Active Learning on CIFAR-10 (test)
95.4AccuracyParBaLS EPIG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ParBaLS EPIGBudget=100+10x20, Encoder=DINOv2-ViT-S/14, PCA Dimensions=3482025.10 | 95.4 | — | |
| ParBaLS-MAP EPIGBudget=100+10x20, Encoder=DINOv2-ViT-S/14, PCA Dimensions=3482025.10 | 94.93 | — | |
| EPIGBudget=100+10x20, Encoder=DINOv2-ViT-S/14, PCA Dimensions=3482025.10 | 93.82 | — | |
| SoftRankEPIGBudget=100+10x20, Encoder=DINOv2-ViT-S/14, PCA Dimensions=3482025.10 | 92.95 | — | |
| SoftRankBALDBudget=100+10x20, Encoder=DINOv2-ViT-S/14, PCA Dimensions=3482025.10 | 91.74 | — | |
| PowerBALDBudget=100+10x20, Encoder=DINOv2-ViT-S/14, PCA Dimensions=3482025.10 | 90.06 | — | |
| SoftmaxEPIGBudget=100+10x20, Encoder=DINOv2-ViT-S/14, PCA Dimensions=3482025.10 | 89.08 | — | |
| SoftmaxBALDBudget=100+10x20, Encoder=DINOv2-ViT-S/14, PCA Dimensions=3482025.10 | 88.9 | — | |
| PowerEPIGBudget=100+10x20, Encoder=DINOv2-ViT-S/14, PCA Dimensions=3482025.10 | 88.54 | — | |
| BALDBudget=100+10x20, Encoder=DINOv2-ViT-S/14, PCA Dimensions=3482025.10 | 88.25 | — | |
| MarginNumber of labeled samples=20002026.07 | 80.5 | — | |
| BADGENumber of labeled samples=20002026.07 | 80.2 | — | |
| EntropyNumber of labeled samples=20002026.07 | 79.4 | — | |
| GRINCO-bNumber of labeled samples=20002026.07 | 79.2 | — | |
| RandomNumber of labeled samples=20002026.07 | 78.4 | — | |
| GRINCONumber of labeled samples=20002026.07 | 78.2 | — | |
| EuclideanNumber of labeled samples=20002026.07 | 77 | — | |
| REGradacquisition_cycles=102024.04 | 39.28 | 2.067 | |
| ExGradacquisition_cycles=102024.04 | 39.2 | 2.069 | |
| NEGradacquisition_cycles=102024.04 | 39.13 | 2.074 | |
| GradNormacquisition_cycles=102024.04 | 39.02 | 2.069 | |
| Perturb thetaacquisition_cycles=10, perturbation_target=parameters2024.04 | 38.97 | 2.07 | |
| UNGradacquisition_cycles=102024.04 | 38.9 | 2.071 | |
| Entropyacquisition_cycles=102024.04 | 38.73 | 2.074 | |
| ExGrad V Termacquisition_cycles=102024.04 | 38.66 | 2.071 | |
| Perturb xacquisition_cycles=10, perturbation_target=input2024.04 | 38.57 | 2.072 | |
| MC-AAacquisition_cycles=102024.04 | 38.57 | 2.073 | |
| Inserted Dropoutacquisition_cycles=102024.04 | 38.34 | 2.075 | |
| LAacquisition_cycles=102024.04 | 37.56 | 2.083 |