Fabian Küppers

15 papers C 1Journal 8Unranked 6
YearRankTypeTitle / Venue / Authors
2024 J jnl
The Gaussian Discriminant Variational Autoencoder (GdVAE): A Self-Explainable Model with Counterfactual Explanations.
CoRR
Anselm Haselhoff, Kevin Trelenberg, Fabian Küppers, Jonas Schneider
2024 — conf
The Gaussian Discriminant Variational Autoencoder (GdVAE): A Self-explainable Model with Counterfactual Explanations.
ECCV (53)
Anselm Haselhoff, Kevin Trelenberg, Fabian Küppers, Jonas Schneider
2023 J jnl
Uncertainty Calibration and its Application to Object Detection.
CoRR
Fabian Küppers
2022 J jnl
Confidence Calibration for Object Detection and Segmentation.
CoRR
Fabian Küppers, Anselm Haselhoff, Jan Kronenberger, Jonas Schneider
2022 — conf
Parametric and Multivariate Uncertainty Calibration for Regression and Object Detection.
ECCV Workshops (5)
Fabian Küppers, Jonas Schneider, Anselm Haselhoff
2022 J jnl
Parametric and Multivariate Uncertainty Calibration for Regression and Object Detection.
CoRR
Fabian Küppers, Jonas Schneider, Anselm Haselhoff
2021 C conf
Bayesian Confidence Calibration for Epistemic Uncertainty Modelling.
IV
Fabian Küppers, Jan Kronenberger, Jonas Schneider, Anselm Haselhoff
2021 J jnl
Bayesian Confidence Calibration for Epistemic Uncertainty Modelling.
CoRR
Fabian Küppers, Jan Kronenberger, Jonas Schneider, Anselm Haselhoff
2021 — conf
From Black-box to White-box: Examining Confidence Calibration under different Conditions.
SafeAI@AAAI
Franziska Schwaiger, Maximilian Henne, Fabian Küppers, Felippe Schmoeller Roza, Karsten Roscher, Anselm Haselhoff
2021 J jnl
From Black-box to White-box: Examining Confidence Calibration under different Conditions.
CoRR
Franziska Schwaiger, Maximilian Henne, Fabian Küppers, Felippe Schmoeller Roza, Karsten Roscher, Anselm Haselhoff
2021 J jnl
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety.
CoRR
Sebastian Houben, Stephanie Abrecht, Maram Akila, Andreas Bär, Felix Brockherde, Patrick Feifel, Tim Fingscheidt, Sujan Sai Gannamaneni, Seyed Eghbal Ghobadi, Ahmed Hammam, Anselm Haselhoff, Felix Hauser, Christian Heinzemann, Marco Hoffmann, Nikhil Kapoor, Falk Kappel, Marvin Klingner, Jan Kronenberger, Fabian Küppers, Jonas Löhdefink, Michael Mlynarski, Michael Mock, Firas Mualla, Svetlana Pavlitskaya, Maximilian Poretschkin, Alexander Pohl, Varun Ravi Kumar, Julia Rosenzweig, Matthias Rottmann, Stefan Rüping, Timo Sämann, Jan David Schneider, Elena Schulz, Gesina Schwalbe, Joachim Sicking, Toshika Srivastava, Serin Varghese, Michael Weber, Sebastian Wirkert, Tim Wirtz, Matthias Woehrle
2021 — conf
Towards Black-Box Explainability With Gaussian Discriminant Knowledge Distillation.
CVPR Workshops
Anselm Haselhoff, Jan Kronenberger, Fabian Küppers, Jonas Schneider
2020 — conf
Multivariate Confidence Calibration for Object Detection.
CVPR Workshops
Fabian Küppers, Jan Kronenberger, Amirhossein Shantia, Anselm Haselhoff
2020 J jnl
Multivariate Confidence Calibration for Object Detection.
CoRR
Fabian Küppers, Jan Kronenberger, Amirhossein Shantia, Anselm Haselhoff
2019 — conf
Random Forest on an Embedded Device for Real-time Machine State Classification.
EUSIPCO
Fabian Küppers, Jonas Albers, Anselm Haselhoff