Fabian Hüger

59 papers A 2B 5C 3Journal 27Unranked 21
YearRankTypeTitle / Venue / Authors
2026 — conf
Spatio-Temporal Attention for Consistent Video Semantic Segmentation in Automated Driving.
VISAPP (2)
Serin Varghese, Kevin Ross, Fabian Hüger, Kira Maag
2026 J jnl
Spatio-Temporal Attention for Consistent Video Semantic Segmentation in Automated Driving.
CoRR
Serin Varghese, Kevin Ross, Fabian Hüger, Kira Maag
2025 J jnl
FOCUS: Internal MLLM Representations for Efficient Fine-Grained Visual Question Answering.
CoRR
Liangyu Zhong, Fabio Rosenthal, Joachim Sicking, Fabian Hüger, Thorsten Bagdonat, Hanno Gottschalk, Leo Schwinn
2024 J jnl
VL4AD: Vision-Language Models Improve Pixel-wise Anomaly Detection.
CoRR
Liangyu Zhong, Joachim Sicking, Fabian Hüger, Hanno Gottschalk
2023 — conf
An Approach to the Instantiation of the EU AI Act: A Level of Done Derivation and a Case Study from the Automotive Domain.
EuroSPI (1)
Fabian Hüger, Alexander Poth, Andreas Wittmann, Roland Walgenbach
2023 J jnl
What should AI see? Using the public's opinion to determine the perception of an AI.
AI Ethics
Robin Chan, Radin Dardashti, Meike Osinski, Matthias Rottmann, Dominik Brüggemann, Cilia Rücker, Peter Schlicht, Fabian Hüger, Nikol Rummel, Hanno Gottschalk
2022 A conf
Performance Limiting Factors of Deep Neural Networks for Pedestrian Detection.
BMVC
Yasin Bayzidi, Alen Smajic, Jan David Schneider, Fabian Hüger, Ruby Moritz, Alois C. Knoll
2022 — conf
Performance Prediction for Semantic Segmentation by a Self-Supervised Image Reconstruction Decoder.
CVPR Workshops
Andreas Bär, Marvin Klingner, Jonas Löhdefink, Fabian Hüger, Peter Schlicht, Tim Fingscheidt
2022 J jnl
Tailored Uncertainty Estimation for Deep Learning Systems.
CoRR
Joachim Sicking, Maram Akila, Jan David Schneider, Fabian Hüger, Peter Schlicht, Tim Wirtz, Stefan Wrobel
2022 C conf
Traffic Sign Classifiers Under Physical World Realistic Sticker Occlusions: A Cross Analysis Study.
IV
Yasin Bayzidi, Alen Smajic, Fabian Hüger, Ruby Moritz, Serin Varghese, Peter Schlicht, Alois C. Knoll
2022 J jnl
What should AI see? Using the Public's Opinion to Determine the Perception of an AI.
CoRR
Robin Chan, Radin Dardashti, Meike Osinski, Matthias Rottmann, Dominik Brüggemann, Cilia Rücker, Peter Schlicht, Fabian Hüger, Nikol Rummel, Hanno Gottschalk
2021 — conf
An Integrated Approach to a Safety Argumentation for AI-Based Perception Functions in Automated Driving.
SAFECOMP Workshops
Michael Mock, Stephan Scholz, Frédérik Blank, Fabian Hüger, Andreas J. Rohatschek, Loren Schwarz, Thomas Stauner
2021 — conf
An Unsupervised Temporal Consistency (TC) Loss To Improve the Performance of Semantic Segmentation Networks.
CVPR Workshops
Serin Varghese, Sharat Gujamagadi, Marvin Klingner, Nikhil Kapoor, Andreas Bär, Jan David Schneider, Kira Maag, Peter Schlicht, Fabian Hüger, Tim Fingscheidt
2021 J jnl
Approaching Neural Network Uncertainty Realism.
CoRR
Joachim Sicking, Alexander Kister, Matthias Fahrland, Stefan Eickeler, Fabian Hüger, Stefan Rüping, Peter Schlicht, Tim Wirtz
2021 B conf
From a Fourier-Domain Perspective on Adversarial Examples to a Wiener Filter Defense for Semantic Segmentation.
IJCNN
Nikhil Kapoor, Andreas Bär, Serin Varghese, Jan David Schneider, Fabian Hüger, Peter Schlicht, Tim Fingscheidt
2021 B conf
Improving Video Instance Segmentation by Light-weight Temporal Uncertainty Estimates.
IJCNN
Kira Maag, Matthias Rottmann, Serin Varghese, Fabian Hüger, Peter Schlicht, Hanno Gottschalk
2021 — conf
Plants Don't Walk on the Street: Common-Sense Reasoning for Reliable Semantic Segmentation.
CVPR Workshops
Linara Adilova, Elena Schulz, Maram Akila, Sebastian Houben, Jan David Schneider, Fabian Hüger, Tim Wirtz
2021 J jnl
Plants Don't Walk on the Street: Common-Sense Reasoning for Reliable Semantic Segmentation.
CoRR
Linara Adilova, Elena Schulz, Maram Akila, Sebastian Houben, Jan David Schneider, Fabian Hüger, Tim Wirtz
2021 J jnl
Street-Map Based Validation of Semantic Segmentation in Autonomous Driving.
CoRR
Laura von Rüden, Tim Wirtz, Fabian Hüger, Jan David Schneider, Nico Piatkowski, Christian Bauckhage
2021 J jnl
The Vulnerability of Semantic Segmentation Networks to Adversarial Attacks in Autonomous Driving: Enhancing Extensive Environment Sensing.
CoRR
Andreas Bär, Jonas Löhdefink, Nikhil Kapoor, Serin J. Varghese, Fabian Hüger, Peter Schlicht, Tim Fingscheidt
2021 J jnl
The Vulnerability of Semantic Segmentation Networks to Adversarial Attacks in Autonomous Driving: Enhancing Extensive Environment Sensing.
IEEE Signal Process. Mag.
Andreas Bär, Jonas Löhdefink, Nikhil Kapoor, Serin Varghese, Fabian Hüger, Peter Schlicht, Tim Fingscheidt
2021 — conf
Validation of Simulation-Based Testing: Bypassing Domain Shift with Label-to-Image Synthesis.
IV Workshops
Julia Rosenzweig, Eduardo Brito, Hans-Ulrich Kobialka, Maram Akila, Nico M. Schmidt, Peter Schlicht, Jan David Schneider, Fabian Hüger, Matthias Rottmann, Sebastian Houben, Tim Wirtz
2021 J jnl
Validation of Simulation-Based Testing: Bypassing Domain Shift with Label-to-Image Synthesis.
CoRR
Julia Rosenzweig, Eduardo Brito, Hans-Ulrich Kobialka, Maram Akila, Nico M. Schmidt, Peter Schlicht, Jan David Schneider, Fabian Hüger, Matthias Rottmann, Sebastian Houben, Tim Wirtz
2020 — conf
A Self-Supervised Feature Map Augmentation (FMA) Loss and Combined Augmentations Finetuning to Efficiently Improve the Robustness of CNNs.
CSCS
Nikhil Kapoor, Chun Yuan, Jonas Löhdefink, Roland Zimmermann, Serin Varghese, Fabian Hüger, Nico M. Schmidt, Peter Schlicht, Tim Fingscheidt
2020 J jnl
A Self-Supervised Feature Map Augmentation (FMA) Loss and Combined Augmentations Finetuning to Efficiently Improve the Robustness of CNNs.
CoRR
Nikhil Kapoor, Chun Yuan, Jonas Löhdefink, Roland Zimmermann, Serin Varghese, Fabian Hüger, Nico M. Schmidt, Peter Schlicht, Tim Fingscheidt
2020 B conf
Controlled False Negative Reduction of Minority Classes in Semantic Segmentation.
IJCNN
Robin Chan, Matthias Rottmann, Fabian Hüger, Peter Schlicht, Hanno Gottschalk
2020 A conf
Detection of False Positive and False Negative Samples in Semantic Segmentation.
DATE
Matthias Rottmann, Kira Maag, Robin Chan, Fabian Hüger, Peter Schlicht, Hanno Gottschalk
2020 C conf
Focussing Learned Image Compression to Semantic Classes for V2X Applications.
IV
Jonas Löhdefink, Andreas Bär, Nico M. Schmidt, Fabian Hüger, Peter Schlicht, Tim Fingscheidt
2020 J jnl
From a Fourier-Domain Perspective on Adversarial Examples to a Wiener Filter Defense for Semantic Segmentation.
CoRR
Nikhil Kapoor, Andreas Bär, Serin Varghese, Jan David Schneider, Fabian Hüger, Peter Schlicht, Tim Fingscheidt
2020 J jnl
Improving Video Instance Segmentation by Light-weight Temporal Uncertainty Estimates.
CoRR
Kira Maag, Matthias Rottmann, Fabian Hüger, Peter Schlicht, Hanno Gottschalk
2020 B conf
Prediction Error Meta Classification in Semantic Segmentation: Detection via Aggregated Dispersion Measures of Softmax Probabilities.
IJCNN
Matthias Rottmann, Pascal Colling, Thomas-Paul Hack, Robin Chan, Fabian Hüger, Peter Schlicht, Hanno Gottschalk
2020 J jnl
Risk Assessment for Machine Learning Models.
CoRR
Paul Schwerdtner, Florens Greßner, Nikhil Kapoor, Felix Assion, René Sass, Wiebke Günther, Fabian Hüger, Peter Schlicht
2020 — conf
Robust Semantic Segmentation by Redundant Networks With a Layer-Specific Loss Contribution and Majority Vote.
CVPR Workshops
Andreas Bär, Marvin Klingner, Serin Varghese, Fabian Hüger, Peter Schlicht, Tim Fingscheidt
2020 — conf
Scalar and Vector Quantization for Learned Image Compression: A Study on the Effects of MSE and GAN Loss in Various Spaces.
ITSC
Jonas Löhdefink, Fabian Hüger, Peter Schlicht, Tim Fingscheidt
2020 — conf
Self-Supervised Domain Mismatch Estimation for Autonomous Perception.
CVPR Workshops
Jonas Löhdefink, Justin Fehrling, Marvin Klingner, Fabian Hüger, Peter Schlicht, Nico M. Schmidt, Tim Fingscheidt
2020 J jnl
Self-Supervised Domain Mismatch Estimation for Autonomous Perception.
CoRR
Jonas Löhdefink, Justin Fehrling, Marvin Klingner, Fabian Hüger, Peter Schlicht, Nico M. Schmidt, Tim Fingscheidt
2020 J jnl
Strategy to Increase the Safety of a DNN-based Perception for HAD Systems.
CoRR
Timo Sämann, Peter Schlicht, Fabian Hüger
2020 B conf
Street-Map Based Validation of Semantic Segmentation in Autonomous Driving.
ICPR
Laura von Rüden, Tim Wirtz, Fabian Hüger, Jan David Schneider, Nico Piatkowski, Christian Bauckhage
2020 J jnl
Towards Map-Based Validation of Semantic Segmentation Masks.
CoRR
Laura von Rüden, Tim Wirtz, Fabian Hüger, Jan David Schneider, Christian Bauckhage
2020 — conf
Unsupervised Temporal Consistency Metric for Video Segmentation in Highly-Automated Driving.
CVPR Workshops
Serin Varghese, Yasin Bayzidi, Andreas Bär, Nikhil Kapoor, Sounak Lahiri, Jan David Schneider, Nico M. Schmidt, Peter Schlicht, Fabian Hüger, Tim Fingscheidt
2020 — conf
Using Mixture of Expert Models to Gain Insights into Semantic Segmentation.
CVPR Workshops
Svetlana Pavlitskaya, Christian Hubschneider, Michael Weber, Ruby Moritz, Fabian Hüger, Peter Schlicht, J. Marius Zöllner
2019 J jnl
Application of Decision Rules for Handling Class Imbalance in Semantic Segmentation.
CoRR
Robin Chan, Matthias Rottmann, Fabian Hüger, Peter Schlicht, Hanno Gottschalk
2019 J jnl
Detection of False Positive and False Negative Samples in Semantic Segmentation.
CoRR
Matthias Rottmann, Kira Maag, Robin Chan, Fabian Hüger, Peter Schlicht, Hanno Gottschalk
2019 J jnl
GAN- vs. JPEG2000 Image Compression for Distributed Automotive Perception: Higher Peak SNR Does Not Mean Better Semantic Segmentation.
CoRR
Jonas Löhdefink, Andreas Bär, Nico M. Schmidt, Fabian Hüger, Peter Schlicht, Tim Fingscheidt
2019 J jnl
MetaFusion: Controlled False-Negative Reduction of Minority Classes in Semantic Segmentation.
CoRR
Robin Chan, Matthias Rottmann, Fabian Hüger, Peter Schlicht, Hanno Gottschalk
2019 C conf
On Low-Bitrate Image Compression for Distributed Automotive Perception: Higher Peak SNR Does Not Mean Better Semantic Segmentation.
IV
Jonas Löhdefink, Andreas Bär, Nico M. Schmidt, Fabian Hüger, Peter Schlicht, Tim Fingscheidt
2019 — conf
On the Robustness of Redundant Teacher-Student Frameworks for Semantic Segmentation.
CVPR Workshops
Andreas Bär, Fabian Hüger, Peter Schlicht, Tim Fingscheidt
2019 — conf
The Attack Generator: A Systematic Approach Towards Constructing Adversarial Attacks.
CVPR Workshops
Felix Assion, Peter Schlicht, Florens Greßner, Wiebke Günther, Fabian Hüger, Nico M. Schmidt, Umair Rasheed
2019 J jnl
The Attack Generator: A Systematic Approach Towards Constructing Adversarial Attacks.
CoRR
Felix Assion, Peter Schlicht, Florens Greßner, Wiebke Günther, Fabian Hüger, Nico M. Schmidt, Umair Rasheed
2019 — conf
The Ethical Dilemma When (Not) Setting up Cost-Based Decision Rules in Semantic Segmentation.
CVPR Workshops
Robin Chan, Matthias Rottmann, Radin Dardashti, Fabian Hüger, Peter Schlicht, Hanno Gottschalk
2019 J jnl
The Ethical Dilemma when (not) Setting up Cost-based Decision Rules in Semantic Segmentation.
CoRR
Robin Chan, Matthias Rottmann, Radin Dardashti, Fabian Hüger, Peter Schlicht, Hanno Gottschalk
2019 — conf
Unsupervised Domain Adaptation to Improve Image Segmentation Quality Both in the Source and Target Domain.
CVPR Workshops
Jan-Aike Bolte, Markus Kamp, Antonia Breuer, Silviu Homoceanu, Peter Schlicht, Fabian Hüger, Daniel Lipinski, Tim Fingscheidt
2018 — conf
Efficient Decentralized Deep Learning by Dynamic Model Averaging.
ECML/PKDD (1)
Michael Kamp, Linara Adilova, Joachim Sicking, Fabian Hüger, Peter Schlicht, Tim Wirtz, Stefan Wrobel
2018 J jnl
Efficient Decentralized Deep Learning by Dynamic Model Averaging.
CoRR
Michael Kamp, Linara Adilova, Joachim Sicking, Fabian Hüger, Peter Schlicht, Tim Wirtz, Stefan Wrobel
2018 J jnl
Prediction Error Meta Classification in Semantic Segmentation: Detection via Aggregated Dispersion Measures of Softmax Probabilities.
CoRR
Matthias Rottmann, Pascal Colling, Thomas-Paul Hack, Fabian Hüger, Peter Schlicht, Hanno Gottschalk
2014 — —
Eine flexible Bedien- und Anzeigeschnittstelle für Erweiterungen in Fahrerinformationssystemen.
Fabian Hüger
2012 — conf
Eine abgesicherte Bedien-und Anzeigeschnittstelle zur Integration von Smartphone-Anwendungen in die Benutzeroberfläche von Fahrerinformationssystemen.
GI-Jahrestagung
Fabian Hüger
2012 — conf
Platform independent applications for in-vehicle infotainment systems via integration of CE devices.
ICCE-Berlin
Fabian Hüger
2011 — conf
User interface transfer for driver information systems: a survey and an improved approach.
AutomotiveUI
Fabian Hüger