Active Learning on fMoW (test)
98.41AccuracyParBaLS EPIG
Evaluation Results
| Method | Links | |
|---|---|---|
| ParBaLS EPIGBudget=100+10x20, Encoder=CLIP-ViT-B/32, PCA Dimensions=3422025.10 | 98.41 | |
| ParBaLS-MAP EPIGBudget=100+10x20, Encoder=CLIP-ViT-B/32, PCA Dimensions=3422025.10 | 97.87 | |
| EPIGBudget=100+10x20, Encoder=CLIP-ViT-B/32, PCA Dimensions=3422025.10 | 97.06 | |
| SoftRankEPIGBudget=100+10x20, Encoder=CLIP-ViT-B/32, PCA Dimensions=3422025.10 | 96.09 | |
| SoftRankBALDBudget=100+10x20, Encoder=CLIP-ViT-B/32, PCA Dimensions=3422025.10 | 94.12 | |
| SoftmaxEPIGBudget=100+10x20, Encoder=CLIP-ViT-B/32, PCA Dimensions=3422025.10 | 92.66 | |
| BALDBudget=100+10x20, Encoder=CLIP-ViT-B/32, PCA Dimensions=3422025.10 | 91.78 | |
| PowerBALDBudget=100+10x20, Encoder=CLIP-ViT-B/32, PCA Dimensions=3422025.10 | 91.42 | |
| PowerEPIGBudget=100+10x20, Encoder=CLIP-ViT-B/32, PCA Dimensions=3422025.10 | 90.59 | |
| SoftmaxBALDBudget=100+10x20, Encoder=CLIP-ViT-B/32, PCA Dimensions=3422025.10 | 90.44 |