Table 5 Accuracy of Active Learning Methods on MNIST.
From: Unlabeled data selection for active learning in image classification
Method | Cycle 2 | (%)Cycle 4 | (%)Cycle 6 | (%)Cycle 8 |
|---|---|---|---|---|
Random sampling | 90.52 | 93.23 | 95.16 | 96.32 |
BALD | 91.81 | 94.78 | 96.52 | 97.47 |
Similarity-based selection | 90.34 | 93.83 | 95.46 | 96.78 |
Prediction probability-based selection | 92.06 | 94.58 | 96.89 | 97.63 |
