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.
Deepsigns: A generic watermarking framework for protecting the ownership of deep learning models
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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.