Tag: Pattern Recognition
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Saliency for Fine-grained Object Recognition in Domains with Scarce Training Data
Carola Figueroa Flores, Abel Gonzalez-García, Joost van de Weijer, Bogdan Raducanu Read Full Paper → This paper investigates the role of saliency to improve the classification accuracy of a Convolutional Neural Network (CNN) for the case when scarce training data is available. Our approach consists in adding a saliency branch to an existing CNN architecture which is used […]
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Leveraging local neighborhood topology for large scale person re-identification
Svebor Karaman, Giuseppe Lisanti, Andrew D. Bagdanov, Alberto Del Bimbo Read Full Paper → In this paper we describe a semi-supervised approach to person re-identification that combines discriminative models of person identity with a Conditional Random Field (CRF) to exploit the local manifold approximation induced by the nearest neighbor graph in feature space. The linear […]