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Security and Communication Networks
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Security and Communication Networks
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2023
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Article
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Tab 4
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Research Article
DeepDefense: A Steganalysis-Based Backdoor Detecting and Mitigating Protocol in Deep Neural Networks for AI Security
Table 4
Attack success rate (ASR) and clean accuracy (CA) of various backdoor attacks on classification tasks.
Task
Backdoored model (ASR %/CA %)
Clean model (CA %)
BadNets
Blend Attack
SSBA
CIFAR10
99.64/93.02
100/93.67
99.91/93.08
92.40
VGGFace2
99.40/87.80
99.98/87.84
99.67/88.59
91.31