| Year | Title | Author | Publication | Code | Tasks | Notes | Datasets | Notions |
|---|---|---|---|---|---|---|---|---|
| 2020 | State-Relabeling Adversarial Active Learning | Zhang et al. | CVPR | - | Image Classification | online uncertainty indicator, DNNs, Adversarial, Tra,Hard |
CIFAR-10, CIFAR-100,Caltech-101 | adversarial |
| 2020 | Deep Active Learning for Biased Datasets via Fisher Kernel Self-Supervision | Gudovskiy et al. | CVPR | - | Image CLassification | density, Fisher Kernel , None, Tra, Hard |
MNIST, SVHN, ImageNet | |
| 2020 | ViewAL: Active Learning With Viewpoint Entropy for Semantic Segmentation | Siddiqui et al. | CVPR | - | semantic segmentation | Viewpoint Entropy, Scan- Net and Matterport3D, None, FT+PT, Hard |
SceneNet-RGBD, ScanNet, and Matterport3D | multi-view datasets |