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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Agarwal, S. Snavely, N. Seitz, S.M. |
| Copyright Year | 2008 |
| Description | Author affiliation: Univ. of Washington, Seattle, WA (Agarwal, S.; Snavely, N.; Seitz, S.M.) |
| Abstract | Many problems in multi-view geometry, when posed as minimization of the maximum reprojection error across observations, can be solved optimally in polynomial time. We show that these problems are instances of a convex-concave generalized fractional program. We survey the major solution methods for solving problems of this form and present them in a unified framework centered around a single parametric optimization problem. We propose two new algorithms and show that the algorithm proposed by Olsson et al. [21] is a special case of a classical algorithm for generalized fractional programming. The performance of all the algorithms is compared on a variety of datasets, and the algorithm proposed by Gugat [12] stands out as a clear winner. An open source MATLAB toolbox that implements all the algorithms presented here is made available. |
| Starting Page | 1 |
| Ending Page | 8 |
| File Size | 263735 |
| Page Count | 8 |
| File Format | |
| ISBN | 9781424422425 |
| ISSN | 10636919 |
| DOI | 10.1109/CVPR.2008.4587713 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2008-06-23 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Optimization methods Geometry Large-scale systems Cameras MATLAB Motion estimation Minimization methods Polynomials Heart Minimax techniques |
| Content Type | Text |
| Resource Type | Article |
| Subject | Computer Vision and Pattern Recognition Software |
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