Backdoor Attack on CIFAR-10 (test)
93.01Backdoor AccuracyINACTIVE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| INACTIVESSL Method=BYOL, Invisible=true2024.05 | 93.01 | 99.99 | |
| LOTUS-rel.Defense=None, Backbone=ResNet-182024.03 | 91.76 | 98.2 | |
| LOTUSDefense=None, Backbone=ResNet-182024.03 | 91.54 | 93.8 | |
| FTrojanDefense=None, Backbone=ResNet-182024.03 | 91.53 | 99.95 | |
| WaNetDefense=None, Backbone=ResNet-182024.03 | 91.22 | 98.57 | |
| BLTOSSL Method=BYOL, Invisible=false2024.05 | 91.21 | 94.78 | |
| INACTIVESSL Method=SimSiam, Invisible=true2024.05 | 91.01 | 99.99 | |
| INACTIVESSL Method=SimCLR, Invisible=true2024.05 | 90.19 | 100 | |
| BLTOSSL Method=SimSiam, Invisible=false2024.05 | 90.18 | 84.63 | |
| LOTUS-rel.Defense=ANP, Backbone=ResNet-182024.03 | 90.1 | 27.97 | |
| BLTOSSL Method=SimCLR, Invisible=false2024.05 | 90.1 | 91.27 | |
| WaNetDefense=ANP, Backbone=ResNet-182024.03 | 89.07 | 0.54 | |
| FTrojanDefense=ANP, Backbone=ResNet-182024.03 | 88.64 | 2.09 | |
| LOTUSDefense=ANP, Backbone=ResNet-182024.03 | 88.14 | 34.9 | |
| SSLBKD (fixed)SSL Method=BYOL, Invisible=false2024.05 | 82.3 | 11.2 | |
| CTRLSSL Method=BYOL, Invisible=true2024.05 | 82.2 | 61.9 | |
| DCInject-AdaptiveBackbone=ResNet-10, Time (min)=17.562026.02 | 82.18 | 96.83 | |
| CTRLSSL Method=SimSiam, Invisible=true2024.05 | 82 | 74.9 | |
| POIENCSSL Method=SimSiam, Invisible=false2024.05 | 81.9 | 10.7 | |
| SSLBKD (fixed)SSL Method=SimSiam, Invisible=false2024.05 | 81.9 | 10.7 | |
| POIENCSSL Method=BYOL, Invisible=false2024.05 | 81.7 | 10.7 | |
| DCInject-FrequencyBackbone=ResNet-10, Time (min)=16.712026.02 | 81.6 | 93.54 | |
| BadNetBackbone=ResNet-10, Time (min)=22.122026.02 | 81.51 | 94.91 | |
| SSLBKDSSL Method=SimSiam, Invisible=false2024.05 | 80.6 | 53.1 | |
| POIENCSSL Method=SimCLR, Invisible=false2024.05 | 80.5 | 11.1 | |
| CTRLSSL Method=SimCLR, Invisible=true2024.05 | 80.5 | 85.3 | |
| SSLBKDSSL Method=BYOL, Invisible=false2024.05 | 80.3 | 46.2 | |
| SSLBKD (fixed)SSL Method=SimCLR, Invisible=false2024.05 | 80 | 10.5 | |
| Bad-PFLBackbone=ResNet-10, Time (min)=26.542026.02 | 79.62 | 91.59 | |
| SSLBKDSSL Method=SimCLR, Invisible=false2024.05 | 79.4 | 33.2 | |
| VFL-SGDPoisoning Budget (pd)=0.12025.04 | 73.51 | 12.38 | |
| VFL-SGDPoisoning Budget (pd)=0.22025.04 | 73.34 | 20.77 | |
| Vanilla-VFLPoisoning Budget (pd)=0.12025.04 | 73.34 | 39.6 | |
| BPFPoisoning Budget (pd)=0.12025.04 | 73.1 | 38.8 | |
| Vanilla-VFLPoisoning Budget (pd)=0.32025.04 | 73.01 | 87.4 | |
| BPFPoisoning Budget (pd)=0.52025.04 | 72.84 | 88.06 | |
| BPFPoisoning Budget (pd)=0.32025.04 | 72.73 | 84.21 | |
| O2SPoisoning Budget (pd)=0.52025.04 | 72.6 | 89.09 | |
| O2SPoisoning Budget (pd)=0.12025.04 | 72.37 | 34.1 | |
| O2SPoisoning Budget (pd)=0.32025.04 | 72 | 84.98 | |
| Vanilla-VFLPoisoning Budget (pd)=0.22025.04 | 71.93 | 76 | |
| BPFPoisoning Budget (pd)=0.22025.04 | 71.4 | 77.9 | |
| VFL-SGDPoisoning Budget (pd)=0.32025.04 | 70.51 | 23.08 | |
| O2SPoisoning Budget (pd)=0.22025.04 | 70.11 | 71.46 | |
| VFL-CZOFOPoisoning Budget (pd)=0.12025.04 | 69.72 | 25.61 | |
| VFL-CZOFOPoisoning Budget (pd)=0.22025.04 | 69.66 | 55.83 | |
| VFL-CZOFOPoisoning Budget (pd)=0.32025.04 | 68.68 | 70.24 | |
| VFL-SGDPoisoning Budget (pd)=0.52025.04 | 68.63 | 41.07 | |
| VFL-CZOFOPoisoning Budget (pd)=0.52025.04 | 68.61 | 86.04 | |
| OPUS-VFLPoisoning Budget (pd)=0.12025.04 | 68.1 | 19.43 | |
| OPUS-VFLPoisoning Budget (pd)=0.22025.04 | 65.4 | 20.32 | |
| OPUS-VFLPoisoning Budget (pd)=0.52025.04 | 63.5 | 18.53 | |
| OPUS-VFLPoisoning Budget (pd)=0.32025.04 | 63.3 | 19.87 | |
| Vanilla-VFLPoisoning Budget (pd)=0.52025.04 | 60.03 | 88.91 |