single training example

12

NIPS
2004

137views Information Technology» more NIPS 2004»

Object Classification from a Single Example Utilizing Class Relevance Metrics

13 years 5 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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15

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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

14 years 6 months ago

Download www.vision.caltech.edu

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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12

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CVPR
2000
IEEE

117views Computer Vision» more CVPR 2000»

Learning from One Example through Shared Densities on Transforms

14 years 6 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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