Thomas Brox

101 publications

14 venues

h-Index 51

Google's h-Index 94

Additional Information

Achievements
2023 - Research.com Computer Science in Germany Leader Award
Google Citations
81800
Name Venue Year citations
Open-vocabulary Attribute Detection. CVPR 2023 0
Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars. NIPS/NeurIPS 2023 0
Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations. ICLR 2023 0
Bridging the Gap to Real-World Object-Centric Learning. ICLR 2023 0
Unsupervised Open-Vocabulary Object Localization in Videos. ICCV 2023 0
Object-Centric Multiple Object Tracking. ICCV 2023 0
Conditional Visual Servoing for Multi-Step Tasks. IROS 2022 1
Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives. AAAI 2022 6
Towards Total Recall in Industrial Anomaly Detection. CVPR 2022 0
Towards Understanding Adversarial Robustness of Optical Flow Networks. CVPR 2022 0
Assaying Out-Of-Distribution Generalization in Transfer Learning. NIPS/NeurIPS 2022 0
You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction. ICLR 2022 0
Improving robustness against common corruptions with frequency biased models. ICCV 2021 13
CrossCLR: Cross-modal Contrastive Learning For Multi-modal Video Representations. ICCV 2021 32
On Exposing the Challenging Long Tail in Future Prediction of Traffic Actors. ICCV 2021 11
Fostering Generalization in Single-View 3D Reconstruction by Learning a Hierarchy of Local and Global Shape Priors. CVPR 2021 8
Explicitly Modeled Attention Maps for Image Classification. AAAI 2021 0
Semi-Supervised Semantic Segmentation With High- and Low-Level Consistency. TPAMI 2021 0
COOT: Cooperative Hierarchical Transformer for Video-Text Representation Learning. NIPS/NeurIPS 2020 96
Improving Unimodal Object Recognition with Multimodal Contrastive Learning. IROS 2020 10
Multimodal Future Localization and Emergence Prediction for Objects in Egocentric View With a Reachability Prior. CVPR 2020 22
Motion Segmentation & Multiple Object Tracking by Correlation Co-Clustering. TPAMI 2020 164
FlowControl: Optical Flow Based Visual Servoing. IROS 2020 12
Adaptive Curriculum Generation from Demonstrations for Sim-to-Real Visuomotor Control. ICRA 2020 0
Understanding and Robustifying Differentiable Architecture Search. ICLR 2020 0
SELF: Learning to Filter Noisy Labels with Self-Ensembling. ICLR 2020 0
AutoDispNet: Improving Disparity Estimation With AutoML. ICCV 2019 52
Overcoming Limitations of Mixture Density Networks: A Sampling and Fitting Framework for Multimodal Future Prediction. CVPR 2019 131
FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape From Single RGB Images. ICCV 2019 199
What Do Single-View 3D Reconstruction Networks Learn? CVPR 2019 244
Self-supervised 3D Shape and Viewpoint Estimation from Single Images for Robotics. IROS 2019 14
CAM-Convs: Camera-Aware Multi-Scale Convolutions for Single-View Depth. CVPR 2019 80
Anomaly Detection With Multiple-Hypotheses Predictions. ICML 2019 0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-supervision. NIPS/NeurIPS 2019 0
Automated Boxwood Topiary Trimming with a Robotic Arm and Integrated Stereo Vision IROS 2019 0
Defending Against Universal Perturbations With Shared Adversarial Training. ICCV 2019 0
Occlusions, Motion and Depth Boundaries with a Generic Network for Disparity, Optical Flow or Scene Flow Estimation. ECCV 2018 153
DeepTAM: Deep Tracking and Mapping. ECCV 2018 171
Uncertainty Estimates and Multi-hypotheses Networks for Optical Flow. ECCV 2018 144
ECO: Efficient Convolutional Network for Online Video Understanding. ECCV 2018 373
Efficient and robust deep networks for semantic segmentation. IJRR 2018 30
3D Human Pose Estimation in RGBD Images for Robotic Task Learning. ICRA 2018 107
DPDB-Net: Exploiting Dense Connections for Convolutional Encoders. ICRA 2018 3
Motion Perception in Reinforcement Learning with Dynamic Objects. CoRL 2018 28
Chained Multi-stream Networks Exploiting Pose, Motion, and Appearance for Action Classification and Detection. ICCV 2017 181
Topometric Localization with Deep Learning. ISRR 2017 33
Learning to Estimate 3D Hand Pose from Single RGB Images. ICCV 2017 510
Learning to Generate Chairs, Tables and Cars with Convolutional Networks. TPAMI 2017 5
Octree Generating Networks: Efficient Convolutional Architectures for High-resolution 3D Outputs. ICCV 2017 618
Semantics-aware visual localization under challenging perceptual conditions. ICRA 2017 93
Universal Adversarial Perturbations Against Semantic Image Segmentation. ICCV 2017 223
Joint Graph Decomposition & Node Labeling: Problem, Algorithms, Applications. CVPR 2017 0
DeMoN: Depth and Motion Network for Learning Monocular Stereo. CVPR 2017 0
FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks. CVPR 2017 0
Generating Images with Perceptual Similarity Metrics based on Deep Networks. NIPS/NeurIPS 2016 948
Protein contact prediction from amino acid co-evolution using convolutional networks for graph-valued images. NIPS/NeurIPS 2016 41
Synthesizing the preferred inputs for neurons in neural networks via deep generator networks. NIPS/NeurIPS 2016 566
Deep learning for human part discovery in images. ICRA 2016 94
Efficient deep models for monocular road segmentation. IROS 2016 184
Multi-view 3D Models from Single Images with a Convolutional Network. ECCV 2016 0
Inverting Visual Representations with Convolutional Networks. CVPR 2016 0
A Large Dataset to Train Convolutional Networks for Disparity, Optical Flow, and Scene Flow Estimation. CVPR 2016 0
Discriminative Unsupervised Feature Learning with Exemplar Convolutional Neural Networks. TPAMI 2016 0
Unsupervised Generation of a View Point Annotated Car Dataset from Videos. ICCV 2015 31
FlowNet: Learning Optical Flow with Convolutional Networks. ICCV 2015 3159
Global, Dense Multiscale Reconstruction for a Billion Points. ICCV 2015 67
Motion Trajectory Segmentation via Minimum Cost Multicuts. ICCV 2015 179
Efficient Decomposition of Image and Mesh Graphs by Lifted Multicuts. ICCV 2015 110
Video Segmentation with Just a Few Strokes. ICCV 2015 122
Learning to generate chairs with convolutional neural networks. CVPR 2015 0
Reconstruction of rigid body models from motion distorted laser range data using optical flow. ICRA 2014 8
Discriminative Unsupervised Feature Learning with Convolutional Neural Networks. NIPS/NeurIPS 2014 841
Segmentation of Moving Objects by Long Term Video Analysis. TPAMI 2014 500
Spectral Graph Reduction for Efficient Image and Streaming Video Segmentation. CVPR 2014 85
Dense Semi-rigid Scene Flow Estimation from RGBD Images. ECCV 2014 109
Motion Based Foreground Detection and Poselet Motion Features for Action Recognition. ACCV 2014 8
Training Deformable Object Models for Human Detection Based on Alignment and Clustering. ECCV 2014 16
Blind Deconvolution of Widefield Fluorescence Microscopic Data by Regularization of the Optical Transfer Function (OTF). CVPR 2013 19
Point-Based 3D Reconstruction of Thin Objects. ICCV 2013 29
An Iterated L1 Algorithm for Non-smooth Non-convex Optimization in Computer Vision. CVPR 2013 66
A Unified Video Segmentation Benchmark: Annotation, Metrics and Analysis. ICCV 2013 167
Higher order motion models and spectral clustering. CVPR 2012 185
Fast Joint Estimation of Silhouettes and Dense 3D Geometry from Multiple Images. TPAMI 2012 99
Fast Rotation Invariant 3D Feature Computation Utilizing Efficient Local Neighborhood Operators. TPAMI 2012 42
Object segmentation in video: A hierarchical variational approach for turning point trajectories into dense regions. ICCV 2011 237
Object segmentation by alignment of poselet activations to image contours. CVPR 2011 116
Large Displacement Optical Flow: Descriptor Matching in Variational Motion Estimation. TPAMI 2011 1373
Occlusion boundary detection and figure/ground assignment from optical flow. CVPR 2011 170
Object Segmentation by Long Term Analysis of Point Trajectories. ECCV 2010 835
Combined Region and Motion-Based 3D Tracking of Rigid and Articulated Objects. TPAMI 2010 146
Dense Point Trajectories by GPU-Accelerated Large Displacement Optical Flow. ECCV 2010 479
Detecting People Using Mutually Consistent Poselet Activations. ECCV 2010 413
Large displacement optical flow. CVPR 2009 331
Markerless motion capture of man-machine interaction. CVPR 2008 67
Efficient Dense Scene Flow from Sparse or Dense Stereo Data. ECCV 2008 206
Scaled Motion Dynamics for Markerless Motion Capture. CVPR 2007 65
High Accuracy Optical Flow Serves 3-D Pose Tracking: Exploiting Contour and Flow Based Constraints. ECCV 2006 86
Variational Motion Segmentation with Level Sets. ECCV 2006 132
High Accuracy Optical Flow Estimation Based on a Theory for Warping. ECCV 2004 2849
A TV Flow Based Local Scale Measure for Texture Discrimination. ECCV 2004 101
Active Unsupervised Texture Segmentation on a Diffusion Based Feature Space. CVPR 2003 306
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