HufuNet: embedding the left piece as watermark and keeping the right piece for ownership verification in deep neural networks
Due to the wide use of highly-valuable and large-scale deep neural networks (DNNs), it
becomes crucial to protect the intellectual property of DNNs so that the ownership of …
becomes crucial to protect the intellectual property of DNNs so that the ownership of …
A novel method for identifying the deep neural network model with the serial number
XR Xu, YQ Li, C Yuan - arXiv preprint arXiv:1911.08053, 2019 - arxiv.org
Deep neural network (DNN) with the state of art performance has emerged as a viable and
lucrative business service. However, those impressive performances require a large number …
lucrative business service. However, those impressive performances require a large number …
Provenance of training without training data: Towards privacy-preserving dnn model ownership verification
In the era of deep learning, it is critical to protect the intellectual property of high-
performance deep neural network (DNN) models. Existing proposals, however, are subject …
performance deep neural network (DNN) models. Existing proposals, however, are subject …
[Extended version] Rethinking Deep Neural Network Ownership Verification: Embedding Passports to Defeat Ambiguity Attacks
L Fan, KW Ng, CS Chan - arXiv preprint arXiv:1909.07830, 2019 - arxiv.org
With substantial amount of time, resources and human (team) efforts invested to explore and
develop successful deep neural networks (DNN), there emerges an urgent need to protect …
develop successful deep neural networks (DNN), there emerges an urgent need to protect …
Rethinking deep neural network ownership verification: Embedding passports to defeat ambiguity attacks
With substantial amount of time, resources and human (team) efforts invested to explore and
develop successful deep neural networks (DNN), there emerges an urgent need to protect …
develop successful deep neural networks (DNN), there emerges an urgent need to protect …
Deepipr: Deep neural network ownership verification with passports
With substantial amount of time, resources and human (team) efforts invested to explore and
develop successful deep neural networks (DNN), there emerges an urgent need to protect …
develop successful deep neural networks (DNN), there emerges an urgent need to protect …
DNNShield: Embedding Identifiers for Deep Neural Network Ownership Verification
J Stang, T Krauß, A Dmitrienko - arXiv preprint arXiv:2403.06581, 2024 - arxiv.org
The surge in popularity of machine learning (ML) has driven significant investments in
training Deep Neural Networks (DNNs). However, these models that require resource …
training Deep Neural Networks (DNNs). However, these models that require resource …
[PDF][PDF] Black-box ownership verification for dataset protection via backdoor watermarking
Deep learning, especially deep neural networks (DNNs), has been widely and successfully
adopted in many critical applications for its high effectiveness and efficiency. The rapid …
adopted in many critical applications for its high effectiveness and efficiency. The rapid …
Customized and Robust Deep Neural Network Watermarking
TY Chien, CY Shen - Proceedings of the 17th ACM International …, 2024 - dl.acm.org
As the excellent performance of deep neural networks (DNNs) enhances a wide spectrum of
applications, the protection of intellectual property (IP) of DNNs receives increasing attention …
applications, the protection of intellectual property (IP) of DNNs receives increasing attention …
MEA-Defender: A Robust Watermark against Model Extraction Attack
Recently, numerous highly-valuable Deep Neural Networks (DNNs) have been trained
using deep learning algorithms. To protect the Intellectual Property (IP) of the original …
using deep learning algorithms. To protect the Intellectual Property (IP) of the original …