Research | Janis Keuper

Can Biases in ImageNet Models Explain Generalization?

Paul Gavrikov, Janis Keuper

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024) · 01 Jun 2024

Generalization Bias

Preprint Source

Retail-786k - a Large-Scale Dataset for Visual Entity Matching

Bianca Lamm, Janis Keuper

DMLR Workshop at International Conference on Learning Representations (ICLR 24) · 01 Jun 2024

Classification

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Urban Sound Propagation - a Benchmark for 1-Step Generative Modeling of Complex Physical Systems

Martin Spitznagel, Janis Keuper

DMLR Workshop at International Conference on Learning Representations (ICLR 24) · 01 Jun 2024

Generative

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Improving Native CNN Robustness with Filter Frequency Regularization

Jovita Lukasik, Paul Gavrikov, Janis Keuper, Margret Keuper

Transactions on Machine Learning Research · 01 Jun 2023

Robustness CNN

Preprint

An In-Depth Study of U-net for Seismic Data Conditioning - Multiple Removal by Move-Out Discrimination

Ricard Durall, Ammar Ghanim, Norman Ettrich, Janis Keuper

Geophysics - Journal of the Society of Exploration Geophysicists and American Association of Petroleum Geologists · 01 Jun 2023

Geophysics CNN

Preprint

On the Interplay of Convolutional Padding and Adversarial Robustness

Paul Gavrikov, Janis Keuper

Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops (ICCVw 2023) · 01 Jun 2023

robustness

Preprint

Fine-Grained Product Classification on Leaflet Advertisements

Daniel Ladwig, Bianca Lamm, Janis Keuper

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2023) · 01 Jun 2023

retail

Preprint

An Extended Study of Human-like Behavior under Adversarial Training

Paul Gavrikov, Janis Keuper, Margret Keuper

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2023) · 01 Jun 2023

robustness

Preprint

Deep diffusion models for seismic processing

Ricard Durall, Ammar Ghanim, Mario Fernandez, Norman Ettrich, Janis Keuper

Computers and Geosciences · 01 Jun 2023

geophysics

Preprint

Robust Models are less Over-Confident

Julia Grabinski, Paul Gavrikov, Janis Keuper, Margret Keuper

NeurIPS 22, proceedings of the thirty-sixth Conference on Neural Information Processing Systems · 01 Jun 2022

CNN robustness

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Does Medical Imaging learn different Convolution Filters?

Paul Gavrikov, Janis Keuper

NeurIPS 22 Workshop - Medical Imaging meets NeurIPS · 01 Jun 2022

CNN medical imaging

Preprint

Physics-informed learning of aerosol microphysics

Paula Harder, Duncan Watson-Parris, Philip Stier, Dominik Strassel, Nicolas R Gauger, Janis Keuper

Environmental Data Science Journal · 01 Jun 2022

PINN climate

Preprint

FrequencyLowCut Pooling--Plug & Play against Catastrophic Overfitting

Julia Grabinski, Steffen Jung, Janis Keuper, Margret Keuper

ECCV 2022 - Proceedings of the 17th European Conference, Tel Aviv, Israel · 01 Jun 2022

CNN robustness

Preprint Source YouTube

CNN Filter DB - An Empirical Investigation of Trained Convolutional Filters

Paul Gavrikov, Janis Keuper

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2022) · 01 Jun 2022

ORAL CNN robustness

Preprint Source YouTube

Adversarial Robustness Through the Lens of Convolutional Filters

Paul Gavrikov, Janis Keuper

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2022) · 01 Jun 2022

CNN robustness

Preprint Source YouTube

Aliasing and adversarial robust generalization of CNNs

Julia Grabinski, Janis Keuper, Margret Keuper

Machine Learning, Springer 2022 · 01 Jun 2022

robustness CNN

Preprint YouTube

Robust Models are less Over-Confident

Julia Grabinski, Paul Gavrikov, Janis Keuper, Margret Keuper

ICML 22 Workshop on NEW FRONTIERS IN ADVERSARIAL MACHINE LEARNING · 01 Jun 2022

robustness CNN

Preprint

Is RobustBench/AutoAttack a suitable Benchmark for Adversarial Robustness?

Peter Lorenz, Dominik Strassel, Margret Keuper, Janis Keuper

The AAAI-22 Workshop on Adversarial Machine Learning and Beyond · 01 Jun 2022

GAN

Preprint

Aliasing coincides with CNNs vulnerability towards adversarial attacks

Julia Grabinski, Janis Keuper, Margret Keuper

The AAAI-22 Workshop on Adversarial Machine Learning and Beyond · 01 Jun 2022

robustness CNN

Preprint

Facialgan - Style transfer and attribute manipulation on synthetic faces

Ricard Durall, Jireh Jam, Dominik Strassel, Moi Hoon Yap, Janis Keuper

BMVC · 01 Jun 2021

GAN

Preprint

SpectralDefense - Detecting Adversarial Attacks on CNNs in the Fourier Domain

Paula Harder, Franz-Josef Pfreundt, Margret Keuper, Janis Keuper

IJCNN · 01 Jun 2021

Robustness CNN

Preprint

Generative models for the transfer of knowledge in seismic interpretation with deep learning

Ricard Durall, Valentin Tschannen, Norman Ettrich, Janis Keuper

The Leading Edge · 01 Jun 2021

Geophysics CNN

Preprint

An Empirical Investigation of Model-to-Model Distribution Shifts in Trained Convolutional Filters

Paul Gavrikov, Janis Keuper

NeurIPS 21 Workshop - Distribution shifts - connecting methods and applications (DistShift) · 01 Jun 2021

CNN

Preprint

Detection of point scatterers using diffraction imaging and deep learning

Valentin Tschannen, Matthias Delescluse, Norman Ettrich, Janis Keuper

Geophysical Prospecting · 01 Jun 2020

Geophysics CNN

Preprint

Extracting horizon surfaces from 3D seismic data using deep learning

Valentin Tschannen, Matthias Delescluse, Norman Ettrich, Janis Keuper

Geophysics - Journal of the Society of Exploration Geophysicists and American Association of Petroleum Geologists · 01 Jun 2020

Geophysics CNN

Preprint

Watch your Up-Convolution - CNN Based Generative Deep Neural Networks are Failing to Reproduce Spectral Distributions

Ricard Durall, Margret Keuper, Janis Keuper

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2020) · 01 Jun 2020

GAN robustness deepfake

Preprint Source Link

Publications

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2020

A full list of all publications at our Google Scholar