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On the Limits of Pseudo Ground Truth in Visual Camera Re-localisation


Sep 01, 2021
Eric Brachmann, Martin Humenberger, Carsten Rother, Torsten Sattler

* ICCV 2021 

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Conditional Invertible Neural Networks for Diverse Image-to-Image Translation


May 05, 2021
Lynton Ardizzone, Jakob Kruse, Carsten L├╝th, Niels Bracher, Carsten Rother, Ullrich K├Âthe

* arXiv admin note: text overlap with arXiv:1907.02392 

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Fusion Moves for Graph Matching


Feb 05, 2021
Lisa Hutschenreiter, Stefan Haller, Lorenz Feineis, Carsten Rother, Dagmar Kainm├╝ller, Bogdan Savchynskyy

* 173 pages (including appendix) 

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Benchmarking Invertible Architectures on Inverse Problems


Jan 26, 2021
Jakob Kruse, Lynton Ardizzone, Carsten Rother, Ullrich K├Âthe

* Workshop on Invertible Neural Networks and Normalizing Flows (ICML 2019) 

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Representing Ambiguity in Registration Problems with Conditional Invertible Neural Networks


Dec 15, 2020
Darya Trofimova, Tim Adler, Lisa Kausch, Lynton Ardizzone, Klaus Maier-Hein, Ulrich K├Âthe, Carsten Rother, Lena Maier-Hein

* The paper got accepted at Medical Imaging Meets NeurIPS Workshop at Neural Information Processing Systems 2020 

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Invertible Neural Networks for Uncertainty Quantification in Photoacoustic Imaging


Nov 10, 2020
Jan-Hinrich N├Âlke, Tim Adler, Janek Gr├Âhl, Lynton Ardizzone, Carsten Rother, Ullrich K├Âthe, Lena Maier-Hein

* 7 pages, 4 figures, submitted to "Bildverarbeitung f\"ur die Medizin (BVM) 2021" 

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Learning Robust Models Using The Principle of Independent Causal Mechanisms


Oct 14, 2020
Jens M├╝ller, Robert Schmier, Lynton Ardizzone, Carsten Rother, Ullrich K├Âthe


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BOP Challenge 2020 on 6D Object Localization


Oct 13, 2020
Tomas Hodan, Martin Sundermeyer, Bertram Drost, Yann Labbe, Eric Brachmann, Frank Michel, Carsten Rother, Jiri Matas

* In ECCV 2020 Workshops Proceedings 

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Increasing the Robustness of Semantic Segmentation Models with Painting-by-Numbers


Oct 12, 2020
Christoph Kamann, Burkhard G├╝ssefeld, Robin Hutmacher, Jan Hendrik Metzen, Carsten Rother


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Generative Classifiers as a Basis for Trustworthy Computer Vision


Jul 29, 2020
Radek Mackowiak, Lynton Ardizzone, Ullrich K├Âthe, Carsten Rother


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Intrinsic Autoencoders for Joint Neural Rendering and Intrinsic Image Decomposition


Jul 01, 2020
Hassan Abu Alhaija, Siva Karthik Mustikovela, Justus Thies, Varun Jampani, Matthias Nie├čner, Andreas Geiger, Carsten Rother


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Split-Merge Pooling


Jun 13, 2020
Omid Hosseini Jafari, Carsten Rother


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MPLP++: Fast, Parallel Dual Block-Coordinate Ascent for Dense Graphical Models


Apr 16, 2020
Siddharth Tourani, Alexander Shekhovtsov, Carsten Rother, Bogdan Savchynskyy

* Accepted in ECCV-2018 

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Taxonomy of Dual Block-Coordinate Ascent Methods for Discrete Energy Minimization


Apr 16, 2020
Siddharth Tourani, Alexander Shekhovtsov, Carsten Rother, Bogdan Savchynskyy

* Accepted in AISTATS 2020 

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A Primal-Dual Solver for Large-Scale Tracking-by-Assignment


Apr 14, 2020
Stefan Haller, Mangal Prakash, Lisa Hutschenreiter, Tobias Pietzsch, Carsten Rother, Florian Jug, Paul Swoboda, Bogdan Savchynskyy

* 23rd International Conference on Artificial Intelligence and Statistics (AISTATS), 2020 

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Self-Supervised Viewpoint Learning From Image Collections


Apr 03, 2020
Siva Karthik Mustikovela, Varun Jampani, Shalini De Mello, Sifei Liu, Umar Iqbal, Carsten Rother, Jan Kautz

* Accepted at CVPR 20 

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Visual Camera Re-Localization from RGB and RGB-D Images Using DSAC


Feb 27, 2020
Eric Brachmann, Carsten Rother


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Exact Information Bottleneck with Invertible Neural Networks: Getting the Best of Discriminative and Generative Modeling


Jan 20, 2020
Lynton Ardizzone, Radek Mackowiak, Ullrich K├Âthe, Carsten Rother


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Disentanglement by Nonlinear ICA with General Incompressible-flow Networks (GIN)


Jan 14, 2020
Peter Sorrenson, Carsten Rother, Ullrich K├Âthe

* 23 pages, 15 figures, ICLR 2020 

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CONSAC: Robust Multi-Model Fitting by Conditional Sample Consensus


Jan 08, 2020
Florian Kluger, Eric Brachmann, Hanno Ackermann, Carsten Rother, Michael Ying Yang, Bodo Rosenhahn


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Reinforced Feature Points: Optimizing Feature Detection and Description for a High-Level Task


Dec 02, 2019
Aritra Bhowmik, Stefan Gumhold, Carsten Rother, Eric Brachmann


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Out of distribution detection for intra-operative functional imaging


Nov 05, 2019
Tim J. Adler, Leonardo Ayala, Lynton Ardizzone, Hannes G. Kenngott, Anant Vemuri, Beat P. M├╝ller-Stich, Carsten Rother, Ullrich K├Âthe, Lena Maier-Hein

* Proceedings of the First International Workshop on Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, UNSURE 2019, and the 8th International Workshop on Clinical Image-Based Procedures, CLIP 2019 
* The final authenticated version is available online at https://doi.org/10.1007/978-3-030-32689-0_8 

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Learning to Think Outside the Box: Wide-Baseline Light Field Depth Estimation with EPI-Shift


Sep 19, 2019
Titus Leistner, Hendrik Schilling, Radek Mackowiak, Stefan Gumhold, Carsten Rother

* Published at International Conference on 3D Vision (3DV) 2019 

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Benchmarking the Robustness of Semantic Segmentation Models


Aug 14, 2019
Christoph Kamann, Carsten Rother

* 24 pages, 22 figures 

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Expert Sample Consensus Applied to Camera Re-Localization


Aug 07, 2019
Eric Brachmann, Carsten Rother

* ICCV 2019. Supplementary materials included 

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Guided Image Generation with Conditional Invertible Neural Networks


Jul 10, 2019
Lynton Ardizzone, Carsten L├╝th, Jakob Kruse, Carsten Rother, Ullrich K├Âthe


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