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SoK: How Robust is Image Classification Deep Neural Network Watermarking? (Extended Version) [article]

Nils Lukas, Edward Jiang, Xinda Li, Florian Kerschbaum
2021 arXiv   pre-print
Deep Neural Network (DNN) watermarking is a method for provenance verification of DNN models.  ...  This points to intrinsic flaws in how robustness is currently evaluated.  ...  Deep Neural Networks (DNNs) A deep neural network (DNN) classifier is a function M : X → Y that assigns a likelihood to inputs X ⊆ R d for each of K ∈ N classes Y ⊆ R K .  ... 
arXiv:2108.04974v1 fatcat:xouwi2nb65gota6xqtqqbmn5ue