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ResearchFormerly WizWand

Model Fingerprinting on Fashion-MNIST

99.2AUCIrisFP
12.46434.98257.580.018Mar 26, 2026
Updated 7mo ago

Evaluation results

MethodLinks
IrisFPModification Attack=PR, Backbone=ResNet-182026.0399.2
IPGuardModification Attack=PR, Backbone=ResNet-182026.0399
ADV-TRAModification Attack=PR, Backbone=ResNet-182026.0399
AKHModification Attack=PR, Backbone=ResNet-182026.0399
IrisFPModification Attack=NFT, Backbone=ResNet-182026.0398.3
IrisFPModification Attack=FT, Backbone=ResNet-182026.0398.2
IrisFPModification Attack=PFT, Backbone=ResNet-182026.0398.2
ADV-TRAModification Attack=PFT, Backbone=ResNet-182026.0398.1
ADV-TRAModification Attack=FT, Backbone=ResNet-182026.0398
ADV-TRAModification Attack=NFT, Backbone=ResNet-182026.0398
IrisFPProtected Model=MobileNet-V22026.0396.3
IrisFPProtected Model=ResNet-182026.0394
UAPModification Attack=PR, Backbone=ResNet-182026.0386.9
AKHModification Attack=FT, Backbone=ResNet-182026.0385.5
IrisFPModification Attack=KD, Backbone=ResNet-182026.0385.3
ADV-TRAProtected Model=ResNet-182026.0384.5
AKHModification Attack=KD, Backbone=ResNet-182026.0384.4
ADV-TRAModification Attack=KD, Backbone=ResNet-182026.0383
IrisFPModification Attack=AT, Backbone=ResNet-182026.0381.6
UAPProtected Model=MobileNet-V22026.0381.6
UAPModification Attack=FT, Backbone=ResNet-182026.0380.9
UAPModification Attack=PFT, Backbone=ResNet-182026.0379.7
AKHProtected Model=MobileNet-V22026.0379.7
ADV-TRAProtected Model=MobileNet-V22026.0378.2
UAPModification Attack=NFT, Backbone=ResNet-182026.0378.1
AKHProtected Model=ResNet-182026.0376.5
AKHModification Attack=PFT, Backbone=ResNet-182026.0375.9
UAPModification Attack=KD, Backbone=ResNet-182026.0374.9
AKHModification Attack=NFT, Backbone=ResNet-182026.0373.7
IPGuardProtected Model=ResNet-182026.0372.1
UAPProtected Model=ResNet-182026.0372.1
UAPModification Attack=AT, Backbone=ResNet-182026.0371.6
IPGuardModification Attack=FT, Backbone=ResNet-182026.0368.8
IPGuardModification Attack=NFT, Backbone=ResNet-182026.0363.6
IPGuardModification Attack=PFT, Backbone=ResNet-182026.0363.2
IPGuardModification Attack=AT, Backbone=ResNet-182026.0361.2
IPGuardProtected Model=MobileNet-V22026.0360.7
IPGuardModification Attack=KD, Backbone=ResNet-182026.0359.2
AKHModification Attack=AT, Backbone=ResNet-182026.0320.3
ADV-TRAModification Attack=AT, Backbone=ResNet-182026.0315.8