Fraunhofer-Gesellschaft

Publica

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