Paper | Code | Accuracy | ModelName | ReleaseDate |
---|---|---|---|---|
Active Learning on a Budget: Opposite Strategies Suit High and Low Budgets | ✓ Link | 93.2 | TypiClust | 2022-02-06 |
PT4AL: Using Self-Supervised Pretext Tasks for Active Learning | ✓ Link | 93.1 | PT4AL | 2022-01-19 |
Learning Loss for Active Learning | ✓ Link | 91.01 | Learning loss | 2019-05-09 |
Sequential Graph Convolutional Network for Active Learning | ✓ Link | 90.70 | CoreGCN | 2020-06-18 |
Active Learning for Convolutional Neural Networks: A Core-Set Approach | ✓ Link | 89.92 | Core-set | 2017-08-01 |
Towards Robust and Reproducible Active Learning Using Neural Networks | ✓ Link | 88.45 | Random Baseline (Resnet18) | 2020-02-21 |
Towards Robust and Reproducible Active Learning Using Neural Networks | ✓ Link | 85.09 | Random Baseline (VGG16) | 2020-02-21 |