The Power of Ensembles for Active Learning in Image Classification

• Published in: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition pp. 9368 - 9377
• Main Authors: Beluch, William H., Genewein, Tim, Nurnberger, Andreas, Kohler, Jan M.
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2018
• Subjects: Data models; Labeling; Monte Carlo methods; Neural networks; Training; Uncertainty

Deep learning methods have become the de-facto standard for challenging image processing tasks such as image classification. One major hurdle of deep learning approaches is that large sets of labeled data are necessary, which can be prohibitively costly to obtain, particularly in medical image diagn...