Brox, Thomas

104 publications

ICLR 2025 Bridging Information Asymmetry in Text-Video Retrieval: A Data-Centric Approach Zechen Bai, Tianjun Xiao, Tong He, Pichao Wang, Zheng Zhang, Thomas Brox, Mike Zheng Shou

TMLR 2025 Constrained Reinforcement Learning with Smoothed Log Barrier Function Baohe Zhang, Yuan Zhang, Hao Zhu, Shengchao Yan, Thomas Brox, Joschka Boedecker

CVPRW 2025 Detect, Classify, Act: Categorizing Industrial Anomalies with Multi-Modal Large Language Models Sassan Mokhtar, Arian Mousakhan, Silvio Galesso, Jawad Tayyub, Thomas Brox

ECML-PKDD 2025 Legend-Informed Symbol Recognition in Engineering Diagrams with Self-Supervised Learning Antonia Hain, Simon Gölzhäuser, Nicolas Réhault, Thomas Brox, Matthias Demant

NeurIPS 2025 Overcoming Challenges of Long-Horizon Prediction in Driving World Models Arian Mousakhan, Sudhanshu Mittal, Silvio Galesso, Karim Farid, Thomas Brox

WACV 2025 SEED4D: A Synthetic Ego-Exo Dynamic 4D Data Generator Driving Dataset and Benchmark Marius Kästingschäfer, Théo Gieruc, Sebastian Bernhard, Dylan Campbell, Eldar Insafutdinov, Eyvaz Najafli, Thomas Brox

TMLR 2025 Selective Concept Bottleneck Models Without Predefined Concepts Simon Schrodi, Julian Schur, Max Argus, Thomas Brox

ICLR 2025 Two Effects, One Trigger: On the Modality Gap, Object Bias, and Information Imbalance in Contrastive Vision-Language Models Simon Schrodi, David T. Hoffmann, Max Argus, Volker Fischer, Thomas Brox

ICML 2025 When and How Does CLIP Enable Domain and Compositional Generalization? Elias Kempf, Simon Schrodi, Max Argus, Thomas Brox

ICLR 2024 CrossQ: Batch Normalization in Deep Reinforcement Learning for Greater Sample Efficiency and Simplicity Aditya Bhatt, Daniel Palenicek, Boris Belousov, Max Argus, Artemij Amiranashvili, Thomas Brox, Jan Peters

ECCV 2024 Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond Silvio Galesso, Philipp Schröppel, Hssan Driss, Thomas Brox

ICML 2024 Eureka-Moments in Transformers: Multi-Step Tasks Reveal SoftMax Induced Optimization Problems David T Hoffmann, Simon Schrodi, Jelena Bratulić, Nadine Behrmann, Volker Fischer, Thomas Brox

AutoML 2024 Is Mamba Capable of In-Context Learning? Riccardo Grazzi, Julien Niklas Siems, Simon Schrodi, Thomas Brox, Frank Hutter

CoRL 2024 Learning Robotic Manipulation Policies from Point Clouds with Conditional Flow Matching Eugenio Chisari, Nick Heppert, Max Argus, Tim Welschehold, Thomas Brox, Abhinav Valada

CVPR 2024 Neural Point Cloud Diffusion for Disentangled 3D Shape and Appearance Generation Philipp Schröppel, Christopher Wewer, Jan Eric Lenssen, Eddy Ilg, Thomas Brox

ICLR 2024 Open-Ended VQA Benchmarking of Vision-Language Models by Exploiting Classification Datasets and Their Semantic Hierarchy Simon Ging, Maria Alejandra Bravo, Thomas Brox

ICLR 2023 Bridging the Gap to Real-World Object-Centric Learning Maximilian Seitzer, Max Horn, Andrii Zadaianchuk, Dominik Zietlow, Tianjun Xiao, Carl-Johann Simon-Gabriel, Tong He, Zheng Zhang, Bernhard Schölkopf, Thomas Brox, Francesco Locatello

NeurIPS 2023 Construction of Hierarchical Neural Architecture Search Spaces Based on Context-Free Grammars Simon Schrodi, Danny Stoll, Binxin Ru, Rhea Sukthanker, Thomas Brox, Frank Hutter

ICCVW 2023 Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection Silvio Galesso, Max Argus, Thomas Brox

ICCV 2023 Object-Centric Multiple Object Tracking Zixu Zhao, Jiaze Wang, Max Horn, Yizhuo Ding, Tong He, Zechen Bai, Dominik Zietlow, Carl-Johann Simon-Gabriel, Bing Shuai, Zhuowen Tu, Thomas Brox, Bernt Schiele, Yanwei Fu, Francesco Locatello, Zheng Zhang, Tianjun Xiao

CVPR 2023 Open-Vocabulary Attribute Detection María A. Bravo, Sudhanshu Mittal, Simon Ging, Thomas Brox

ICCVW 2023 Synthetic Dataset Acquisition for a Specific Target Domain Joshua Niemeijer, Sudhanshu Mittal, Thomas Brox

CLeaR 2023 Unsupervised Object Learning via Common Fate Matthias Tangemann, Steffen Schneider, Julius Von Kügelgen, Francesco Locatello, Peter Vincent Gehler, Thomas Brox, Matthias Kuemmerer, Matthias Bethge, Bernhard Schölkopf

ICCV 2023 Unsupervised Open-Vocabulary Object Localization in Videos Ke Fan, Zechen Bai, Tianjun Xiao, Dominik Zietlow, Max Horn, Zixu Zhao, Carl-Johann Simon-Gabriel, Mike Zheng Shou, Francesco Locatello, Bernt Schiele, Thomas Brox, Zheng Zhang, Yanwei Fu, Tong He

ICLR 2023 Unsupervised Semantic Segmentation with Self-Supervised Object-Centric Representations Andrii Zadaianchuk, Matthaeus Kleindessner, Yi Zhu, Francesco Locatello, Thomas Brox

NeurIPS 2022 Assaying Out-of-Distribution Generalization in Transfer Learning Florian Wenzel, Andrea Dittadi, Peter V. Gehler, Carl-Johann Simon-Gabriel, Max Horn, Dominik Zietlow, David Kernert, Chris Russell, Thomas Brox, Bernt Schiele, Bernhard Schölkopf, Francesco Locatello

ICMLW 2022 Pixel-Level Correspondence for Self-Supervised Learning from Video Yash Sharma, Yi Zhu, Chris Russell, Thomas Brox

ECCVW 2022 Probing Contextual Diversity for Dense Out-of-Distribution Detection Silvio Galesso, María Alejandra Bravo, Mehdi Naouar, Thomas Brox

AAAI 2022 Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives David T. Hoffmann, Nadine Behrmann, Juergen Gall, Thomas Brox, Mehdi Noroozi

NeurIPSW 2022 Towards Discovering Neural Architectures from Scratch Simon Schrodi, Danny Stoll, Binxin Ru, Rhea Sanjay Sukthanker, Thomas Brox, Frank Hutter

CVPR 2022 Towards Total Recall in Industrial Anomaly Detection Karsten Roth, Latha Pemula, Joaquin Zepeda, Bernhard Schölkopf, Thomas Brox, Peter Gehler

CVPR 2022 Towards Understanding Adversarial Robustness of Optical Flow Networks Simon Schrodi, Tonmoy Saikia, Thomas Brox

ICLR 2022 You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction Osama Makansi, Julius Von Kügelgen, Francesco Locatello, Peter Vincent Gehler, Dominik Janzing, Thomas Brox, Bernhard Schölkopf

ICCV 2021 CrossCLR: Cross-Modal Contrastive Learning for Multi-Modal Video Representations Mohammadreza Zolfaghari, Yi Zhu, Peter Gehler, Thomas Brox

CVPRW 2021 Essentials for Class Incremental Learning Sudhanshu Mittal, Silvio Galesso, Thomas Brox

AAAI 2021 Explicitly Modeled Attention Maps for Image Classification Andong Tan, Duc Tam Nguyen, Maximilian Dax, Matthias Nießner, Thomas Brox

CVPR 2021 Fostering Generalization in Single-View 3D Reconstruction by Learning a Hierarchy of Local and Global Shape Priors Jan Bechtold, Maxim Tatarchenko, Volker Fischer, Thomas Brox

ICCV 2021 Improving Robustness Against Common Corruptions with Frequency Biased Models Tonmoy Saikia, Cordelia Schmid, Thomas Brox

ICCV 2021 On Exposing the Challenging Long Tail in Future Prediction of Traffic Actors Osama Makansi, Özgün Çiçek, Yassine Marrakchi, Thomas Brox

WACV 2021 Temporal Shift GAN for Large Scale Video Generation Andres Munoz, Mohammadreza Zolfaghari, Max Argus, Thomas Brox

NeurIPS 2020 COOT: Cooperative Hierarchical Transformer for Video-Text Representation Learning Simon Ging, Mohammadreza Zolfaghari, Hamed Pirsiavash, Thomas Brox

ICLR 2020 SELF: Learning to Filter Noisy Labels with Self-Ensembling Duc Tam Nguyen, Chaithanya Kumar Mummadi, Thi Phuong Nhung Ngo, Thi Hoai Phuong Nguyen, Laura Beggel, Thomas Brox

ICLR 2020 Understanding and Robustifying Differentiable Architecture Search Arber Zela, Thomas Elsken, Tonmoy Saikia, Yassine Marrakchi, Thomas Brox, Frank Hutter

ICML 2019 Anomaly Detection with Multiple-Hypotheses Predictions Duc Tam Nguyen, Zhongyu Lou, Michael Klar, Thomas Brox

NeurIPS 2019 DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-Supervision Tam Nguyen, Maximilian Dax, Chaithanya Kumar Mummadi, Nhung Ngo, Thi Hoai Phuong Nguyen, Zhongyu Lou, Thomas Brox

ECCV 2018 DeepTAM: Deep Tracking and Mapping Huizhong Zhou, Benjamin Ummenhofer, Thomas Brox

ECCV 2018 ECO: Efficient Convolutional Network for Online Video Understanding Mohammadreza Zolfaghari, Kamaljeet Singh, Thomas Brox

CoRL 2018 Motion Perception in Reinforcement Learning with Dynamic Objects Artemij Amiranashvili, Alexey Dosovitskiy, Vladlen Koltun, Thomas Brox

ECCV 2018 Occlusions, Motion and Depth Boundaries with a Generic Network for Disparity, Optical Flow or Scene Flow Estimation Eddy Ilg, Tonmoy Saikia, Margret Keuper, Thomas Brox

ICLR 2018 TD or Not TD: Analyzing the Role of Temporal Differencing in Deep Reinforcement Learning Artemij Amiranashvili, Alexey Dosovitskiy, Vladlen Koltun, Thomas Brox

ECCVW 2018 Temporally Consistent Depth Estimation in Videos with Recurrent Architectures Denis Tananaev, Huizhong Zhou, Benjamin Ummenhofer, Thomas Brox

ECCVW 2018 The Second Workshop on 3D Reconstruction Meets Semantics: Challenge Results Discussion Radim Tylecek, Torsten Sattler, Hoang-An Le, Thomas Brox, Marc Pollefeys, Robert B. Fisher, Theo Gevers

ECCV 2018 Uncertainty Estimates and Multi-Hypotheses Networks for Optical Flow Eddy Ilg, Ozgun Cicek, Silvio Galesso, Aaron Klein, Osama Makansi, Frank Hutter, Thomas Brox

ICLR 2017 Adversarial Examples for Semantic Image Segmentation Volker Fischer, Mummadi Chaithanya Kumar, Jan Hendrik Metzen, Thomas Brox

ICCV 2017 Chained Multi-Stream Networks Exploiting Pose, Motion, and Appearance for Action Classification and Detection Mohammadreza Zolfaghari, Gabriel L. Oliveira, Nima Sedaghat, Thomas Brox

CVPR 2017 DeMoN: Depth and Motion Network for Learning Monocular Stereo Benjamin Ummenhofer, Huizhong Zhou, Jonas Uhrig, Nikolaus Mayer, Eddy Ilg, Alexey Dosovitskiy, Thomas Brox

CVPR 2017 FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks Eddy Ilg, Nikolaus Mayer, Tonmoy Saikia, Margret Keuper, Alexey Dosovitskiy, Thomas Brox

CVPR 2017 Joint Graph Decomposition & Node Labeling: Problem, Algorithms, Applications Evgeny Levinkov, Jonas Uhrig, Siyu Tang, Mohamed Omran, Eldar Insafutdinov, Alexander Kirillov, Carsten Rother, Thomas Brox, Bernt Schiele, Bjoern Andres

ICCV 2017 Learning to Estimate 3D Hand Pose from Single RGB Images Christian Zimmermann, Thomas Brox

ICCV 2017 Octree Generating Networks: Efficient Convolutional Architectures for High-Resolution 3D Outputs Maxim Tatarchenko, Alexey Dosovitskiy, Thomas Brox

ICCV 2017 Universal Adversarial Perturbations Against Semantic Image Segmentation Jan Hendrik Metzen, Mummadi Chaithanya Kumar, Thomas Brox, Volker Fischer

CVPR 2016 A Large Dataset to Train Convolutional Networks for Disparity, Optical Flow, and Scene Flow Estimation Nikolaus Mayer, Eddy Ilg, Philip Hausser, Philipp Fischer, Daniel Cremers, Alexey Dosovitskiy, Thomas Brox

NeurIPS 2016 Generating Images with Perceptual Similarity Metrics Based on Deep Networks Alexey Dosovitskiy, Thomas Brox

CVPR 2016 Inverting Visual Representations with Convolutional Networks Alexey Dosovitskiy, Thomas Brox

ECCV 2016 Multi-View 3D Models from Single Images with a Convolutional Network Maxim Tatarchenko, Alexey Dosovitskiy, Thomas Brox

ECCV 2016 Point-Wise Mutual Information-Based Video Segmentation with High Temporal Consistency Margret Keuper, Thomas Brox

ECCVW 2016 Point-Wise Mutual Information-Based Video Segmentation with High Temporal Consistency Margret Keuper, Thomas Brox

NeurIPS 2016 Protein Contact Prediction from Amino Acid Co-Evolution Using Convolutional Networks for Graph-Valued Images Vladimir Golkov, Marcin J Skwark, Antonij Golkov, Alexey Dosovitskiy, Thomas Brox, Jens Meiler, Daniel Cremers

NeurIPS 2016 Synthesizing the Preferred Inputs for Neurons in Neural Networks via Deep Generator Networks Anh Nguyen, Alexey Dosovitskiy, Jason Yosinski, Thomas Brox, Jeff Clune

ICCV 2015 Efficient Decomposition of Image and Mesh Graphs by Lifted Multicuts Margret Keuper, Evgeny Levinkov, Nicolas Bonneel, Guillaume Lavoue, Thomas Brox, Bjorn Andres

ICCV 2015 FlowNet: Learning Optical Flow with Convolutional Networks Alexey Dosovitskiy, Philipp Fischer, Eddy Ilg, Philip Hausser, Caner Hazirbas, Vladimir Golkov, Patrick van der Smagt, Daniel Cremers, Thomas Brox

ICCV 2015 Global, Dense Multiscale Reconstruction for a Billion Points Benjamin Ummenhofer, Thomas Brox

CVPR 2015 Learning to Generate Chairs with Convolutional Neural Networks Alexey Dosovitskiy, Jost Tobias Springenberg, Thomas Brox

ICCV 2015 Motion Trajectory Segmentation via Minimum Cost Multicuts Margret Keuper, Bjoern Andres, Thomas Brox

ICLR 2015 Striving for Simplicity: The All Convolutional Net Jost Tobias Springenberg, Alexey Dosovitskiy, Thomas Brox, Martin A. Riedmiller

ICCV 2015 Unsupervised Generation of a Viewpoint Annotated Car Dataset from Videos Nima Sedaghat, Thomas Brox

ICCV 2015 Video Segmentation with Just a Few Strokes Naveen Shankar Nagaraja, Frank R. Schmidt, Thomas Brox

ECCV 2014 Dense Semi-Rigid Scene Flow Estimation from RGBD Images Julian Quiroga, Thomas Brox, Frédéric Devernay, James L. Crowley

NeurIPS 2014 Discriminative Unsupervised Feature Learning with Convolutional Neural Networks Alexey Dosovitskiy, Jost Tobias Springenberg, Martin Riedmiller, Thomas Brox

ECCV 2014 First International Workshop on Video Segmentation - Panel Discussion Thomas Brox, Fabio Galasso, Fuxin Li, James Matthew Rehg, Bernt Schiele

ECCVW 2014 First International Workshop on Video Segmentation - Panel Discussion Thomas Brox, Fabio Galasso, Fuxin Li, James Matthew Rehg, Bernt Schiele

CVPR 2014 Spectral Graph Reduction for Efficient Image and Streaming Video Segmentation Fabio Galasso, Margret Keuper, Thomas Brox, Bernt Schiele

ECCV 2014 Training Deformable Object Models for Human Detection Based on Alignment and Clustering Benjamin Drayer, Thomas Brox

ICLR 2014 Unsupervised Feature Learning by Augmenting Single Images Alexey Dosovitskiy, Jost Tobias Springenberg, Thomas Brox

ICCV 2013 A Unified Video Segmentation Benchmark: Annotation, Metrics and Analysis Fabio Galasso, Naveen Shankar Nagaraja, Tatiana Jimenez Cardenas, Thomas Brox, Bernt Schiele

CVPR 2013 An Iterated L1 Algorithm for Non-Smooth Non-Convex Optimization in Computer Vision Peter Ochs, Alexey Dosovitskiy, Thomas Brox, Thomas Pock

CVPR 2013 Blind Deconvolution of Widefield Fluorescence Microscopic Data by Regularization of the Optical Transfer Function (OTF) Margret Keuper, Thorsten Schmidt, Maja Temerinac-Ott, Jan Padeken, Patrick Heun, Olaf Ronneberger, Thomas Brox

ICCV 2013 Point-Based 3D Reconstruction of Thin Objects Benjamin Ummenhofer, Thomas Brox

CVPR 2012 Higher Order Motion Models and Spectral Clustering Peter Ochs, Thomas Brox

CVPR 2011 Object Segmentation by Alignment of Poselet Activations to Image Contours Thomas Brox, Lubomir D. Bourdev, Subhransu Maji, Jitendra Malik

ICCV 2011 Object Segmentation in Video: A Hierarchical Variational Approach for Turning Point Trajectories into Dense Regions Peter Ochs, Thomas Brox

CVPR 2011 Occlusion Boundary Detection and Figure/ground Assignment from Optical Flow Patrik Sundberg, Thomas Brox, Michael Maire, Pablo Arbeláez, Jitendra Malik

ECCV 2010 Dense Point Trajectories by GPU-Accelerated Large Displacement Optical Flow Narayanan Sundaram, Thomas Brox, Kurt Keutzer

ECCV 2010 Detecting People Using Mutually Consistent Poselet Activations Lubomir D. Bourdev, Subhransu Maji, Thomas Brox, Jitendra Malik

ECCV 2010 Object Segmentation by Long Term Analysis of Point Trajectories Thomas Brox, Jitendra Malik

CVPR 2009 Large Displacement Optical Flow Thomas Brox, Christoph Bregler, Jitendra Malik

ECCV 2008 Efficient Dense Scene Flow from Sparse or Dense Stereo Data Andreas Wedel, Clemens Rabe, Tobi Vaudrey, Thomas Brox, Uwe Franke, Daniel Cremers

CVPR 2008 Markerless Motion Capture of Man-Machine Interaction Bodo Rosenhahn, Christian Schmaltz, Thomas Brox, Joachim Weickert, Daniel Cremers, Hans-Peter Seidel

CVPR 2007 Scaled Motion Dynamics for Markerless Motion Capture Bodo Rosenhahn, Thomas Brox, Hans-Peter Seidel

ECCV 2006 High Accuracy Optical Flow Serves 3-D Pose Tracking: Exploiting Contour and Flow Based Constraints Thomas Brox, Bodo Rosenhahn, Daniel Cremers, Hans-Peter Seidel

ECCV 2006 Variational Motion Segmentation with Level Sets Thomas Brox, Andrés Bruhn, Joachim Weickert

ECCV 2004 A TV Flow Based Local Scale Measure for Texture Discrimination Thomas Brox, Joachim Weickert

ECCV 2004 High Accuracy Optical Flow Estimation Based on a Theory for Warping Thomas Brox, Andrés Bruhn, Nils Papenberg, Joachim Weickert

CVPR 2003 Active Unsupervised Texture Segmentation on a Diffusion Based Feature Space Mikaël Rousson, Thomas Brox, Rachid Deriche