Backdoor Attack in Dataset Condensation on Tiny ImageNet
51.7CTASNEAKDOOR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SNEAKDOORCondensation Method=IDM2026.03 | 51.7 | 100 | |
| DOORPINGCondensation Method=IDM2026.03 | 51.2 | 8.9 | |
| SIMPLECondensation Method=IDM2026.03 | 50.9 | 4.6 | |
| SNEAKDOORCondensation Method=DM2026.03 | 50.3 | 100 | |
| DOORPINGCondensation Method=DM2026.03 | 49.6 | 100 | |
| RELAXCondensation Method=DM2026.03 | 49.4 | 99.6 | |
| SIMPLECondensation Method=DM2026.03 | 49.3 | 10 | |
| DOORPINGCondensation Method=DC2026.03 | 49.2 | 39.8 | |
| DooringCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 48.54 | 100 | |
| RELAXCondensation Method=IDM2026.03 | 48.4 | 94.1 | |
| SNEAKDOORCondensation Method=DAM2026.03 | 48.2 | 100 | |
| RELAXCondensation Method=DAM2026.03 | 46.5 | 97.3 | |
| SNEAKDOORAttack Type=SNEAKDOOR, Condensation Method=DM, Backbone=AlexNetBN2026.03 | 46.3 | 92 | |
| NaiveCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 46.28 | 0.82 | |
| SIMPLECondensation Method=DAM2026.03 | 45.8 | 8.2 | |
| SIMPLEAttack Type=SIMPLE, Condensation Method=DM, Backbone=AlexNetBN2026.03 | 45.7 | 1.1 | |
| SimpleCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 45.66 | 1.1 | |
| DOORPINGCondensation Method=DAM2026.03 | 44.9 | 100 | |
| RELAXAttack Type=RELAX, Condensation Method=DM, Backbone=AlexNetBN2026.03 | 44.9 | 83.5 | |
| RelaxCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 44.86 | 83.54 | |
| InkDropCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 44.74 | 100 | |
| SimpleCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 44.34 | 1.28 | |
| SIMPLEAttack Type=SIMPLE, Condensation Method=DAM, Backbone=AlexNetBN2026.03 | 44.3 | 1.3 | |
| SNEAKDOORAttack Type=SNEAKDOOR, Condensation Method=DAM, Backbone=AlexNetBN2026.03 | 44.2 | 97.2 | |
| RelaxCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 44.1 | 78.7 | |
| RELAXAttack Type=RELAX, Condensation Method=DAM, Backbone=AlexNetBN2026.03 | 44.1 | 78.7 | |
| SNEAKDOORCondensation Method=DC2026.03 | 43.2 | 100 | |
| NaiveCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 43.02 | 1 | |
| DooringCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 41.86 | 100 | |
| RELAXCondensation Method=DC2026.03 | 41.8 | 95.2 | |
| InkDropCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 40.48 | 100 | |
| SIMPLECondensation Method=DC2026.03 | 39.1 | 19.2 | |
| SimpleCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 33.72 | 5.34 | |
| SIMPLEAttack Type=SIMPLE, Condensation Method=IDM, Backbone=AlexNetBN2026.03 | 33.7 | 5.3 | |
| RELAXAttack Type=RELAX, Condensation Method=IDM, Backbone=AlexNetBN2026.03 | 31.3 | 75.9 | |
| RelaxCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 31.26 | 75.94 | |
| DooringCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 29.3 | 100 | |
| NaiveCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 28.36 | 0 | |
| InkDropCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 26.52 | 100 | |
| SNEAKDOORAttack Type=SNEAKDOOR, Condensation Method=IDM, Backbone=AlexNetBN2026.03 | 26 | 86 | |
| RELAXAttack Type=RELAX, Condensation Method=DC, Backbone=AlexNetBN2026.03 | 25.9 | 47.1 | |
| SNEAKDOORAttack Type=SNEAKDOOR, Condensation Method=DC, Backbone=AlexNetBN2026.03 | 24.7 | 100 | |
| SIMPLEAttack Type=SIMPLE, Condensation Method=DC, Backbone=AlexNetBN2026.03 | 20 | 0 |