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
@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} }