In this paper we introduce a robust matching technique that allows very accurate selection of corresponding feature points from multiple views. Robustness is achieved by enforcing global geometric consistency at an early stage of the matching process, without the need of subsequent verification through reprojection. The global consistency is reduced to a pairwise compatibility making use of the size and orientation information provided by common feature descriptors, thus projecting what is a high-order compatibility problem into a pairwise setting. Then a game-theoretic approach is used to select a maximally consistent set of candidate matches, where highly compatible matches are enforced while incompatible correspondences are driven to extinction © 2010 IEEE.
A game-theoretic approach to robust selection of multi-view point correspondence / Rodolà, Emanuele; Albarelli, Andrea; Torsello, Andrea. - (2010), pp. 57-60. (Intervento presentato al convegno 2010 20th International Conference on Pattern Recognition, ICPR 2010 tenutosi a Istanbul; Turkey) [10.1109/ICPR.2010.23].
A game-theoretic approach to robust selection of multi-view point correspondence
Rodolà, Emanuele;
2010
Abstract
In this paper we introduce a robust matching technique that allows very accurate selection of corresponding feature points from multiple views. Robustness is achieved by enforcing global geometric consistency at an early stage of the matching process, without the need of subsequent verification through reprojection. The global consistency is reduced to a pairwise compatibility making use of the size and orientation information provided by common feature descriptors, thus projecting what is a high-order compatibility problem into a pairwise setting. Then a game-theoretic approach is used to select a maximally consistent set of candidate matches, where highly compatible matches are enforced while incompatible correspondences are driven to extinction © 2010 IEEE.File | Dimensione | Formato | |
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