Publikationen

Liste aller neueren Publikationen des IMLA auf Google Scholar: https://scholar.google.de/citations?hl=de&user=XgNf1vYAAAAJ

Titel
Zitiert von
Jahr
Adversarial Robustness through the Lens of Convolutional Filters
P Gavrikov, J Keuper
arXiv preprint arXiv:2204.02481, 2022
2022
FrequencyLowCut Pooling–Plug & Play against Catastrophic Overfitting
J Grabinski, S Jung, J Keuper, M Keuper
arXiv preprint arXiv:2204.00491, 2022
2022
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters
P Gavrikov, J Keuper
arXiv preprint arXiv:2203.15331, 2022
2022
A comparison of deep learning paradigms for seismic data interpolation
M Fernandez, R Durall, N Ettrich, M Delescluse, A Rabaute, J Keuper
Second EAGE Digitalization Conference and Exhibition 2022 (1), 1-5, 2022
2022
An Empirical Investigation of Model-to-Model Distribution Shifts in Trained Convolutional Filters
P Gavrikov, J Keuper
arXiv preprint arXiv:2201.08465, 2022
2022
Intelligentes Data Governance und Data Management–Neue Chancen für die Kundendatenbewirtschaftung
S Braun, D Follwarczny, A Heißler
Aspekte des Managements der Digitalisierung, 89-113, 2022
2022
Neue Kanäle–neue Daten: Die veränderte Rolle von Kundendaten im Handel
S Braun, D Follwarczny, A Heißler
Die Corona-Transformation, 133-159, 2022
12022
Accelerating Density-Based Subspace Clustering in High-Dimensional Data
J Prinzbach, T Lauer, N Kiefer
2021 International Conference on Data Mining Workshops (ICDMW), 474-481, 2021
12021
Investigating Shifts in GAN Output-Distributions
R Durall, J Keuper
arXiv preprint arXiv:2112.14061, 2021
2021
Is RobustBench/AutoAttack a suitable Benchmark for Adversarial Robustness?
P Lorenz, D Strassel, M Keuper, J Keuper
arXiv preprint arXiv:2112.01601, 2021
22021
Aliasing coincides with CNNs vulnerability towards adversarial attacks
J Grabinski, J Keuper, M Keuper
The AAAI-22 Workshop on Adversarial Machine Learning and Beyond, 2021
12021
Detecting AutoAttack Perturbations in the Frequency Domain
P Lorenz, P Harder, D Straßel, M Keuper, J Keuper
arXiv preprint arXiv:2111.08785, 2021
32021
FacialGAN: Style Transfer and Attribute Manipulation on Synthetic Faces
R Durall, J Jam, D Strassel, MH Yap, J Keuper
arXiv preprint arXiv:2110.09425, 2021
2021
Combining transformer generators with convolutional discriminators
R Durall, S Frolov, J Hees, F Raue, FJ Pfreundt, A Dengel, J Keuper
German Conference on Artificial Intelligence (Künstliche Intelligenz), 67-79, 2021
32021
Emulating Aerosol Microphysics with Machine Learning
P Harder, D Watson-Parris, D Strassel, N Gauger, P Stier, J Keuper
arXiv preprint arXiv:2109.10593, 2021
22021
Spectraldefense: Detecting adversarial attacks on cnns in the fourier domain
P Harder, FJ Pfreundt, M Keuper, J Keuper
2021 International Joint Conference on Neural Networks (IJCNN), 1-8, 2021
52021
Generative models for the transfer of knowledge in seismic interpretation with deep learning
R Durall, V Tschannen, N Ettrich, J Keuper
The Leading Edge 40 (7), 534-542, 2021
2021
MSM: Multi-stage Multicuts for Scalable Image Clustering
K Ho, A Chatzimichailidis, M Keuper, J Keuper
International Conference on High Performance Computing, 267-284, 2021
2021
Estimating the Robustness of Classification Models by the Structure of the Learned Feature-Space
K Ho, FJ Pfreundt, J Keuper, M Keuper
arXiv preprint arXiv:2106.12303, 2021
2021
A Retail Product Categorisation Dataset
FS Elayanithottathil, J Keuper
arXiv preprint arXiv:2103.13864, 2021
2021
Local facial attribute transfer through inpainting
R Durall, FJ Pfreundt, J Keuper
2020 25th International Conference on Pattern Recognition (ICPR), 95-102, 2021
42021
Learning embeddings for image clustering: An empirical study of triplet loss approaches
K Ho, J Keuper, FJ Pfreundt, M Keuper
2020 25th International Conference on Pattern Recognition (ICPR), 87-94, 2021
52021
KOBRA: Praxisfähige lernbasierte Verfahren zur automatischen Konfiguration von Business-Regeln in Duplikaterkennungssystemen
S Braun, G Alkhouri, E Peukert
INFORMATIK 2020, 2021
12021
KI-Projekte–diese Rolle spielt die Datenqualität
S Braun, D Follwarczny
2021
Erfolgsfaktor Checkout Optimierung
S Braun, D Hennig
2021
Valide Kundendaten–Das Fundament für Omni-Channel Marketing
S Braun
Marketing und Sales Automation, 159-175, 2021
22021
Eine Frage der Qualität
S Braun, D Follwarczny
IT-Zoom/IT-Mittelstand, 1-1, 2021
2021
Sample efficient localization and stage prediction with autoencoders
S Hoch, S Lange, J Keuper
ESANN 2021 proceedings, 71-76, 2021
2021
Combining Transformer Generators with Convolutional Discriminators
R Durall Lopez, S Frolov, J Hees, F Raue, FJ Pfreundt, A Dengel, …
KI 2021: Advances in Artificial Intelligence, 67-79, 2021
2021
FacialGAN: Style Transfer and Attribute Manipulation on Synthetic Faces
R Durall Lopez, J Jam, D Strassel, MH Yap, J Keuper
Proceedings of the British Machine Vision Conference 2021, 2021
2021
Combating Mode Collapse in GAN training: An Empirical Analysis using Hessian Eigenvalues
R Durall Lopez, A Chatzimichailidis, P Labus, J Keuper
4*2021
Combining Transformer Generators with Convolutional Discriminators
FJ Pfreundt, A Dengel, J Keuper
KI 2021: Advances in Artificial Intelligence: 44th German Conference on AI …, 2021
2021
Group Sparsity: A Unified Framework for Network Pruning and Neural Architecture Search
A Chatzimichailidis, SS Arber Zela, P Labus, J Keuper, F Hutter, Y Yang
2021
Latent Space Conditioning on Generative Adversarial Networks
R Durall Lopez, K Ho, FJ Pfreundt, J Keuper
Proceedings of the 16th International Joint Conference on Computer Vision …, 2021
2021
Combating mode collapse in gan training: An empirical analysis using hessian eigenvalues
R Durall, A Chatzimichailidis, P Labus, J Keuper
arXiv preprint arXiv:2012.09673, 2020
92020
Latent Space Conditioning on Generative Adversarial Networks
R Durall, K Ho, FJ Pfreundt, J Keuper
arXiv preprint arXiv:2012.08803, 2020
2020
An empirical study of explainable AI techniques on deep learning models for time series tasks
U Schlegel, D Oelke, DA Keim, M El-Assady
arXiv preprint arXiv:2012.04344, 2020
32020
Python Workflows on HPC Systems
D Straßel, P Reusch, J Keuper
2020 IEEE/ACM 9th Workshop on Python for High-Performance and Scientific …, 2020
12020
Teaching Practical Machine Learning Concepts to Professionals and Students: An Integrated and Interdisciplinary Qualification Project
T Hagen, T Lauer, V Sänger, K Dorer, S Trahasch
2020 IEEE Frontiers in Education Conference (FIE), 1-8, 2020
2020
Synthesizing seismic diffractions using a generative adversarial network
R Durall, V Tschannen, FJ Pfreundt, J Keuper
SEG Technical Program Expanded Abstracts 2020, 1491-1495, 2020
12020
System setup for synchronized visual-inertial localization and mapping
S Hensel, MB Marinov, M Schmitt
2020 XXIX International Scientific Conference Electronics (ET), 1-4, 2020
32020
Experimental Set-up for Evaluation of Algorithms for Simultaneous Localization and Mapping
S Hensel, MB Marinov, C Kehret, M Stefanova-Pavlova
European Conference on Software Process Improvement, 433-444, 2020
22020
Nichts ist, wie es scheint. Von der Kunst in digitaler Zeit sich gemeinschaftlich zu erinnern
G Meier
Praktische Theologie 55 (3), 140-147, 2020
2020
Protect Our Health with Cleaner Cars–How to Gain Customer Acceptance for Air Pollution Decreasing Retrofit Purchase
J Reiter, U Hartmann, L Greschuchna, J Westrich, A Moertl, L Cherkaoui, …
International Conference on Human-Computer Interaction, 158-173, 2020
2020
Technique for monitoring technical equipment
D Oelke, J Wimmer
US Patent 10,712,239, 2020
2020
SmartPred: Unsupervised hard disk failure detection
P Rombach, J Keuper
International Conference on High Performance Computing, 235-246, 2020
22020
Extracting horizon surfaces from 3D seismic data using deep learning
V Tschannen, M Delescluse, N Ettrich, J Keuper
Geophysics 85 (3), N17-N26, 2020
322020
Towards visual debugging for multi-target time series classification
U Schlegel, E Cakmak, H Arnout, M El-Assady, D Oelke, DA Keim
Proceedings of the 25th International Conference on Intelligent User …, 2020
22020
PHS: A toolbox for parallel hyperparameter search
PM Habelitz, J Keuper
arXiv preprint arXiv:2002.11429, 2020
22020
Detection of point scatterers using diffraction imaging and deep learning
V Tschannen, N Ettrich, M Delescluse, J Keuper
Geophysical Prospecting 68 (3), 830-844, 2020
212020
Method for mapping a processing area for autonomous robot vehicles
P Biber, H Becker, S Hensel
US Patent 10,551,844, 2020
72020
Unsupervised multiple person tracking using autoencoder-based lifted multicuts
K Ho, J Keuper, M Keuper
arXiv preprint arXiv:2002.01192, 2020
52020
Watch your up-convolution: Cnn based generative deep neural networks are failing to reproduce spectral distributions
R Durall, M Keuper, J Keuper
Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2020
1072020
Unsupervised Multiple Person Tracking using AutoEncoder-Based Lifted Multicuts
J Keuper, K Ho, M Keuper
2020
Python Workflows on HPC Systems
J Keuper, D Straßel, P Reusch
Conference Proceedings: PYHPC 2020, 32-40, 2020
2020
Synthesizing seismic diffractions using a generative adversarial network
J Keuper, V Tschannen, R Durall Lopez, FJ Pfreundt
SEG Technical Program Expanded Abstracts 2020, 1491-1495, 2020
2020
Machine Learning Meets Visualization to Make Artificial Intelligence Interpretable (Dagstuhl Seminar 19452)
E Bertini, PT Bremer, D Oelke, J Thiagarajan
Dagstuhl Reports 9 (11), 2020
12020
Collaborations Between Industry and University
D Oelke, A Sutor
Foundations of Data Visualization, 279-283, 2020
2020
A two-stage minimum cost multicut approach to self-supervised multiple person tracking
K Ho, A Kardoost, FJ Pfreundt, J Keuper, M Keuper
Proceedings of the Asian Conference on Computer Vision, 2020
22020
Semi few-shot attribute translation
R Durall, FJ Pfreundt, J Keuper
2019 International Conference on Image and Vision Computing New Zealand …, 2019
22019
Scalable hyperparameter optimization with lazy Gaussian processes
R Ram, S Müller, FJ Pfreundt, NR Gauger, J Keuper
2019 IEEE/ACM Workshop on Machine Learning in High Performance Computing …, 2019
32019
Gradvis: Visualization and second order analysis of optimization surfaces during the training of deep neural networks
A Chatzimichailidis, J Keuper, FJ Pfreundt, NR Gauger
2019 IEEE/ACM Workshop on Machine Learning in High Performance Computing …, 2019
32019
Autonomous work device
P Biber, K Marx, S Petereit, S Hensel
US Patent 10,466,710, 2019
52019
Unmasking deepfakes with simple features
R Durall, M Keuper, FJ Pfreundt, J Keuper
arXiv preprint arXiv:1911.00686, 2019
812019
Architecture of a Big Data Platform for a Semiconductor Company
D Müller, S Trahasch
DATA ANALYTICS 2019, 41, 2019
12019
Image-based automated hit detection and score calculation on a steel dartboard
S Hensel, MB Marinov, F Sprich, B Ganev
2019 Second Balkan Junior Conference on Lighting (Balkan Light Junior), 1-4, 2019
12019
Object segmentation using pixel-wise adversarial loss
R Durall, FJ Pfreundt, U Köthe, J Keuper
German Conference on Pattern Recognition, 303-316, 2019
32019
Warum es sinnlos ist, sich mit einer Maschine zu messen–vor allem für die Maschine!
G Meier
Praktische Theologie 54 (3), 186-187, 2019
2019
Next Level Service Performance-Intelligent Order Assistants in Automotive After Market
J Reiter, A Mueller, U Hartmann, MD Schatz, L Greschuchna
International Conference on Human-Computer Interaction, 114-125, 2019
12019
Stabilizing GANs with Soft Octave Convolutions
R Durall, FJ Pfreundt, J Keuper
arXiv preprint arXiv:1905.12534, 2019
2019
Stabilizing gans with octave convolutions
R Durall, FJ Pfreundt, J Keuper
72019
Ground Sky Imager Based Short Term Cloud Coverage Prediction
S Hensel, MB Marinov, R Schwarz, I Topalov
International Conference on Future Access Enablers of Ubiquitous and …, 2019
12019
Mobile platform for particulate matter monitoring
M Marinov, IP Topalov, NL Hinov, S Hensel
2019 International Conference on Creative Business for Smart and Sustainable …, 2019
12019
Umsetzung eines Fallbeispiels zu IBCS mit SAP Analytics Cloud
K Freyburger, T Hagen
Proceedings SAP Academic User Group Meetings 2019/Gräslund, Karin; Kilian …, 2019
2019
Unmasking DeepFakes with simple Features
R Durall Lopez, M Keuper, FJ Pfreundt, J Keuper
arXiv e-print, 2019
22019
Umsetzung eines Fallbeispiels zu IBCS mit SAP Analytics Cloud
T Hagen, K Freyburger
Proceedings SAP Academic User Group Meeting 2019, 1-2, 2019
2019
Object Detection for the Audi Autonomous Driving Cup
F Wagner, C Lehmann, K Dorer
From Research to Application, 43, 2019
2019
Machine Learning: Menschen Lernen Maschinelles Lernen
R Isenmann, J Prinzbach, S Trahasch, V Sänger, T Lauer, T Hagen, …
From Research to Application, 37, 2019
2019
The sweaty 2019 robocup humanoid adultsize team description
K Dorer, U Hochberg, MW Ülker
Tech. rep., Univ. Appl. Sci. Offenburg, 2019
12019
Exploiting multi-core and many-core parallelism for subspace clustering
A Datta, A Kaur, T Lauer, S Chabbouh
International Journal of Applied Mathematics and Computer Science 29 (1), 2019
52019
Workshop Organization
P Boston, J Westpheling, R Feynman
Unmasking deepfakes with simple features. arXiv 2019
R Durall, M Keuper, FJ Pfreundt, J Keuper
arXiv preprint arXiv:1911.00686, 0
8
Message from the MLHPC Workshop Chairs
SH Lim, X Shen, J Keuper, M Houston
Learning to Walk With Toes
J Fischer, K Dorer
Research Impact on Key Industries, 3, 0
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