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Calibrating Distributed Camera Networks

delete2008-10-01
delete56
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OA
AI
D
Dhanya Devarajan *
程兆麟 封面图
程兆麟 (Zhaolin Cheng)
R
Richard J. Radke
DOI:10.1109/JPROC.2008.928759delete
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摘要

摘要

En 中文
Recent developments in wireless sensor networks have made feasible distributed camera networks, in which cameras and processing nodes may be spread over a wide geographical area, with no centralized processor and limited ability to communicate a large amount of information over long distances. This paper overviews distributed algorithms for the calibration of such camera networks- that is, the automatic estimation of each camera's position, orientation, and focal length. in particular, we discuss a decentralized method for obtaining the vision graph for a distributed camera network, in which each edge of the graph represents two cameras that image a sufficiently large part of the same environment. We next describe a distributed algorithm in which each camera performs a local, robust nonlinear optimization over the camera parameters and scene points of its vision graph neighbors in order to obtain an initial calibration estimate. We then show how a distributed inference algorithm based on belief propagation can refine the initial estimate to be both accurate and globally consistent.
Keyword:
Belief propagation
bundle adjustment
camera calibration
distributed algorithms
metric reconstruction
sensor networks
structure from motion
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期刊

Proceedings of the IEEE 封面图
Proceedings of the IEEE
IF:
25.9
论文数:
9.9K
被引数:
4.5W

机构

R
rensselaer polytechnic institute
学者数:
7.0K
论文数: 6.5K
被引数: 6
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