3D Structure Recovery From Stereo Using Synchronous Optimization Processes
Author(s) -
Tarkan Aydın,
Yusuf Sinan Akgül
Publication year - 2006
Publication title -
citeseer x (the pennsylvania state university)
Language(s) - English
Resource type - Conference proceedings
DOI - 10.5244/c.20.120
Subject(s) - robustness (evolution) , initialization , maxima and minima , computer science , synchronization (alternating current) , energy minimization , computer vision , artificial intelligence , ground truth , stereo cameras , computer stereo vision , optimization problem , algorithm , stereopsis , mathematics , mathematical analysis , computer network , biochemistry , chemistry , channel (broadcasting) , computational chemistry , gene , programming language
This paper presents a novel system that uses two synchronous optimization processes to recover 3D structure from recti ed stereo image pairs. The synchronization of the processes are done by energy terms that inform the optimization processes about the recovered positions of each other. This information is used to direct the optimizations towards a better direction. The system is initialization insensitive and it is very robust against local minima. We performed experiments on real and synthetic images with ground truth that showed the effectiveness and the robustness of our system. We also compared our system to other systems for further validation.
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