Search Results for author: Dominik Strassel

Found 6 papers, 3 papers with code

Physics-Informed Learning of Aerosol Microphysics

no code implementations24 Jul 2022 Paula Harder, Duncan Watson-Parris, Philip Stier, Dominik Strassel, Nicolas R. Gauger, Janis Keuper

The original M7 model is used to generate data of input-output pairs to train a neural network on it.

Is RobustBench/AutoAttack a suitable Benchmark for Adversarial Robustness?

2 code implementations AAAI Workshop AdvML 2022 Peter Lorenz, Dominik Strassel, Margret Keuper, Janis Keuper

In its most commonly reported sub-task, RobustBench evaluates and ranks the adversarial robustness of trained neural networks on CIFAR10 under AutoAttack (Croce and Hein 2020b) with l-inf perturbations limited to eps = 8/255.

Adversarial Attack Detection Adversarial Robustness +1

Detecting AutoAttack Perturbations in the Frequency Domain

2 code implementations ICML Workshop AML 2021 Peter Lorenz, Paula Harder, Dominik Strassel, Margret Keuper, Janis Keuper

Recently, adversarial attacks on image classification networks by the AutoAttack (Croce and Hein, 2020b) framework have drawn a lot of attention.

Image Classification

FacialGAN: Style Transfer and Attribute Manipulation on Synthetic Faces

1 code implementation18 Oct 2021 Ricard Durall, Jireh Jam, Dominik Strassel, Moi Hoon Yap, Janis Keuper

We then incorporate the geometry information of a segmentation mask to provide a fine-grained manipulation of facial attributes.

Attribute Face Verification +3

Emulating Aerosol Microphysics with Machine Learning

no code implementations22 Sep 2021 Paula Harder, Duncan Watson-Parris, Dominik Strassel, Nicolas Gauger, Philip Stier, Janis Keuper

This is done in the ECHAM-HAM global climate aerosol model using the M7 microphysics model, but increased computational costs make it very expensive to run at higher resolutions or for a longer time.

BIG-bench Machine Learning

Python Workflows on HPC Systems

no code implementations1 Dec 2020 Dominik Strassel, Philipp Reusch, Janis Keuper

The recent successes and wide spread application of compute intensive machine learning and data analytics methods have been boosting the usage of the Python programming language on HPC systems.

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