Thomas Brox

SEED4D: A Synthetic Ego-Exo Dynamic 4D Data Generator Driving Dataset and Benchmark WACV 2025 When and How Does CLIP Enable Domain and Compositional Generalization? ICML 2025 Bridging Information Asymmetry in Text-video Retrieval: A Data-centric Approach ICLR 2025 Two Effects, One Trigger: On the Modality Gap, Object Bias, and Information Imbalance in Contrastive Vision-Language Models ICLR 2025 Open-ended VQA benchmarking of Vision-Language models by exploiting Classification datasets and their semantic hierarchy ICLR 2024 Learning Robotic Manipulation Policies from Point Clouds with Conditional Flow Matching CORL 2024 Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond ECCV 2024 Neural Point Cloud Diffusion for Disentangled 3D Shape and Appearance Generation CVPR 2024 CrossQ: Batch Normalization in Deep Reinforcement Learning for Greater Sample Efficiency and Simplicity ICLR 2024 Is Mamba Capable of In-Context Learning? AUTOML 2024 Eureka-Moments in Transformers: Multi-Step Tasks Reveal Softmax Induced Optimization Problems ICML 2024 Open-Vocabulary Attribute Detection CVPR 2023 Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars NIPS 2023 Unsupervised Object Learning via Common Fate CLEAR 2023 Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations ICLR 2023 Bridging the Gap to Real-World Object-Centric Learning ICLR 2023 Unsupervised Open-Vocabulary Object Localization in Videos ICCV 2023 Object-Centric Multiple Object Tracking ICCV 2023 Towards Total Recall in Industrial Anomaly Detection CVPR 2022 Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives AAAI 2022 Towards Understanding Adversarial Robustness of Optical Flow Networks CVPR 2022 Assaying Out-Of-Distribution Generalization in Transfer Learning NIPS 2022 You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction ICLR 2022 Fostering Generalization in Single-View 3D Reconstruction by Learning a Hierarchy of Local and Global Shape Priors CVPR 2021 Explicitly Modeled Attention Maps for Image Classification AAAI 2021 CrossCLR: Cross-Modal Contrastive Learning for Multi-Modal Video Representations ICCV 2021 On Exposing the Challenging Long Tail in Future Prediction of Traffic Actors ICCV 2021 Improving Robustness Against Common Corruptions With Frequency Biased Models ICCV 2021 Temporal Shift GAN for Large Scale Video Generation WACV 2021 Understanding and Robustifying Differentiable Architecture Search ICLR 2020 Multimodal Future Localization and Emergence Prediction for Objects in Egocentric View With a Reachability Prior CVPR 2020 COOT: Cooperative Hierarchical Transformer for Video-Text Representation Learning NIPS 2020 SELF: Learning to Filter Noisy Labels with Self-Ensembling ICLR 2020 DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-supervision NIPS 2019 What Do Single-View 3D Reconstruction Networks Learn? CVPR 2019 Overcoming Limitations of Mixture Density Networks: A Sampling and Fitting Framework for Multimodal Future Prediction CVPR 2019 CAM-Convs: Camera-Aware Multi-Scale Convolutions for Single-View Depth CVPR 2019 Anomaly Detection With Multiple-Hypotheses Predictions ICML 2019 Defending Against Universal Perturbations With Shared Adversarial Training ICCV 2019 AutoDispNet: Improving Disparity Estimation With AutoML ICCV 2019 FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape From Single RGB Images ICCV 2019 Occlusions, Motion and Depth Boundaries with a Generic Network for Disparity, Optical Flow or Scene Flow Estimation ECCV 2018 Uncertainty Estimates and Multi-Hypotheses Networks for Optical Flow ECCV 2018 DeepTAM: Deep Tracking and Mapping ECCV 2018 ECO: Efficient Convolutional Network for Online Video Understanding ECCV 2018 TD or not TD: Analyzing the Role of Temporal Differencing in Deep Reinforcement Learning ICLR 2018 Motion Perception in Reinforcement Learning with Dynamic Objects CORL 2018 Chained Multi-Stream Networks Exploiting Pose, Motion, and Appearance for Action Classification and Detection ICCV 2017 Learning to Estimate 3D Hand Pose From Single RGB Images ICCV 2017 Joint Graph Decomposition & Node Labeling: Problem, Algorithms, Applications CVPR 2017 FlowNet 2.0: Evolution of Optical Flow Estimation With Deep Networks CVPR 2017 DeMoN: Depth and Motion Network for Learning Monocular Stereo CVPR 2017 Octree Generating Networks: Efficient Convolutional Architectures for High-Resolution 3D Outputs ICCV 2017 Universal Adversarial Perturbations Against Semantic Image Segmentation ICCV 2017 Protein contact prediction from amino acid co-evolution using convolutional networks for graph-valued images NIPS 2016 Inverting Visual Representations With Convolutional Networks CVPR 2016 A Large Dataset to Train Convolutional Networks for Disparity, Optical Flow, and Scene Flow Estimation CVPR 2016 Synthesizing the preferred inputs for neurons in neural networks via deep generator networks NIPS 2016 Generating Images with Perceptual Similarity Metrics based on Deep Networks NIPS 2016 Efficient Decomposition of Image and Mesh Graphs by Lifted Multicuts ICCV 2015 Learning to Generate Chairs With Convolutional Neural Networks CVPR 2015 Unsupervised Generation of a Viewpoint Annotated Car Dataset From Videos ICCV 2015 Motion Trajectory Segmentation via Minimum Cost Multicuts ICCV 2015 Video Segmentation With Just a Few Strokes ICCV 2015 FlowNet: Learning Optical Flow With Convolutional Networks ICCV 2015 Global, Dense Multiscale Reconstruction for a Billion Points ICCV 2015 Spectral Graph Reduction for Efficient Image and Streaming Video Segmentation CVPR 2014 Discriminative Unsupervised Feature Learning with Convolutional Neural Networks NIPS 2014 Point-Based 3D Reconstruction of Thin Objects ICCV 2013 Blind Deconvolution of Widefield Fluorescence Microscopic Data by Regularization of the Optical Transfer Function (OTF) CVPR 2013 An Iterated L1 Algorithm for Non-smooth Non-convex Optimization in Computer Vision CVPR 2013 A Unified Video Segmentation Benchmark: Annotation, Metrics and Analysis ICCV 2013