Table 8 Accuracy of active learning methods on ImageNet.
From: Unlabeled data selection for active learning in image classification
Method | Cycle 2 (%) | Cycle 4 (%) | Cycle 6 (%) | Cycle 8 |
|---|---|---|---|---|
Random sampling | 45.04 | 52.87 | 58.13 | 62.52 |
BALD | 47.23 | 55.49 | 61.05 | 65.33 |
Similarity-based selection | 44.57 | 53.04 | 58.78 | 63.21 |
Prediction probability-based selection | 48.09 | 55.81 | 61.59 | 66.05 |
