| 2026 | ICPR | A Framework for Low-Effort Training Data Generation for Urban Semantic Segmentation. | Damjan Kalsan, Denis Zavadski, Tim Kchler, Haebom Lee, Stefan Roth, Carsten Rother |
| 2025 | CVPR | Scene-Centric Unsupervised Panoptic Segmentation. | Oliver Hahn, Christoph Reich, Nikita Araslanov, Daniel Cremers, Christian Rupprecht, Stefan Roth |
| 2025 | CVPR | Disentangling Polysemantic Channels in Convolutional Neural Networks. | Robin Hesse, Jonas Fischer, Simone Schaub-Meyer, Stefan Roth |
| 2025 | CVPR | GLASS: Guided Latent Slot Diffusion for Object-Centric Learning. | Krishnakant Singh, Simone Schaub-Meyer, Stefan Roth |
| 2025 | ICCV | Motion-Refined DINOSAUR for Unsupervised Multi-Object Discovery. | Xinrui Gong, Oliver Hahn, Christoph Reich, Krishnakant Singh, Simone Schaub-Meyer, Daniel Cremers, Stefan Roth |
| 2025 | ICCV | Feed-Forward SceneDINO for Unsupervised Semantic Scene Completion. | Aleksandar Jevtic, Christoph Reich, Felix Wimbauer, Oliver Hahn, Christian Rupprecht, Stefan Roth, Daniel Cremers |
| 2025 | ICCV | Removing Cost Volumes from Optical Flow Estimators. | Simon Kiefhaber, Stefan Roth, Simone Schaub-Meyer |
| 2025 | ICCV | ART: Adaptive Relation Tuning for Generalized Relation Prediction. | Gopika Sudhakaran, Hikaru Shindo, Patrick Schramowski, Simone Schaub-Meyer, Kristian Kersting, Stefan Roth |
| 2025 | ICCV | Activation Subspaces for Out-of-Distribution Detection. | Baris Zngr, Robin Hesse, Stefan Roth |
| 2025 | IROS | Boosting Omnidirectional Stereo Matching with a Pre-trained Depth Foundation Model. | Jannik Endres, Oliver Hahn, Charles Corbire, Simone Schaub-Meyer, Stefan Roth, Alexandre Alahi |
| 2025 | NDSS | Spatial-Domain Wireless Jamming with Reconfigurable Intelligent Surfaces. | Philipp Mackensen, Paul Staat, Stefan Roth, Aydin Sezgin, Christof Paar, Veelasha Moonsamy |
| 2024 | CVPR | A Perspective on Deep Vision Performance with Standard Image and Video Codecs. | Christoph Reich, Oliver Hahn, Daniel Cremers, Stefan Roth, Biplob Debnath |
| 2024 | CVPR | Is Synthetic Data all We Need? Benchmarking the Robustness of Models Trained with Synthetic Images. | Krishnakant Singh, Thanush Navaratnam, Jannik Holmer, Simone Schaub-Meyer, Stefan Roth |
| 2024 | CVPR | Adapters Strike Back. | Jan-Martin O. Steitz, Stefan Roth |
| 2023 | CVPR | Content-Adaptive Downsampling in Convolutional Neural Networks. | Robin Hesse, Simone Schaub-Meyer, Stefan Roth |
| 2023 | ICCV | FunnyBirds: A Synthetic Vision Dataset for a Part-Based Analysis of Explainable AI Methods. | Robin Hesse, Simone Schaub-Meyer, Stefan Roth |
| 2023 | ICCV | Vision Relation Transformer for Unbiased Scene Graph Generation. | Gopika Sudhakaran, Devendra Singh Dhami, Kristian Kersting, Stefan Roth |
| 2022 | ACL | xGQA: Cross-Lingual Visual Question Answering. | Jonas Pfeiffer, Gregor Geigle, Aishwarya Kamath, Jan-Martin O. Steitz, Stefan Roth, Ivan Vulic, Iryna Gurevych |
| 2022 | BMVC | Efficient Feature Extraction for High-resolution Video Frame Interpolation. | Moritz Nottebaum, Stefan Roth, Simone Schaub-Meyer |
| 2022 | BMVC | $S^2$-Flow: Joint Semantic and Style Editing of Facial Images. | Krishnakant Singh, Simone Schaub-Meyer, Stefan Roth |
| 2022 | SP | IRShield: A Countermeasure Against Adversarial Physical-Layer Wireless Sensing. | Paul Staat, Simon Mulzer, Stefan Roth, Veelasha Moonsamy, Markus Heinrichs, Rainer Kronberger, Aydin Sezgin, Christof Paar |
| 2021 | CVPR | Self-Supervised Augmentation Consistency for Adapting Semantic Segmentation. | Nikita Araslanov, Stefan Roth |
| 2021 | CVPR | Learning Spatially-Variant MAP Models for Non-Blind Image Deblurring. | Jiangxin Dong, Stefan Roth, Bernt Schiele |
| 2021 | CVPR | Self-Supervised Multi-Frame Monocular Scene Flow. | Junhwa Hur, Stefan Roth |
| 2021 | ICCV | PixelPyramids: Exact Inference Models from Lossless Image Pyramids. | Shweta Mahajan, Stefan Roth |
| 2021 | WACV | Boosting Monocular Depth with Panoptic Segmentation Maps. | Faraz Saeedan, Stefan Roth |
| 2020 | CVPR | Single-Stage Semantic Segmentation From Image Labels. | Nikita Araslanov, Stefan Roth |
| 2020 | CVPR | Normalizing Flows With Multi-Scale Autoregressive Priors. | Apratim Bhattacharyya, Shweta Mahajan, Mario Fritz, Bernt Schiele, Stefan Roth |
| 2020 | CVPR | Self-Supervised Monocular Scene Flow Estimation. | Junhwa Hur, Stefan Roth |
| 2020 | CVPR | Probabilistic Pixel-Adaptive Refinement Networks. | Anne S. Wannenwetsch, Stefan Roth |
| 2020 | ICLR | Latent Normalizing Flows for Many-to-Many Cross-Domain Mappings. | Shweta Mahajan, Iryna Gurevych, Stefan Roth |
| 2020 | ICRA | Driving Style Encoder: Situational Reward Adaptation for General-Purpose Planning in Automated Driving. | Sascha Rosbach, Vinit James, Simon Grojohann, Silviu Homoceanu, Xing Li, Stefan Roth |
| 2020 | IROS | Planning on the fast lane: Learning to interact using attention mechanisms in path integral inverse reinforcement learning. | Sascha Rosbach, Xing Li, Simon Grojohann, Silviu Homoceanu, Stefan Roth |
| 2019 | CVPR | Actor-Critic Instance Segmentation. | Nikita Araslanov, Constantin A. Rothkopf, Stefan Roth |
| 2019 | CVPR | Iterative Residual Refinement for Joint Optical Flow and Occlusion Estimation. | Junhwa Hur, Stefan Roth |
| 2019 | IROS | Driving with Style: Inverse Reinforcement Learning in General-Purpose Planning for Automated Driving. | Sascha Rosbach, Vinit James, Simon Grojohann, Silviu Homoceanu, Stefan Roth |
| 2019 | VTC | Ensemble-Based Learning in Indoor Localization: A Hybrid Approach. | Simon Tewes, Alaa Alameer Ahmad, Jaber Kakar, Udaya Miriya Thanthrige, Stefan Roth, Aydin Sezgin |
| 2018 | AAAI | UnFlow: Unsupervised Learning of Optical Flow With a Bidirectional Census Loss. | Simon Meister, Junhwa Hur, Stefan Roth |
| 2018 | CVPR | Lightweight Probabilistic Deep Networks. | Jochen Gast, Stefan Roth |
| 2018 | CVPR | Stochastic Variational Inference With Gradient Linearization. | Tobias Pltz, Anne S. Wannenwetsch, Stefan Roth |
| 2018 | CVPR | Matryoshka Networks: Predicting 3D Geometry via Nested Shape Layers. | Stephan R. Richter, Stefan Roth |
| 2018 | CVPR | Detail-Preserving Pooling in Deep Networks. | Faraz Saeedan, Nicolas Weber, Michael Goesele, Stefan Roth |
| 2018 | ECCV | Normalized Blind Deconvolution. | Meiguang Jin, Stefan Roth, Paolo Favaro |
| 2018 | NAACL | Multimodal Frame Identification with Multilingual Evaluation. | Teresa Botschen, Iryna Gurevych, Jan-Christoph Klie, Hatem Mousselly Sergieh, Stefan Roth |
| 2018 | PIMRC | On The Efficiency of Widely Linear Precoding and Symbol Extension in Cellular Uplink. | Ali Kariminezhad, Stefan Roth, Aydin Sezgin, Anas Chaaban |
| 2017 | CICLING | Interactive Data Analytics for the Humanities. | Iryna Gurevych, Christian M. Meyer, Carsten Binnig, Johannes Frnkranz, Kristian Kersting, Stefan Roth, Edwin Simpson |
| 2017 | CVPR | Noise-Blind Image Deblurring. | Meiguang Jin, Stefan Roth, Paolo Favaro |
| 2017 | CVPR | Benchmarking Denoising Algorithms with Real Photographs. | Tobias Pltz, Stefan Roth |
| 2017 | ICCV | MirrorFlow: Exploiting Symmetries in Joint Optical Flow and Occlusion Estimation. | Junhwa Hur, Stefan Roth |
| 2017 | ICCV | ProbFlow: Joint Optical Flow and Uncertainty Estimation. | Anne S. Wannenwetsch, Margret Keuper, Stefan Roth |
| 2016 | CVPR | The Cityscapes Dataset for Semantic Urban Scene Understanding. | Marius Cordts, Mohamed Omran, Sebastian Ramos, Timo Rehfeld, Markus Enzweiler, Rodrigo Benenson, Uwe Franke, Stefan Roth, Bernt Schiele |
| 2016 | CVPR | Parametric Object Motion from Blur. | Jochen Gast, Anita Sellent, Stefan Roth |
| 2016 | ECCV | Joint Optical Flow and Temporally Consistent Semantic Segmentation. | Junhwa Hur, Stefan Roth |
| 2016 | ECCV | Playing for Data: Ground Truth from Computer Games. | Stephan R. Richter, Vibhav Vineet, Stefan Roth, Vladlen Koltun |
| 2016 | ECCV | Stereo Video Deblurring. | Anita Sellent, Carsten Rother, Stefan Roth |
| 2015 | CVPR | Discriminative shape from shading in uncalibrated illumination. | Stephan R. Richter, Stefan Roth |
| 2015 | ICCV | Registering Images to Untextured Geometry Using Average Shading Gradients. | Tobias Pltz, Stefan Roth |
| 2015 | WACV | Interleaved Regression Tree Field Cascades for Blind Image Deconvolution. | Kevin Schelten, Sebastian Nowozin, Jeremy Jancsary, Carsten Rother, Stefan Roth |
| 2014 | ACCV | Privacy Preserving Multi-target Tracking. | Anton Milan, Stefan Roth, Konrad Schindler, Mineichi Kudo |
| 2014 | CVPR | Shrinkage Fields for Effective Image Restoration. | Uwe Schmidt, Stefan Roth |
| 2014 | ECCV | Stixmantics: A Medium-Level Model for Real-Time Semantic Scene Understanding. | Timo Scharwchter, Markus Enzweiler, Uwe Franke, Stefan Roth |
| 2014 | ECCV | View-Consistent 3D Scene Flow Estimation over Multiple Frames. | Christoph Vogel, Stefan Roth, Konrad Schindler |
| 2014 | ICPR | Localized Image Blur Removal through Non-parametric Kernel Estimation. | Kevin Schelten, Stefan Roth |
| 2014 | SSPR | Texture Synthesis: From Convolutional RBMs to Efficient Deterministic Algorithms. | Qi Gao, Stefan Roth |
| 2013 | CVPR | Detection- and Trajectory-Level Exclusion in Multiple Object Tracking. | Anton Milan, Konrad Schindler, Stefan Roth |
| 2013 | CVPR | Challenges of Ground Truth Evaluation of Multi-target Tracking. | Anton Milan, Konrad Schindler, Stefan Roth |
| 2013 | CVPR | Discriminative Non-blind Deblurring. | Uwe Schmidt, Carsten Rother, Sebastian Nowozin, Jeremy Jancsary, Stefan Roth |
| 2013 | ICCV | Learning People Detectors for Tracking in Crowded Scenes. | Siyu Tang, Mykhaylo Andriluka, Anton Milan, Konrad Schindler, Stefan Roth, Bernt Schiele |
| 2013 | ICCV | Piecewise Rigid Scene Flow. | Christoph Vogel, Konrad Schindler, Stefan Roth |
| 2012 | CVPR | Discrete-continuous optimization for multi-target tracking. | Anton Andriyenko, Konrad Schindler, Stefan Roth |
| 2012 | CVPR | Learning rotation-aware features: From invariant priors to equivariant descriptors. | Uwe Schmidt, Stefan Roth |
| 2011 | CVPR | Connecting non-quadratic variational models and MRFs. | Kevin Schelten, Stefan Roth |
| 2011 | CVPR | Bayesian deblurring with integrated noise estimation. | Uwe Schmidt, Kevin Schelten, Stefan Roth |
| 2011 | CVPR | Monocular 3D scene understanding with explicit occlusion reasoning. | Christian Wojek, Stefan Walk, Stefan Roth, Bernt Schiele |
| 2011 | ICCV | 3D scene flow estimation with a rigid motion prior. | Christoph Vogel, Konrad Schindler, Stefan Roth |
| 2010 | CVPR | Monocular 3D pose estimation and tracking by detection. | Mykhaylo Andriluka, Stefan Roth, Bernt Schiele |
| 2010 | CVPR | A generative perspective on MRFs in low-level vision. | Uwe Schmidt, Qi Gao, Stefan Roth |
| 2010 | CVPR | Automatic discovery of meaningful object parts with latent CRFs. | Paul Schnitzspan, Stefan Roth, Bernt Schiele |
| 2010 | CVPR | Secrets of optical flow estimation and their principles. | Deqing Sun, Stefan Roth, Michael J. Black |
| 2010 | ECCV | Monocular 3D Scene Modeling and Inference: Understanding Multi-Object Traffic Scenes. | Christian Wojek, Stefan Roth, Konrad Schindler, Bernt Schiele |
| 2010 | IROS | Vision based victim detection from unmanned aerial vehicles. | Mykhaylo Andriluka, Paul Schnitzspan, Johannes Meyer, Stefan Kohlbrecher, Karen Petersen, Oskar von Stryk, Stefan Roth, Bernt Schiele |
| 2010 | PIMRC | Subframe allocation for relay networks in the LTE advanced standard. | Stefan Roth, Jiansong Gan, Danyo Danev |
| 2010 | RoboCup | A Semantic World Model for Urban Search and Rescue Based on Heterogeneous Sensors. | Johannes Meyer, Paul Schnitzspan, Stefan Kohlbrecher, Karen Petersen, Mykhaylo Andriluka, Oliver Schwahn, Uwe Klingauf, Stefan Roth, Bernt Schiele, Oskar von Stryk |
| 2009 | CVPR | Pictorial structures revisited: People detection and articulated pose estimation. | Mykhaylo Andriluka, Stefan Roth, Bernt Schiele |
| 2009 | CVPR | Discriminative structure learning of hierarchical representations for object detection. | Paul Schnitzspan, Mario Fritz, Stefan Roth, Bernt Schiele |
| 2008 | CVPR | People-tracking-by-detection and people-detection-by-tracking. | Mykhaylo Andriluka, Stefan Roth, Bernt Schiele |
| 2008 | CVPR | FusionFlow: Discrete-continuous optimization for optical flow estimation. | Victor S. Lempitsky, Stefan Roth, Carsten Rother |
| 2008 | ECCV | Learning Optical Flow. | Deqing Sun, Stefan Roth, J. P. Lewis, Michael J. Black |
| 2007 | ICCV | A Database and Evaluation Methodology for Optical Flow. | Simon Baker, Daniel Scharstein, J. P. Lewis, Stefan Roth, Michael J. Black, Richard Szeliski |
| 2007 | ICCV | Steerable Random Fields. | Stefan Roth, Michael J. Black |
| 2006 | CVPR | Specular Flow and the Recovery of Surface Structure. | Stefan Roth, Michael J. Black |
| 2006 | ECCV | Efficient Belief Propagation with Learned Higher-Order Markov Random Fields. | Xiangyang Lan, Stefan Roth, Daniel P. Huttenlocher, Michael J. Black |
| 2006 | ICIP | Denoising Archival Films using a Learned Bayesian Model. | Teodor Mihai Moldovan, Stefan Roth, Michael J. Black |
| 2005 | CVPR | Fields of Experts: A Framework for Learning Image Priors. | Stefan Roth, Michael J. Black |
| 2005 | ESANN | Applications of multi-objective structure optimization. | Alexander Rainer Tassilo Gepperth, Stefan Roth |
| 2005 | ICCV | On the Spatial Statistics of Optical Flow. | Stefan Roth, Michael J. Black |
| 2004 | CVPR | Gibbs Likelihoods for Bayesian Tracking. | Stefan Roth, Leonid Sigal, Michael J. Black |
| 2004 | CVPR | Tracking Loose-Limbed People. | Leonid Sigal, Sidharth Bhatia, Stefan Roth, Michael J. Black, Michael Isard |