BlockDoor wraps a watermarked network with detectors for adversarial, out-of-distribution, and randomly labeled triggers, but its own results show the OOD branch fails on unseen trigger sources and the random-label branch degrades clean accuracy.
Deepinspect: A black-box trojan detection and mitigation framework for deep neural networks
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BlockDoor: Blocking Backdoor Based Watermarks in Deep Neural Networks
BlockDoor wraps a watermarked network with detectors for adversarial, out-of-distribution, and randomly labeled triggers, but its own results show the OOD branch fails on unseen trigger sources and the random-label branch degrades clean accuracy.