Adaptive committees of feature-specific classifiers for image classification

  • Fagni T
  • Falchi F
  • Sebastiani F
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Abstract

We present a system for image classification based on an adaptive committee of five classifiers, each specialized on classifying images based on a single MPEG-7 feature. We test four different ways to set up such a committee, and obtain important accuracy improvements with respect to a baseline in which a single classifier, working an all five features at the same time, is employed.

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Fagni, T., Falchi, F., & Sebastiani, F. (2009). Adaptive committees of feature-specific classifiers for image classification. … of the 2nd International Workshop on …. Retrieved from http://pdf.aminer.org/000/348/779/an_adaptive_weighted_majority_vote_rule_for_combining_multiple_classifiers.pdf

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