Image Classification on CIFAR-100 (test) (Label Budget Accuracy 10%-50%)
41.42Accuracy (10% Budget)PruneFuse
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PruneFusep=0.5, Selection Metric=Least Conf., Architecture=ResNet-1102026.03 | 41.42 | 55.91 | 62.43 | 66.95 | 69.79 | |
| PruneFusep=0.5, Selection Metric=Greedy k, Architecture=ResNet-1102026.03 | 41.22 | 55.7 | 62.27 | 66.2 | 68.86 | |
| PruneFusep=0.5, Selection Metric=Entropy, Architecture=ResNet-1102026.03 | 40.83 | 56.29 | 62.62 | 66.91 | 69.96 | |
| PruneFusep=0.7, Selection Metric=Greedy k, Architecture=ResNet-1102026.03 | 40.44 | 52.56 | 59.83 | 64.5 | 66.99 | |
| PruneFusep=0.5, Selection Metric=Random, Architecture=ResNet-1102026.03 | 40.36 | 55.48 | 61.14 | 65.03 | 67.85 | |
| PruneFusep=0.6, Selection Metric=Random, Architecture=ResNet-1102026.03 | 40.24 | 53.38 | 59.93 | 64.7 | 66.62 | |
| PruneFusep=0.6, Selection Metric=Greedy k, Architecture=ResNet-1102026.03 | 39.99 | 54.91 | 61.04 | 64.69 | 67.6 | |
| PruneFusep=0.7, Selection Metric=Random, Architecture=ResNet-1102026.03 | 39.46 | 52.89 | 59.92 | 63.69 | 66.3 | |
| PruneFusep=0.6, Selection Metric=Entropy, Architecture=ResNet-1102026.03 | 38.78 | 53.13 | 61.42 | 65.62 | 68.89 | |
| Baseline ALSelection Metric=Least Conf., Architecture=ResNet-1102026.03 | 38.61 | 54.47 | 61.46 | 65.96 | 68.91 | |
| PruneFusep=0.6, Selection Metric=Least Conf., Architecture=ResNet-1102026.03 | 38.52 | 54.9 | 61.5 | 66.14 | 69.03 | |
| PruneFusep=0.8, Selection Metric=Least Conf., Architecture=ResNet-1102026.03 | 38.33 | 52.89 | 60.08 | 65.12 | 68.06 | |
| PruneFusep=0.8, Selection Metric=Random, Architecture=ResNet-1102026.03 | 38.22 | 53.37 | 59.84 | 64.31 | 67.23 | |
| Baseline ALSelection Metric=Entropy, Architecture=ResNet-1102026.03 | 38 | 54.71 | 60.82 | 66.19 | 68.79 | |
| Baseline ALSelection Metric=Random, Architecture=ResNet-1102026.03 | 37.88 | 52.84 | 59.41 | 64.11 | 67.22 | |
| PruneFusep=0.7, Selection Metric=Least Conf., Architecture=ResNet-1102026.03 | 37.83 | 53.08 | 61.41 | 65.77 | 68.03 | |
| PruneFusep=0.8, Selection Metric=Greedy k, Architecture=ResNet-1102026.03 | 37.72 | 50.55 | 57.39 | 61.79 | 65.21 | |
| Baseline ALSelection Metric=Greedy k, Architecture=ResNet-1102026.03 | 37.41 | 53.86 | 61.44 | 65.73 | 68.17 | |
| PruneFusep=0.7, Selection Metric=Entropy, Architecture=ResNet-1102026.03 | 36.53 | 52.97 | 59.82 | 64.97 | 68.64 | |
| PruneFusep=0.8, Selection Metric=Entropy, Architecture=ResNet-1102026.03 | 35.34 | 51.88 | 59.8 | 64.58 | 68.02 |