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 Geometric Optimization Problems in Computer Vision. Multimodal 3D Volume Registration, Discrete
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Geometric Optimization Problems in Computer Vision. Multimodal 3D Volume Registration, Discrete

издательство Книга по Требованию Локальные и корпоративные сети
Cтраниц 112        мягкая обложка       
Аннотация:We explore various optimization problems which appear in computer vision and image processing. We present the Nelder-Mead algorithms on Lie groups and describe its application to medical image registration. A widely used approach to image registration involves finding the transformation that maximizes the mutual information between two images, with the transformation restricted to be either rigid-body (i. e. , belonging to SE(3)) or volume-preserving (i. e. , belonging to SL(3)). Because the algorithms respect the geometric structure of the underlying transformation groups, they are numerically more stable, and exhibit better convergence properties than existing local coordinate-based algorithms. By exploiting the geometric structure of the underlying search spaces, we develop more efficient and robust ways to find optimal solutions. We present coordinate-invariant, geometric versions of the Nelder-Mead optimization algorithm on the transformation groups SL(3), SE(3), and its various subgroups, that are applicable to a wide class of image registration problems. Experimental results demonstrate the improved convergence properties of our geometrics algorithm.
Издательство: Книга по Требованию
Год:2008
Цена:
2007 руб
Нет в наличии
Поиск: Geometric Optimization Problems in Computer Vision. Multimodal 3D Volume Registration, Discrete
НОВЫЙ ГОД СИМВОЛ 2013 ГОДАУКРАШЕНИЯ
КАРНАВАЛ НА НОВЫЙ ГОД РАСПРОДАЖА
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