AL-BSQ

Active Learning for Segmentation Based on Bayesian Sample Querying

A representativeness metric proposed for the acquisition function of an active learning framework. The code here implements the representativeness aspect of the two stage (uncertainty + representativeness) acqusition function proposed by Ozdemir et al. 2021.
Please feel free to report any issues/bugs.

Data I/O

A demo using publicly available dataset(s) from tensorflow-datasets module is provided in the repository.

Tested environment

• python 3.6
• tensorflow 1.14
• tensorflow-datasets 1.3
• numpy 1.17.4