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Many works on intellectual property protection for Deep Neural Networks (DNN) models have been proposed. The vast majority of existing work uses DNN watermarking to verify the ownership of the model after piracy occurs, which is referred to as passive verification.
Oct 15, 2023
Nov 22, 2022 · Many approaches have been developed to protect the DNN model IP, such as DNN watermarking, DNN fingerprinting, DNN authentication, and inference perturbation.
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Apr 28, 2023 · The goal of this paper is to provide a comprehensive survey of two mainstream DNN IP protection methods: deep watermarking and deep fingerprinting, with a ...
Dec 10, 2021 · The IP infringement of the DNN model has caused serious concerns in recent years. This article presents a survey on DNN IP protection methods.
Specifically, ActiveGuard exploits the elaborate adversarial examples as users' fingerprints to distinguish authorized user- s from unauthorized users.
Apr 16, 2024 · In this article, we propose the first interpretable DNN IP protection method based on intrinsic feature, where the ownership verification result is ...
Abstract—The protection of intellectual property (IP) rights of well- trained deep learning (DL) models has become a matter of major concern,.
We propose SecureNet, a key-based access license framework for DNN models. The proposed approach involves injecting license keys into the model through ...
In this paper, we generalize the "digital watermarking'' concept from multimedia ownership verification to deep neural network (DNNs) models.
... DNN model is oftentimes regarded as an intellectual property (IP). Recent researches show that DNN is vulnerable to illegal copy, redistribution and abuse.