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ResearchFormerly WizWand

Upstream Backdoor Detection on CIFAR-10 Upstream 1.0 (train)

97.6TPRDeDe
42.58456.86771.1585.433Nov 25, 2024
Updated 8mo ago

Evaluation results

MethodLinks
DeDeBackdoor Attack=DRUPE, Victim Backbone=ResNet-18, Detector Training Data=In-distribution2024.1197.62.40.997
DeDeBackdoor Attack=BadEncoder, Victim Backbone=ResNet-18, Detector Training Data=Out-of-distribution (STL-10)2024.1197.22.830.993
ASSETBackdoor Attack=DRUPE, Victim Backbone=ResNet-182024.1194.727.60.858
DeDeBackdoor Attack=BadEncoder, Victim Backbone=ResNet-18, Detector Training Data=In-distribution2024.1193.16.90.981
DeDeBackdoor Attack=DRUPE, Victim Backbone=ResNet-18, Detector Training Data=Out-of-distribution (STL-10)2024.1192.17.90.976
ASSETBackdoor Attack=CTRL, Victim Backbone=ResNet-182024.1189.630.20.799
DeDeBackdoor Attack=CTRL, Victim Backbone=ResNet-18, Detector Training Data=Out-of-distribution (STL-10)2024.1188.113.30.911
DeDeBackdoor Attack=CTRL, Victim Backbone=ResNet-18, Detector Training Data=In-distribution2024.1187.212.80.912
ASSETBackdoor Attack=BadEncoder, Victim Backbone=ResNet-182024.1184.940.978
DECREEBackdoor Attack=BadEncoder, Victim Backbone=ResNet-182024.1146.470.60.362
DECREEBackdoor Attack=DRUPE, Victim Backbone=ResNet-182024.1144.770.60.344