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ResearchFormerly WizWand

RGB Trojan Attack Success Rate and Magnitude on CIFAR-10

100ASRWinning Trojan ticket
4.3229.165478.84May 24, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Winning Trojan ticketBackbone=VGG-16, Trigger Source=Detected2022.0510015
Winning Trojan ticketBackbone=VGG-16, Trigger Source=Oracle2022.0510015
Winning Trojan ticketBackbone=ResNet-18, Trigger Source=Detected2022.0581.810.55
Winning Trojan ticketBackbone=ResNet-18, Trigger Source=Oracle2022.0581.810.55
Trojan ticketsBackbone=DenseNet-100, Trigger Source=Detected2022.0566.967.8
Trojan ticketsBackbone=DenseNet-100, Trigger Source=Oracle2022.0566.967.8
Dense baselineBackbone=VGG-16, Trigger Source=Detected2022.0533.683.3
Dense baselineBackbone=VGG-16, Trigger Source=Oracle2022.0533.683.3
L-Trojan ticketBackbone=VGG-16, Trigger Source=Detected2022.0533.2208.6
H-Trojan ticketBackbone=ResNet-18, Trigger Source=Detected2022.0522.98.15
H-Trojan ticketBackbone=ResNet-18, Trigger Source=Oracle2022.0522.98.15
L-Trojan ticketBackbone=VGG-16, Trigger Source=Oracle2022.0519.6602.4
H-Trojan ticketBackbone=DenseNet-100, Trigger Source=Detected2022.0517.710
H-Trojan ticketBackbone=DenseNet-100, Trigger Source=Oracle2022.0517.710
Bad subnetworkBackbone=ResNet-18, Trigger Source=Oracle2022.0515.6253.4
Dense baselineBackbone=DenseNet-100, Trigger Source=Detected2022.0513.76.4
Dense baselineBackbone=DenseNet-100, Trigger Source=Oracle2022.0513.76.4
Dense baselineBackbone=ResNet-18, Trigger Source=Detected2022.051377.5
Bad subnetworkBackbone=ResNet-18, Trigger Source=Detected2022.0511.5135.2
Dense baselineBackbone=ResNet-18, Trigger Source=Oracle2022.0510.9151
H-Trojan ticketBackbone=VGG-16, Trigger Source=Oracle2022.0510.1171.7
L-Trojan ticketBackbone=DenseNet-100, Trigger Source=Detected2022.058.5173.6
L-Trojan ticketBackbone=DenseNet-100, Trigger Source=Oracle2022.058.5173.6
H-Trojan ticketBackbone=VGG-16, Trigger Source=Detected2022.058140.5