Backdoor Attack in Dataset Condensation on FMNIST
88.4CTADOORPING
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DOORPINGCondensation Method=IDM2026.03 | 88.4 | 99.8 | |
| SIMPLECondensation Method=DAM2026.03 | 88 | 15.1 | |
| SIMPLECondensation Method=IDM2026.03 | 87.9 | 15.9 | |
| SNEAKDOORCondensation Method=IDM2026.03 | 87.7 | 100 | |
| SNEAKDOORCondensation Method=DAM2026.03 | 87.7 | 99.6 | |
| SNEAKDOORCondensation Method=DM2026.03 | 87.6 | 99.8 | |
| DOORPINGCondensation Method=DM2026.03 | 87.6 | 9.3 | |
| RELAXCondensation Method=IDM2026.03 | 87.5 | 100 | |
| RELAXCondensation Method=DAM2026.03 | 87.4 | 100 | |
| DOORPINGCondensation Method=DC2026.03 | 87.2 | 100 | |
| SIMPLECondensation Method=DM2026.03 | 86.8 | 17.8 | |
| NaiveCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 85.78 | 11.32 | |
| InkDropCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 85.69 | 98.44 | |
| RELAXAttack Type=RELAX, Condensation Method=IDM, Backbone=AlexNetBN2026.03 | 85.6 | 71.9 | |
| RelaxCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 85.58 | 71.88 | |
| SNEAKDOORCondensation Method=DC2026.03 | 85.1 | 99.8 | |
| SIMPLEAttack Type=SIMPLE, Condensation Method=IDM, Backbone=AlexNetBN2026.03 | 84.9 | 23.1 | |
| SimpleCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 84.89 | 23.08 | |
| SNEAKDOORAttack Type=SNEAKDOOR, Condensation Method=IDM, Backbone=AlexNetBN2026.03 | 84.4 | 97.8 | |
| NaiveCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 84.35 | 9.04 | |
| SIMPLECondensation Method=DC2026.03 | 83.7 | 27.7 | |
| SNEAKDOORAttack Type=SNEAKDOOR, Condensation Method=DAM, Backbone=AlexNetBN2026.03 | 83.1 | 100 | |
| RELAXCondensation Method=DM2026.03 | 82.8 | 100 | |
| RELAXCondensation Method=DC2026.03 | 82.4 | 100 | |
| SNEAKDOORAttack Type=SNEAKDOOR, Condensation Method=DM, Backbone=AlexNetBN2026.03 | 82.2 | 100 | |
| NaiveCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 82.08 | 10 | |
| InkDropCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 81.71 | 100 | |
| RELAXAttack Type=RELAX, Condensation Method=DM, Backbone=AlexNetBN2026.03 | 81.6 | 100 | |
| RelaxCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 81.55 | 100 | |
| DOORPINGCondensation Method=DAM2026.03 | 81.3 | 100 | |
| SimpleCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 81.22 | 95.16 | |
| SIMPLEAttack Type=SIMPLE, Condensation Method=DM, Backbone=AlexNetBN2026.03 | 81.2 | 95.2 | |
| RELAXAttack Type=RELAX, Condensation Method=DAM, Backbone=AlexNetBN2026.03 | 81.1 | 100 | |
| RelaxCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 81.08 | 100 | |
| InkDropCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 80.88 | 98.33 | |
| SimpleCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 80.63 | 48.16 | |
| SIMPLEAttack Type=SIMPLE, Condensation Method=DAM, Backbone=AlexNetBN2026.03 | 80.6 | 48.2 | |
| DoorpingCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 75.79 | 100 | |
| DoorpingCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 73.64 | 100 | |
| DoorpingCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 63.56 | 100 | |
| SNEAKDOORAttack Type=SNEAKDOOR, Condensation Method=DC, Backbone=AlexNetBN2026.03 | 28.7 | 0 | |
| RELAXAttack Type=RELAX, Condensation Method=DC, Backbone=AlexNetBN2026.03 | 17.1 | 64.6 | |
| SIMPLEAttack Type=SIMPLE, Condensation Method=DC, Backbone=AlexNetBN2026.03 | 16.1 | 89.5 |