family of patterns. The weights to combine them are based on the average consistency with the result within a small time-window. The integration itself is done by reformulating the problem as a graph cut. Also, the camera-projector configuration is taken into account for generating the projection patterns. The correctness of the range maps is not guaranteed, but an estimation of the uncertainty is provided for each part of the reconstruction. Our prototype is implemented using unmodified consumer hardware only and, therefore, is cheap. Frame rates vary between 10 and 25 fps, dependent on scene complexity.
Keywords :
adaptive systems; graph theory; image reconstruction; lighting; pattern recognition; adaptive single frame structured light illumination; camera-projector configuration; coding cues; correspondence problem; graph cut; instant scene variability; pattern color; projection patterns; real-time range acquisition; scene complexity; self-adaptive system; uncertainty estimation; Feedback; Geometry; Hardware; Image reconstruction; Layout; Lighting; Prototypes; Real time systems; Robustness; Uncertainty; Index Terms- Imaging geometry; depth cues; range data; real-time systems.; shape; Algorithms; Artificial Intelligence; Cluster Analysis; Computer Systems; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Information Storage and Retrieval; Light; Pattern Recognition, Automated; Photogrammetry; Photometry; Reproducibility of Results; Sensitivity and Specificity;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/TPAMI.2006.62
Filename :
1580487
Link To Document :
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