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Large-Scale Real-Time Object Identification Based on Analytic Features

Stephan Hasler, Heiko Wersing, Stephan Kirstein, Edgar Körner, "Large-Scale Real-Time Object Identification Based on Analytic Features", Artificial Neural Networks – ICANN 2009, pp. 663–672, 2009.

Abstract

Inspired by biological findings, we present a system that is able to robustly identify a large number of pre-trained objects in real-time. In contrast to related work, we do not restrict the objects' pose to characteristic views but rotate them freely in hand in front of a cluttered background. We describe the essential system's ingredients, like prototype-based figure-ground segmentation, extraction of brain-like analytic features, and a simple classifier on top. Finally we analyze the performance of the system using databases of varying difficulty.



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