ML Anthology

Active Learning with Ensembles for Image Classification

Huan Liu, Amit Mandvikar, Patricia G. Foschi, Kari Torkkola
IJCAI 2003 pp. 1435-1436
doi:10.1007/978-1-4684-3243-5_7 /ijcai/2003/liu2003ijcai-active/

Abstract

In many real-world tasks of image classification, limited amounts of labeled data are available to train automatic classifiers. Consequently, extensive human expert involvement is required for verification. A novel solution is presented that makes use of active learning combined with an ensemble of classifiers for each class. The result is a significant reduction in required expert involvement for uncertain image region classification.

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Text

Liu et al. "Active Learning with Ensembles for Image Classification." International Joint Conference on Artificial Intelligence, 2003. doi:10.1007/978-1-4684-3243-5_7

Markdown

[Liu et al. "Active Learning with Ensembles for Image Classification." International Joint Conference on Artificial Intelligence, 2003.](https://mlanthology.org/ijcai/2003/liu2003ijcai-active/) doi:10.1007/978-1-4684-3243-5_7

BibTeX

@inproceedings{liu2003ijcai-active,
  title     = {{Active Learning with Ensembles for Image Classification}},
  author    = {Liu, Huan and Mandvikar, Amit and Foschi, Patricia G. and Torkkola, Kari},
  booktitle = {International Joint Conference on Artificial Intelligence},
  year      = {2003},
  pages     = {1435-1436},
  doi       = {10.1007/978-1-4684-3243-5_7},
  url       = {https://mlanthology.org/ijcai/2003/liu2003ijcai-active/}
}