Image Classification on CIFAR10 (Speedup and Memory)
16.52SpeedupTransductive-SUBSELNET
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Transductive-SUBSELNETRAR Target=20%2024.09 | 16.52 | 53.67 | |
| Inductive-SUBSELNETRAR Target=20%2024.09 | 8.99 | 99.54 | |
| Transductive-SUBSELNETRAR Target=10%2024.09 | 5.61 | 142.45 | |
| PruningRAR Target=20%2024.09 | 5.53 | 139.41 | |
| EL2NRAR Target=20%2024.09 | 4.78 | 170.03 | |
| Inductive-SUBSELNETRAR Target=10%2024.09 | 3.63 | 221.99 | |
| PruningRAR Target=10%2024.09 | 3.54 | 221.1 | |
| GradMatchRAR Target=20%2024.09 | 2.2 | 362.47 | |
| GLISTERRAR Target=20%2024.09 | 2.12 | 365.05 | |
| Bottom-b-loss+gumbelRAR Target=20%2024.09 | 2.04 | 363.07 | |
| Selection-via-ProxyRAR Target=10%2024.09 | 1.95 | 819.22 | |
| EL2NRAR Target=10%2024.09 | 1.93 | 413.9 | |
| Bottom-b-lossRAR Target=20%2024.09 | 1.77 | 433.07 | |
| GradMatchRAR Target=10%2024.09 | 1.69 | 457.67 | |
| Bottom-b-loss+gumbelRAR Target=10%2024.09 | 1.63 | 489.3 | |
| GLISTERRAR Target=10%2024.09 | 1.52 | 515.96 | |
| Selection-via-ProxyRAR Target=20%2024.09 | 1.03 | 410.26 | |
| FacLocRAR Target=20%2024.09 | 0.8 | 558.56 |