2009
Conference article  Unknown

Adaptive committees of feature-specific classifiers for image classification

Fagni T., Falchi F., Sebastiani F.

Image classification  Classifier committees  Classifier ensembles  MPEG-7 

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.

Source: 2nd International Workshop on Image Mining Theory and Applications, pp. 113–122, Lisbon, PT, 7 febbraio 2009

Publisher: INSTICC Press - Institute for Systems and Technologies of Information, Control and Communication, Setubal, PRT



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BibTeX entry
@inproceedings{oai:it.cnr:prodotti:91944,
	title = {Adaptive committees of feature-specific classifiers for image classification},
	author = {Fagni T. and Falchi F. and Sebastiani F.},
	publisher = {INSTICC Press - Institute for Systems and Technologies of Information, Control and Communication, Setubal, PRT},
	booktitle = {2nd International Workshop on Image Mining Theory and Applications, pp. 113–122, Lisbon, PT, 7 febbraio 2009},
	year = {2009}
}