single training example

35

NIPS
2004

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Object Classification from a Single Example Utilizing Class Relevance Metrics

14 years 1 months ago

We describe a framework for learning an object classifier from a single example. This goal is achieved by emphasizing the relevant dimensions for classification using available ex...

Michael Fink 0002

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47

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CVPR
2005
IEEE

233views Computer Vision» more CVPR 2005»

Cross-Generalization: Learning Novel Classes from a Single Example by Feature Replacement

15 years 2 months ago

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We develop an object classification method that can learn a novel class from a single training example. In this method, experience with already learned classes is used to facilita...

Evgeniy Bart, Shimon Ullman

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44

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CVPR
2000
IEEE

117views Computer Vision» more CVPR 2000»

Learning from One Example through Shared Densities on Transforms

15 years 2 months ago

Download www.cs.umass.edu

We define a process called congealing in which elements of a dataset (images) are brought into correspondence with each other jointly, producing a data-defined model. It is based ...

Erik G. Miller, Nicholas E. Matsakis, Paul A. Viol...

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