---
title: "Active Learning with Ensembles for Image Classification"
authors:
  - "Huan Liu"
  - "Amit Mandvikar"
  - "Patricia G. Foschi"
  - "Kari Torkkola"
doi: ""
url: "https://ijcai.org/proceedings/2003/227"
pdf: "https://ijcai.org/proceedings/2003/0227.pdf"
venue: "Proceedings of the Eighteenth International Joint Conference on Artificial Intelligence"
year: 2003
pages: "1435-1435"
track: ""
keywords:
---

# Active Learning with Ensembles for Image Classification

Huan Liu, Amit Mandvikar, Patricia G. Foschi, Kari Torkkola

*Proceedings of the Eighteenth International Joint Conference on Artificial Intelligence*, pages 1435-1435.

## 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.