Sampling on CIFAR-10
0.3Sampling Time (s)SETS
Evaluation Results
| Method | Links | |
|---|---|---|
| SETSSelection size=b=3%2026.01 | 0.3 | |
| SETSSelection size=b=5%2026.01 | 0.5 | |
| SETSSelection size=b=7%2026.01 | 1 | |
| CBD-based selectionSelection size=b=3%2026.01 | 2 | |
| CBD-based selectionSelection size=b=5%2026.01 | 2 | |
| CBD-based selectionSelection size=b=7%2026.01 | 2 | |
| CBD-based selectionSelection size=b=10%2026.01 | 2 | |
| CBD-based selectionSelection size=b=15%2026.01 | 2 | |
| MarginSelection size=b=3%2026.01 | 2 | |
| MarginSelection size=b=5%2026.01 | 2 | |
| MarginSelection size=b=7%2026.01 | 2 | |
| MarginSelection size=b=10%2026.01 | 2 | |
| MarginSelection size=b=15%2026.01 | 2 | |
| MarginSelection size=b=20%2026.01 | 2 | |
| SETSSelection size=b=10%2026.01 | 2 | |
| CBD-based selectionSelection size=b=20%2026.01 | 3 | |
| DATISSelection size=b=3%2026.01 | 5 | |
| DATISSelection size=b=5%2026.01 | 5 | |
| DATISSelection size=b=7%2026.01 | 5 | |
| DATISSelection size=b=10%2026.01 | 5 | |
| DATISSelection size=b=15%2026.01 | 5 | |
| DATISSelection size=b=20%2026.01 | 5 | |
| SETSSelection size=b=15%2026.01 | 5 | |
| SETSSelection size=b=20%2026.01 | 12 | |
| RTSSelection size=b=3%2026.01 | 72 | |
| RTSSelection size=b=5%2026.01 | 72 | |
| RTSSelection size=b=7%2026.01 | 72 | |
| RTSSelection size=b=10%2026.01 | 72 | |
| RTSSelection size=b=15%2026.01 | 72 | |
| RTSSelection size=b=20%2026.01 | 72 | |
| i-ResNetNumber of iterations=100, Number of samples=64, Hardware=NVIDIA TITAN Xp2019.07 | 99.41 | |
| MintNetNumber of iterations=120, Number of samples=64, Hardware=NVIDIA TITAN Xp2019.07 | 117.83 | |
| DeepGDSelection size=b=3%2026.01 | 959 | |
| DeepGDSelection size=b=5%2026.01 | 1,341 | |
| DeepGDSelection size=b=7%2026.01 | 1,966 | |
| AutoregressiveNumber of iterations=1, Number of samples=64, Hardware=NVIDIA TITAN Xp2019.07 | 2,889.64 | |
| DeepGDSelection size=b=10%2026.01 | 3,476 | |
| DeepGDSelection size=b=15%2026.01 | 5,293 | |
| DeepGDSelection size=b=20%2026.01 | 9,067 |