Image Classification on CIFAR10 (train test)
355Execution TimeLeast confident
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Least confidentBackbone=VGG, Number of repetitions=12, Query batch size=800, Target accuracy threshold=80%, Stopping condition=80% accuracy or 1 hour2026.02 | 355 | 28 | 22,666 | 37 | 82 | 312 | |
| EntropyBackbone=VGG, Number of repetitions=12, Query batch size=800, Target accuracy threshold=80%, Stopping condition=80% accuracy or 1 hour2026.02 | 387 | 30 | 24,000 | 40 | 80 | 312 | |
| K-CentersBackbone=VGG, Number of repetitions=12, Query batch size=800, Target accuracy threshold=80%, Stopping condition=80% accuracy or 1 hour2026.02 | 2,821 | 26 | 20,800 | 34 | 80 | 212 | |
| Series K-Centers then BALDBackbone=VGG, Number of repetitions=12, Query batch size=800, Target accuracy threshold=80%, Stopping condition=80% accuracy or 1 hour2026.02 | 3,421 | 26 | 21,333 | 35 | 80 | 612 | |
| PowerBALDBackbone=VGG, Number of repetitions=12, Query batch size=800, Target accuracy threshold=80%, Stopping condition=80% accuracy or 1 hour2026.02 | 3,558 | 27 | 22,133 | 36 | 80 | 312 | |
| Margin samplingBackbone=VGG, Number of repetitions=12, Query batch size=800, Target accuracy threshold=80%, Stopping condition=80% accuracy or 1 hour2026.02 | 3,844 | 29 | 23,800 | 39 | 81 | 412 | |
| Adaptive feedback BALD - BADGEBackbone=VGG, Number of repetitions=12, Query batch size=800, Target accuracy threshold=80%, Stopping condition=80% accuracy or 1 hour2026.02 | 3,912 | 31 | 25,066 | 41 | 80 | 312 | |
| Random BALD - BADGEBackbone=VGG, Number of repetitions=12, Query batch size=800, Target accuracy threshold=80%, Stopping condition=80% accuracy or 1 hour2026.02 | 4,051 | 29 | 23,866 | 39 | 80 | 612 | |
| Annealing BALD - BADGEBackbone=VGG, Number of repetitions=12, Query batch size=800, Target accuracy threshold=80%, Stopping condition=80% accuracy or 1 hour2026.02 | 4,534 | 32 | 25,733 | 42 | 80 | 612 | |
| BADGEBackbone=VGG, Number of repetitions=12, Query batch size=800, Target accuracy threshold=80%, Stopping condition=80% accuracy or 1 hour2026.02 | 4,712 | 31 | 24,960 | 41 | 81 | 512 | |
| BALDBackbone=VGG, Number of repetitions=12, Query batch size=800, Target accuracy threshold=80%, Stopping condition=80% accuracy or 1 hour2026.02 | 5,526 | 35 | 28,000 | 46 | 81 | 212 |