Backdoor Attack in Dataset Condensation on SVHN
88.58CTANaive
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NaiveCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 88.58 | 11.64 | |
| InkDropCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 88.46 | 97.96 | |
| SNEAKDOORAttack Type=SNEAKDOOR, Condensation Method=IDM, Backbone=AlexNetBN2026.03 | 88 | 96.6 | |
| SIMPLEAttack Type=SIMPLE, Condensation Method=IDM, Backbone=AlexNetBN2026.03 | 88 | 11.8 | |
| SimpleCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 87.97 | 11.76 | |
| RELAXAttack Type=RELAX, Condensation Method=IDM, Backbone=AlexNetBN2026.03 | 87.4 | 100 | |
| RelaxCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 87.36 | 99.96 | |
| SIMPLECondensation Method=IDM2026.03 | 84.2 | 11.4 | |
| DOORPINGCondensation Method=IDM2026.03 | 83.9 | 6.1 | |
| RELAXCondensation Method=IDM2026.03 | 83.4 | 99.2 | |
| SNEAKDOORCondensation Method=IDM2026.03 | 83.1 | 98.6 | |
| InkDropCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 80.79 | 98.63 | |
| InkDropCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 80.49 | 99.41 | |
| SNEAKDOORCondensation Method=DM2026.03 | 80 | 100 | |
| SNEAKDOORCondensation Method=DAM2026.03 | 78.2 | 100 | |
| DoorpingCondensation Strategy=IDM, Backbone=AlexNetBN2026.03 | 78.11 | 100 | |
| DOORPINGCondensation Method=DM2026.03 | 78 | 100 | |
| DoorpingCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 77.41 | 100 | |
| SIMPLECondensation Method=DAM2026.03 | 75.9 | 11.4 | |
| SIMPLECondensation Method=DM2026.03 | 74.8 | 11 | |
| RELAXCondensation Method=DM2026.03 | 74.7 | 100 | |
| RELAXCondensation Method=DAM2026.03 | 74.5 | 100 | |
| DOORPINGCondensation Method=DAM2026.03 | 72.1 | 100 | |
| NaiveCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 70.07 | 11.24 | |
| NaiveCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 69.73 | 12.36 | |
| SimpleCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 69.32 | 9.24 | |
| SIMPLEAttack Type=SIMPLE, Condensation Method=DAM, Backbone=AlexNetBN2026.03 | 69.3 | 9.2 | |
| RelaxCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 69.21 | 99.56 | |
| RELAXAttack Type=RELAX, Condensation Method=DAM, Backbone=AlexNetBN2026.03 | 69.2 | 99.6 | |
| RELAXCondensation Method=DC2026.03 | 68.9 | 100 | |
| SNEAKDOORCondensation Method=DC2026.03 | 68.7 | 100 | |
| RelaxCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 67.23 | 97.76 | |
| RELAXAttack Type=RELAX, Condensation Method=DM, Backbone=AlexNetBN2026.03 | 67.2 | 97.8 | |
| SNEAKDOORAttack Type=SNEAKDOOR, Condensation Method=DAM, Backbone=AlexNetBN2026.03 | 67.2 | 99.9 | |
| SIMPLECondensation Method=DC2026.03 | 63.6 | 10 | |
| SNEAKDOORAttack Type=SNEAKDOOR, Condensation Method=DM, Backbone=AlexNetBN2026.03 | 62.2 | 100 | |
| DoorpingCondensation Strategy=DAM, Backbone=AlexNetBN2026.03 | 59.31 | 100 | |
| DOORPINGCondensation Method=DC2026.03 | 58.3 | 70.3 | |
| SimpleCondensation Strategy=DM, Backbone=AlexNetBN2026.03 | 48.44 | 7.12 | |
| SIMPLEAttack Type=SIMPLE, Condensation Method=DM, Backbone=AlexNetBN2026.03 | 48.4 | 7.1 | |
| SIMPLEAttack Type=SIMPLE, Condensation Method=DC, Backbone=AlexNetBN2026.03 | 15.7 | 6 | |
| RELAXAttack Type=RELAX, Condensation Method=DC, Backbone=AlexNetBN2026.03 | 13.7 | 11.9 | |
| SNEAKDOORAttack Type=SNEAKDOOR, Condensation Method=DC, Backbone=AlexNetBN2026.03 | 10.8 | 98.4 |