Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TypiClust | 93.2 | No | Active Learning on a Budget: Opposite Strategies... | 2022-02-06 | Code |
| 2 | PT4AL | 93.1 | No | PT4AL: Using Self-Supervised Pretext Tasks for A... | 2022-01-19 | Code |
| 3 | Learning loss | 91.01 | No | Learning Loss for Active Learning | 2019-05-09 | Code |
| 4 | CoreGCN | 90.7 | No | Sequential Graph Convolutional Network for Activ... | 2020-06-18 | Code |
| 5 | Core-set | 89.92 | No | Active Learning for Convolutional Neural Network... | 2017-08-01 | Code |
| 6 | Random Baseline (Resnet18) | 88.45 | No | Towards Robust and Reproducible Active Learning ... | 2020-02-21 | Code |
| 7 | Random Baseline (VGG16) | 85.09 | No | Towards Robust and Reproducible Active Learning ... | 2020-02-21 | Code |