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| 2021 | Combating Mode Collapse in GAN training: An Empirical Analysis using Hessian Eigenvalues
Durall, Ricard; Chatzimichailidis, Avraam; Labus, Peter; Keuper, Janis | Konferenzbeitrag |
| 2021 | Latent Space Conditioning on Generative Adversarial Networks
Durall, Ricard; Ho, Kalun; Pfreundt, Franz-Josef; Keuper, Janis | Konferenzbeitrag |
| 2021 | SpectralDefense: Detecting Adversarial Attacks on CNNs in the Fourier Domain
Harder, Paula; Pfreundt, Franz-Josef; Keuper, Margret; Keuper, Janis | Preprint |
| 2021 | Stabilizing GANs with soft octave convolutions
Durall, Ricard; Pfreundt, Franz-Josef; Keuper, Janis | Konferenzbeitrag |
| 2021 | A Two-Stage Minimum Cost Multicut Approach to Self-Supervised Multiple Person Tracking
Ho, Kalun; Kardoost, Amirhossein; Pfreundt, Franz-Josef; Keuper, Janis; Keuper, Margret | Konferenzbeitrag |
| 2020 | Combating Mode Collapse in GAN training: An Empirical Analysis using Hessian Eigenvalues
Durall, Ricard; Chatzimichailidis, Avraam; Labus, Peter; Keuper, Janis | Preprint |
| 2020 | Detection of point scatterers using diffraction imaging and deep learning
Tschannen, Valentin; Ettrich, Norman; Delescluse, Matthias; Keuper, Janis | Zeitschriftenaufsatz |
| 2020 | Extracting horizon surfaces from 3D seismic data using deep learning
Tschannen, Valentin; Delescluse, Matthias; Ettrich, Norman; Keuper, Janis | Zeitschriftenaufsatz |
| 2020 | Latent Space Conditioning on Generative Adversarial Networks
Durall, Ricard; Ho, Kalun; Pfreundt, Franz-Josef; Keuper, Janis | Preprint |
| 2020 | Learning Embeddings for Image Clustering: An Empirical Study of Triplet Loss Approaches
Ho, Kalun; Keuper, Janis; Pfreundt, Franz-Josef; Keuper, Margret | Preprint |
| 2020 | Local Facial Attribute Transfer through Inpainting
Durall, Ricard; Pfreundt, Franz-Josef; Keuper, Janis | Preprint |
| 2020 | PHS: A Toolbox for Parallel Hyperparameter Search
Habelitz, Peter Michael; Keuper, Janis | Preprint |
| 2020 | Python Workflows on HPC Systems
Strassel, Dominik; Reusch, Philipp; Keuper, Janis | Konferenzbeitrag |
| 2020 | Synthesizing seismic diffractions using a generative adversarial network
Durall, Ricard; Tschannen, Valentin; Pfreundt, Franz-Josef; Keuper, Janis | Zeitschriftenaufsatz |
| 2020 | Unmasking DeepFakes with simple Features
Durall, Ricard; Keuper, Margret; Pfreundt, Franz-Josef; Keuper, Janis | Preprint |
| 2019 | GradVis: Visualization and Second Order Analysis of Optimization Surfaces during the Training of Deep Neural Networks
Chatzimichailidis, Avraam; Pfreundt, Franz-Josef; Gauger, Nicolas R.; Keuper, Janis | Preprint |
| 2019 | Object Segmentation Using Pixel-Wise Adversarial Loss
Durall, Ricard; Pfreundt, Franz-Josef; Köthe, Ullrich; Keuper, Janis | Konferenzbeitrag |
| 2019 | Scalable hyperparameter optimization with lazy gaussian processes
Ram, Raju; Müller, Sabine; Pfreundt, Franz-Josef; Gauger, Nicolas R.; Keuper, Janis | Konferenzbeitrag |
| 2019 | Semi Few-Shot Attribute Translation
Durall, Ricard; Pfreundt, Franz-Josef; Keuper, Janis | Preprint |
| 2019 | Sparsity in Deep Neural Networks - An Empirical Investigation with TensorQuant
Loroch, Dominik Marek; Pfreundt, Franz-Josef; Wehn, Norbert; Keuper, Janis | Konferenzbeitrag |
| 2019 | Stabilizing GANs with Octave Convolutions
Durall, Ricard; Pfreundt, Franz-Josef; Keuper, Janis | Preprint |
| 2017 | Facies classification from well logs using an inception convolutional network
Tschannen, Valentin; Delescluse, Matthias; Rodriguez, Mathieu; Keuper, Janis | Preprint |
| 2017 | TensorQuant. A simulation toolbox for deep neural network quantization
Loroch, Dominik; Pfreundt, Franz-Josef; Wehn, Norbert; Keuper, Janis | Konferenzbeitrag |
| 2017 | Using GPI-2 for distributed memory paralleliziation of the caffe toolbox to speed up deep neural network training
Kühn, Martin; Keuper, Janis; Pfreundt, Franz-Josef | Konferenzbeitrag |
| 2015 | Asynchronous parallel stochastic gradient descent
Keuper, Janis; Pfreundt, Franz-Josef | Preprint |
| 2015 | Asynchronous parallel stochastic gradient descent: A numeric core for scalable distributed machine learning algorithms
Keuper, Janis; Pfreundt, Franz-Josef | Konferenzbeitrag |
| 2015 | Balancing the communication load of asynchronously parallelized machine learning algorithms
Keuper, Janis; Pfreundt, Franz-Josef | Preprint |