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 The IMAGE Framework. Unsupervised Learning for Object Recognition
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The IMAGE Framework. Unsupervised Learning for Object Recognition

издательство Книга по Требованию Прочие виды транспорта
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Аннотация:Experiments with the Amsterdam Library of Object Images (ALOI) shows that the method also works, without any parameter change, for another set of images. This is also motivated from cognitive science that showed that human vision is able to interpolate between views. Experiments with real objects show that the recognition performance is robust in the case of cluttered scenes, partial occlusion, in-plane rotation and scale changes. Most existing learning approaches store a collection of training views neglecting their relations. The IMAGE framework allows an unsupervised learning of complex 3D objects and a recognition in cluttered scenes, under scale changes and in case of partial occlusions. Local correspondences are determined autonomously for an unordered and unlabelled training set and are used to learn the view-dependent variation of the object`s features. Each feature is tracked through the object`s training set giving a view-dependent feature model. An exhaustive matching is avoided by a clustering of the local features. We achieve a recognition performance that is comparable to a standard SIFT approach although the IMAGE framework is able to learn unsupervised.
Издательство: Книга по Требованию
Год:2008
Цена:
2415 руб
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Поиск: The IMAGE Framework. Unsupervised Learning for Object Recognition
НОВЫЙ ГОД СИМВОЛ 2013 ГОДАУКРАШЕНИЯ
КАРНАВАЛ НА НОВЫЙ ГОД РАСПРОДАЖА
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