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ResearchFormerly WizWand

Downstream Classification on CIFAR-10 modified (test)

90.7AccuracyNo Defense
71.4676.45581.4586.445Nov 25, 2024
Updated 8mo ago

Evaluation results

MethodLinks
No DefenseDownstream Training Data=Clean dataset, Backdoor Attack=No Attack2024.1190.710.2
No DefenseDownstream Training Data=Poison dataset, Backdoor Attack=No Attack2024.1190.518.8
DEDEBackdoor Attack=BadEncoder2024.1186.51.3
No DefenseDownstream Training Data=Clean dataset, Backdoor Attack=BadEncoder2024.1186.499.9
No DefenseDownstream Training Data=Poison dataset, Backdoor Attack=BadEncoder2024.1186.3100
ASSETBackdoor Attack=BadEncoder2024.1186.355.3
ASSETBackdoor Attack=DRUPE2024.1185.953.7
DEDEBackdoor Attack=DRUPE2024.1185.92.1
No DefenseDownstream Training Data=Clean dataset, Backdoor Attack=DRUPE2024.1185.896.3
No DefenseDownstream Training Data=Poison dataset, Backdoor Attack=DRUPE2024.1185.6100
No DefenseDownstream Training Data=Clean dataset, Backdoor Attack=BadCLIP2024.1183.111.7
No DefenseDownstream Training Data=Poison dataset, Backdoor Attack=BadCLIP2024.1182.898.3
DEDEBackdoor Attack=BadCLIP2024.1181.630.5
ASSETBackdoor Attack=BadCLIP2024.1181.197.4
No DefenseDownstream Training Data=Clean dataset, Backdoor Attack=CLIP Backdoor2024.1179.798.4
DEDEBackdoor Attack=CLIP Backdoor2024.1179.70
No DefenseDownstream Training Data=Poison dataset, Backdoor Attack=CLIP Backdoor2024.1179.4100
ASSETBackdoor Attack=CLIP Backdoor2024.1178.598.3
No DefenseDownstream Training Data=Clean dataset, Backdoor Attack=CTRL2024.117463.8
No DefenseDownstream Training Data=Poison dataset, Backdoor Attack=CTRL2024.1173.995.4
ASSETBackdoor Attack=CTRL2024.1172.749.3
DEDEBackdoor Attack=CTRL2024.1172.24.8