Input Selection on ImageNet (unlabeled pool)
67Selection Time (s)SETS
Evaluation results
| Method | Links | |
|---|---|---|
| SETSSelection size=b=3%2026.01 | 67 | |
| MarginSelection size=b=3%2026.01 | 70 | |
| MarginSelection size=b=5%2026.01 | 70 | |
| MarginSelection size=b=7%2026.01 | 70 | |
| MarginSelection size=b=10%2026.01 | 70 | |
| MarginSelection size=b=15%2026.01 | 70 | |
| MarginSelection size=b=20%2026.01 | 70 | |
| CBD-based selectionSelection size=b=3%2026.01 | 71 | |
| CBD-based selectionSelection size=b=5%2026.01 | 73 | |
| CBD-based selectionSelection size=b=7%2026.01 | 76 | |
| CBD-based selectionSelection size=b=10%2026.01 | 85 | |
| SETSSelection size=b=5%2026.01 | 86 | |
| CBD-based selectionSelection size=b=15%2026.01 | 111 | |
| CBD-based selectionSelection size=b=20%2026.01 | 154 | |
| SETSSelection size=b=7%2026.01 | 254 | |
| SETSSelection size=b=10%2026.01 | 826 | |
| DATISSelection size=b=3%2026.01 | 970 | |
| DATISSelection size=b=5%2026.01 | 970 | |
| DATISSelection size=b=7%2026.01 | 970 | |
| DATISSelection size=b=10%2026.01 | 970 | |
| DATISSelection size=b=15%2026.01 | 970 | |
| DATISSelection size=b=20%2026.01 | 970 | |
| DeepGDSelection size=b=3%2026.01 | 2,644 | |
| SETSSelection size=b=15%2026.01 | 2,796 | |
| DeepGDSelection size=b=5%2026.01 | 4,960 | |
| SETSSelection size=b=20%2026.01 | 7,091 | |
| DeepGDSelection size=b=7%2026.01 | 8,292 | |
| DeepGDSelection size=b=10%2026.01 | 25,984 | |
| RTSSelection size=b=3%2026.01 | 73,080 | |
| RTSSelection size=b=5%2026.01 | 73,080 | |
| RTSSelection size=b=7%2026.01 | 73,080 | |
| RTSSelection size=b=10%2026.01 | 73,080 | |
| RTSSelection size=b=15%2026.01 | 73,080 | |
| RTSSelection size=b=20%2026.01 | 73,080 | |
| DeepGDSelection size=b=15%2026.01 | 89,174 | |
| DeepGDSelection size=b=20%2026.01 | 233,744 |