DocumentCode
2071324
Title
PDE-based multi-view depth estimation
Author
Strecha, Christoph ; Van Gool, Luc
Author_Institution
ESAT/PSI, Katholieke Univ., Leuven, Belgium
fYear
2002
fDate
2002
Firstpage
416
Lastpage
425
Abstract
The paper describes a method for depth extraction from multiple, calibrated images. Emphasis lies on the integration of multiple views during the matching process. This process is guided by the relative confidence that the system has in the data coming from the different views. This weighing is fine-grained in that it is determined for every pixel at every iteration. Reliable information spreads fast at the expense of less reliable data, both in terms of spatial communications and in terms of exchange between views. The resulting system can handle large disparities, depth discontinuities and occlusions. Moreover provisions are made to deal with intensity changes between corresponding pixels. Experimental results corroborate the viability of the approach and the improved results that can be expected from the system´s ability to deal with variable intensities.
Keywords
calibration; data visualisation; image sequences; PDE-based multi-view depth estimation; calibrated images; depth extraction; matching process; spatial communications; Calibration; Cameras; Computer vision; Data mining; Image motion analysis; Layout; Nonlinear optics; Optical distortion; Optical sensors; Stereo vision;
fLanguage
English
Publisher
ieee
Conference_Titel
3D Data Processing Visualization and Transmission, 2002. Proceedings. First International Symposium on
Print_ISBN
0-7695-1521-4
Type
conf
DOI
10.1109/TDPVT.2002.1024097
Filename
1024097
Link To Document