Bernt Schiele

MM-TS: Multi-Modal Temperature and Margin Schedules for Contrastive Learning with Long-Tail Data WACV 2026 MET3R: Measuring Multi-View Consistency in Generated Images CVPR 2025 How to Probe: Simple Yet Effective Techniques for Improving Post-hoc Explanations ICLR 2025 Number it: Temporal Grounding Videos like Flipping Manga CVPR 2025 Samba: Synchronized Set-of-Sequences Modeling for Multiple Object Tracking ICLR 2025 TokenFormer: Rethinking Transformer Scaling with Tokenized Model Parameters ICLR 2025 Pixel-level Certified Explanations via Randomized Smoothing ICML 2025 Spatial Reasoning with Denoising Models ICML 2025 Test-Time Visual In-Context Tuning CVPR 2025 AIM: Amending Inherent Interpretability via Self-Supervised Masking ICCV 2025 VITAL: More Understandable Feature Visualization through Distribution Alignment and Relevant Information Flow ICCV 2025 Unbiasing through Textual Descriptions: Mitigating Representation Bias in Video Benchmarks CVPR 2025 PersonaHOI: Effortlessly Improving Face Personalization in Human-Object Interaction Generation CVPR 2025 MTA-CLIP: Language-Guided Semantic Segmentation with Mask-Text Alignment ECCV 2024 Walker: Self-supervised Multiple Object Tracking by Walking on Temporal Object Appearance Graphs ECCV 2024 Wakening Past Concepts Without Past Data: Class-Incremental Learning From Online Placebos WACV 2024 X-MIC: Cross-Modal Instance Conditioning for Egocentric Action Generalization CVPR 2024 Training Vision Transformers for Semi-Supervised Semantic Segmentation CVPR 2024 OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning CVPR 2024 Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets NIPS 2024 B-cosification: Transforming Deep Neural Networks to be Inherently Interpretable NIPS 2024 Adaptive Hierarchical Certification for Segmentation using Randomized Smoothing ICML 2024 On Adversarial Training without Perturbing all Examples ICLR 2024 Open-Vocabulary 3D Semantic Segmentation with Foundation Models CVPR 2024 latentSplat: Autoencoding Variational Gaussians for Fast Generalizable 3D Reconstruction ECCV 2024 Discover-then-Name: Task-Agnostic Concept Bottlenecks via Automated Concept Discovery ECCV 2024 Good Teachers Explain: Explanation-Enhanced Knowledge Distillation ECCV 2024 HowToCaption: Prompting LLMs to Transform Video Annotations at Scale ECCV 2024 GiT: Towards Generalist Vision Transformer through Universal Language Interface ECCV 2024 Temperature Schedules for self-supervised contrastive methods on long-tail data ICLR 2023 SoftMatch: Addressing the Quantity-Quality Tradeoff in Semi-supervised Learning ICLR 2023 FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning ICLR 2023 DSVT: Dynamic Sparse Voxel Transformer With Rotated Sets CVPR 2023 Improving Robustness of Vision Transformers by Reducing Sensitivity To Patch Corruptions CVPR 2023 Weakly-Supervised Domain Adaptive Semantic Segmentation With Prototypical Contrastive Learning CVPR 2023 Urban Scene Semantic Segmentation With Low-Cost Coarse Annotation WACV 2023 In-Style: Bridging Text and Uncurated Videos with Style Transfer for Text-Video Retrieval ICCV 2023 SimNP: Learning Self-Similarity Priors Between Neural Points ICCV 2023 UniTR: A Unified and Efficient Multi-Modal Transformer for Bird's-Eye-View Representation ICCV 2023 Unsupervised Open-Vocabulary Object Localization in Videos ICCV 2023 DARTH: Holistic Test-time Adaptation for Multiple Object Tracking ICCV 2023 Object-Centric Multiple Object Tracking ICCV 2023 Learning by Sorting: Self-supervised Learning with Group Ordering Constraints ICCV 2023 SSB: Simple but Strong Baseline for Boosting Performance of Open-Set Semi-Supervised Learning ICCV 2023 Robustifying Token Attention for Vision Transformers ICCV 2023 Studying How to Efficiently and Effectively Guide Models with Explanations ICCV 2023 Class-Incremental Exemplar Compression for Class-Incremental Learning CVPR 2023 Continual Detection Transformer for Incremental Object Detection CVPR 2023 HGFormer: Hierarchical Grouping Transformer for Domain Generalized Semantic Segmentation CVPR 2023 Self-Supervised Pre-Training With Masked Shape Prediction for 3D Scene Understanding CVPR 2023 Visual Coherence Loss for Coherent and Visually Grounded Story Generation ACL 2023 Online Hyperparameter Optimization for Class-Incremental Learning AAAI 2023 A Meta-Learning Approach to Predicting Performance and Data Requirements CVPR 2023 TeST: Test-Time Self-Training Under Distribution Shift WACV 2023 Towards Robust Object Detection Invariant to Real-World Domain Shifts ICLR 2023 Towards Better Understanding Attribution Methods CVPR 2022 USB: A Unified Semi-supervised Learning Benchmark for Classification NIPS 2022 Motion Transformer with Global Intention Localization and Local Movement Refinement NIPS 2022 Assaying Out-Of-Distribution Generalization in Transfer Learning NIPS 2022 Keypoint Message Passing for Video-Based Person Re-identification AAAI 2022 Class-Agnostic Object Counting Robust to Intraclass Diversity ECCV 2022 Improving Robustness by Enhancing Weak Subnets ECCV 2022 CoSSL: Co-Learning of Representation and Classifier for Imbalanced Semi-Supervised Learning CVPR 2022 A Unified Query-Based Paradigm for Point Cloud Understanding CVPR 2022 Omni-DETR: Omni-Supervised Object Detection With Transformers CVPR 2022 B-Cos Networks: Alignment Is All We Need for Interpretability CVPR 2022 RBGNet: Ray-Based Grouping for 3D Object Detection CVPR 2022 VGSE: Visually-Grounded Semantic Embeddings for Zero-Shot Learning CVPR 2022 SHIFT: A Synthetic Driving Dataset for Continuous Multi-Task Domain Adaptation CVPR 2022 Bi-Level Alignment for Cross-Domain Crowd Counting CVPR 2022 PoseTrack21: A Dataset for Person Search, Multi-Object Tracking and Multi-Person Pose Tracking CVPR 2022 RMM: Reinforced Memory Management for Class-Incremental Learning NIPS 2021 Learning Spatially-Variant MAP Models for Non-Blind Image Deblurring CVPR 2021 Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration Without Forgetting ICCV 2021 Seeking Similarities Over Differences: Similarity-Based Domain Alignment for Adaptive Object Detection ICCV 2021 Euro-PVI: Pedestrian Vehicle Interactions in Dense Urban Centers CVPR 2021 Future Moment Assessment for Action Query WACV 2021 You Only Need Adversarial Supervision for Semantic Image Synthesis ICLR 2021 Convolutional Dynamic Alignment Networks for Interpretable Classifications CVPR 2021 Adaptive Aggregation Networks for Class-Incremental Learning CVPR 2021 Relating Adversarially Robust Generalization to Flat Minima ICCV 2021 Learning Decision Trees Recurrently Through Communication CVPR 2021 Deep Wiener Deconvolution: Wiener Meets Deep Learning for Image Deblurring NIPS 2020 Attribute Prototype Network for Zero-Shot Learning NIPS 2020 Normalizing Flows With Multi-Scale Autoregressive Priors CVPR 2020 Norm-Aware Embedding for Efficient Person Search CVPR 2020 A U-Net Based Discriminator for Generative Adversarial Networks CVPR 2020 Mnemonics Training: Multi-Class Incremental Learning Without Forgetting CVPR 2020 Prediction Poisoning: Towards Defenses Against DNN Model Stealing Attacks ICLR 2020 Confidence-Calibrated Adversarial Training: Generalizing to Unseen Attacks ICML 2020 Diverse and Relevant Visual Storytelling with Scene Graph Embeddings CONLL 2020 Hierarchical Online Instance Matching for Person Search AAAI 2020 Towards Automated Testing and Robustification by Semantic Adversarial Data Generation ECCV 2020 An Ensemble of Epoch-wise Empirical Bayes for Few-shot Learning ECCV 2020 Kinematic 3D Object Detection in Monocular Video ECCV 2020 Segmentations-Leak: Membership Inference Attacks and Defenses in Semantic Image Segmentation ECCV 2020 Diverse and Relevant Visual Storytelling with Scene Graph Embeddings EMNLP 2020 Bayesian Prediction of Future Street Scenes using Synthetic Likelihoods ICLR 2019 Learning to Self-Train for Semi-Supervised Few-Shot Classification NIPS 2019 Meta-Transfer Learning for Few-Shot Learning CVPR 2019 Knockoff Nets: Stealing Functionality of Black-Box Models CVPR 2019 Disentangling Adversarial Robustness and Generalization CVPR 2019 Not Using the Car to See the Sidewalk -- Quantifying and Controlling the Effects of Context in Classification and Segmentation CVPR 2019 Semantic Projection Network for Zero- and Few-Label Semantic Segmentation CVPR 2019 Time-Conditioned Action Anticipation in One Shot CVPR 2019 F-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning CVPR 2019 Accurate and Diverse Sampling of Sequences Based on a “Best of Many” Sample Objective CVPR 2018 Connecting Pixels to Privacy and Utility: Automatic Redaction of Private Information in Images CVPR 2018 Adversarial Scene Editing: Automatic Object Removal from Weak Supervision NIPS 2018 Towards Reverse-Engineering Black-Box Neural Networks ICLR 2018 A Hybrid Model for Identity Obfuscation by Face Replacement ECCV 2018 Occluded Pedestrian Detection Through Guided Attention in CNNs CVPR 2018 Feature Generating Networks for Zero-Shot Learning CVPR 2018 PoseTrack: A Benchmark for Human Pose Estimation and Tracking CVPR 2018 Natural and Effective Obfuscation by Head Inpainting CVPR 2018 Long-Term On-Board Prediction of People in Traffic Scenes Under Uncertainty CVPR 2018 Disentangled Person Image Generation CVPR 2018 Diverse Conditional Image Generation by Stochastic Regression with Latent Drop-Out Codes ECCV 2018 Multimodal Explanations: Justifying Decisions and Pointing to the Evidence CVPR 2018 Speaking the Same Language: Matching Machine to Human Captions by Adversarial Training ICCV 2017 ArtTrack: Articulated Multi-Person Tracking in the Wild CVPR 2017 Joint Graph Decomposition & Node Labeling: Problem, Algorithms, Applications CVPR 2017 Generating Descriptions With Grounded and Co-Referenced People CVPR 2017 Zero-Shot Learning - the Good, the Bad and the Ugly CVPR 2017 Adversarial Image Perturbation for Privacy Protection -- A Game Theory Perspective ICCV 2017 Towards a Visual Privacy Advisor: Understanding and Predicting Privacy Risks in Images ICCV 2017 Gaze Embeddings for Zero-Shot Image Classification CVPR 2017 Learning Non-Maximum Suppression CVPR 2017 Exploiting Saliency for Object Segmentation From Image Level Labels CVPR 2017 Multiple People Tracking by Lifted Multicut and Person Re-Identification CVPR 2017 A Domain Based Approach to Social Relation Recognition CVPR 2017 CityPersons: A Diverse Dataset for Pedestrian Detection CVPR 2017 Learning Video Object Segmentation From Static Images CVPR 2017 Simple Does It: Weakly Supervised Instance and Semantic Segmentation CVPR 2017 Pose Guided Person Image Generation NIPS 2017 Generative Adversarial Text to Image Synthesis ICML 2016 Learning Deep Representations of Fine-Grained Visual Descriptions CVPR 2016 Learning What and Where to Draw NIPS 2016 DeepCut: Joint Subset Partition and Labeling for Multi Person Pose Estimation CVPR 2016 The Cityscapes Dataset for Semantic Urban Scene Understanding CVPR 2016 Loss Functions for Top-k Error: Analysis and Insights CVPR 2016 How Far Are We From Solving Pedestrian Detection? CVPR 2016 Weakly Supervised Object Boundaries CVPR 2016 Latent Embeddings for Zero-Shot Classification CVPR 2016 Multi-Cue Zero-Shot Learning With Strong Supervision CVPR 2016 Top-k Multiclass SVM NIPS 2015 Efficient Output Kernel Learning for Multiple Tasks NIPS 2015 Subgraph Decomposition for Multi-Target Tracking CVPR 2015 Taking a Deeper Look at Pedestrians CVPR 2015 Efficient ConvNet-Based Marker-Less Motion Capture in General Scenes With a Low Number of Cameras CVPR 2015 A Dataset for Movie Description CVPR 2015 Evaluation of Output Embeddings for Fine-Grained Image Classification CVPR 2015 Filtered Feature Channels for Pedestrian Detection CVPR 2015 Classifier Based Graph Construction for Video Segmentation CVPR 2015 Scalable Nonlinear Embeddings for Semantic Category-Based Image Retrieval ICCV 2015 Person Recognition in Personal Photo Collections ICCV 2015 Scalable Multitask Representation Learning for Scene Classification CVPR 2014 Spectral Graph Reduction for Efficient Image and Streaming Video Segmentation CVPR 2014 3D Pictorial Structures for Multiple Human Pose Estimation CVPR 2014 2D Human Pose Estimation: New Benchmark and State of the Art Analysis CVPR 2014 Strong Appearance and Expressive Spatial Models for Human Pose Estimation ICCV 2013 A Unified Video Segmentation Benchmark: Annotation, Metrics and Analysis ICCV 2013 Occlusion Patterns for Object Class Detection CVPR 2013 Learning People Detectors for Tracking in Crowded Scenes ICCV 2013 Poselet Conditioned Pictorial Structures CVPR 2013 Transfer Learning in a Transductive Setting NIPS 2013 Translating Video Content to Natural Language Descriptions ICCV 2013