Leveraging Optimization for Adaptive Attacks on Image Watermarks

no code implementations • 29 Sep 2023 • Nils Lukas, Abdulrahman Diaa, Lucas Fenaux, Florian Kerschbaum

A core security property of watermarking is robustness, which states that an attacker can only evade detection by substantially degrading image quality.

Fast and Private Inference of Deep Neural Networks by Co-designing Activation Functions

1 code implementation • 14 Jun 2023 • Abdulrahman Diaa, Lucas Fenaux, Thomas Humphries, Marian Dietz, Faezeh Ebrahimianghazani, Bailey Kacsmar, Xinda Li, Nils Lukas, Rasoul Akhavan Mahdavi, Simon Oya, Ehsan Amjadian, Florian Kerschbaum

Motivated by the success of previous work co-designing machine learning and MPC, we develop an activation function co-design.

Image Classification