Bernt Schiele

233 publications

15 venues

h-Index 86

Google's h-Index 128

Additional Information

2023 - Computer Science in Germany Leader Award
2022 - Computer Science in Germany Leader Award
2021 - German National Academy of Sciences Leopoldina - Deutsche Akademie der Naturforscher Leopoldina – Nationale Akademie der WissenschaftenInformatics
2018 - Fellow of the International Association for Pattern Recognition (IAPR)For contributions to large-scale object recognition, human detection and pose estimation
2017 - IEEE FellowFor contributions to large-scale object recognition, human detection and pose estimation
Google Citations
Name Venue Year citations
Online Hyperparameter Optimization for Class-Incremental Learning. AAAI 2023 0
Test-time Domain Adaptation for Monocular Depth Estimation. ICRA 2023 0
Improving Robustness of Vision Transformers by Reducing Sensitivity to Patch Corruptions. CVPR 2023 0
DSVT: Dynamic Sparse Voxel Transformer with Rotated Sets. CVPR 2023 0
Weakly-Supervised Domain Adaptive Semantic Segmentation with Prototypical Contrastive Learning. CVPR 2023 0
A Meta-Learning Approach to Predicting Performance and Data Requirements. CVPR 2023 0
Continual Detection Transformer for Incremental Object Detection. CVPR 2023 0
HGFormer: Hierarchical Grouping Transformer for Domain Generalized Semantic Segmentation. CVPR 2023 0
Class-Incremental Exemplar Compression for Class-Incremental Learning. CVPR 2023 0
Self-Supervised Pre-Training with Masked Shape Prediction for 3D Scene Understanding. CVPR 2023 0
SoftMatch: Addressing the Quantity-Quality Tradeoff in Semi-supervised Learning. ICLR 2023 0
FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning. ICLR 2023 0
Towards Robust Object Detection Invariant to Real-World Domain Shifts. ICLR 2023 0
Temperature Schedules for self-supervised contrastive methods on long-tail data. ICLR 2023 0
SSB: Simple but Strong Baseline for Boosting Performance of Open-Set Semi-Supervised Learning. ICCV 2023 0
DARTH: Holistic Test-time Adaptation for Multiple Object Tracking. ICCV 2023 0
Robustifying Token Attention for Vision Transformers. ICCV 2023 0
Learning by Sorting: Self-supervised Learning with Group Ordering Constraints. ICCV 2023 0
Studying How to Efficiently and Effectively Guide Models with Explanations. ICCV 2023 0
SimNP: Learning Self-Similarity Priors Between Neural Points. ICCV 2023 0
UniTR: A Unified and Efficient Multi-Modal Transformer for Bird's-Eye-View Representation. ICCV 2023 0
Unsupervised Open-Vocabulary Object Localization in Videos. ICCV 2023 0
Object-Centric Multiple Object Tracking. ICCV 2023 0
In-Style: Bridging Text and Uncurated Videos with Style Transfer for Text-Video Retrieval. ICCV 2023 0
Optimising for Interpretability: Convolutional Dynamic Alignment Networks. TPAMI 2023 0
Random and Adversarial Bit Error Robustness: Energy-Efficient and Secure DNN Accelerators. TPAMI 2023 0
A Unified Query-based Paradigm for Point Cloud Understanding. CVPR 2022 7
USB: A Unified Semi-supervised Learning Benchmark for Classification. NIPS/NeurIPS 2022 3
SHIFT: A Synthetic Driving Dataset for Continuous Multi-Task Domain Adaptation. CVPR 2022 11
Omni-DETR: Omni-Supervised Object Detection with Transformers. CVPR 2022 7
Class-Agnostic Object Counting Robust to Intraclass Diversity. ECCV 2022 0
Towards Better Understanding Attribution Methods. CVPR 2022 4
Improving Robustness by Enhancing Weak Subnets. ECCV 2022 5
B-cos Networks: Alignment is All We Need for Interpretability. CVPR 2022 6
PoseTrack21: A Dataset for Person Search, Multi-Object Tracking and Multi-Person Pose Tracking. CVPR 2022 1
VGSE: Visually-Grounded Semantic Embeddings for Zero-Shot Learning. CVPR 2022 6
Bi-level Alignment for Cross-Domain Crowd Counting. CVPR 2022 2
RBGNet: Ray-based Grouping for 3D Object Detection. CVPR 2022 12
Keypoint Message Passing for Video-Based Person Re-identification. AAAI 2022 0
CoSSL: Co-Learning of Representation and Classifier for Imbalanced Semi-Supervised Learning. CVPR 2022 0
Assaying Out-Of-Distribution Generalization in Transfer Learning. NIPS/NeurIPS 2022 0
Motion Transformer with Global Intention Localization and Local Movement Refinement. NIPS/NeurIPS 2022 0
Meta-Transfer Learning Through Hard Tasks. TPAMI 2022 0
Generalized Few-Shot Video Classification With Video Retrieval and Feature Generation. TPAMI 2022 0
DWDN: Deep Wiener Deconvolution Network for Non-Blind Image Deblurring. TPAMI 2022 0
Relating Adversarially Robust Generalization to Flat Minima. ICCV 2021 28
Euro-PVI: Pedestrian Vehicle Interactions in Dense Urban Centers. CVPR 2021 9
Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration without Forgetting. ICCV 2021 11
Seeking Similarities over Differences: Similarity-based Domain Alignment for Adaptive Object Detection. ICCV 2021 22
Convolutional Dynamic Alignment Networks for Interpretable Classifications. CVPR 2021 13
Learning Spatially-Variant MAP Models for Non-Blind Image Deblurring. CVPR 2021 10
Learning Decision Trees Recurrently Through Communication. CVPR 2021 7
Adaptive Aggregation Networks for Class-Incremental Learning. CVPR 2021 0
RMM: Reinforced Memory Management for Class-Incremental Learning. NIPS/NeurIPS 2021 0
You Only Need Adversarial Supervision for Semantic Image Synthesis. ICLR 2021 0
Hierarchical Online Instance Matching for Person Search. AAAI 2020 36
Attribute Prototype Network for Zero-Shot Learning. NIPS/NeurIPS 2020 97
Diverse and Relevant Visual Storytelling with Scene Graph Embeddings. CoNLL 2020 4
Motion Segmentation & Multiple Object Tracking by Correlation Co-Clustering. TPAMI 2020 164
Towards Automated Testing and Robustification by Semantic Adversarial Data Generation. ECCV 2020 5
Kinematic 3D Object Detection in Monocular Video. ECCV 2020 80
Person Recognition in Personal Photo Collections. TPAMI 2020 4
Normalizing Flows With Multi-Scale Autoregressive Priors. CVPR 2020 8
A U-Net Based Discriminator for Generative Adversarial Networks. CVPR 2020 145
Mnemonics Training: Multi-Class Incremental Learning Without Forgetting. CVPR 2020 175
Norm-Aware Embedding for Efficient Person Search. CVPR 2020 64
Confidence-Calibrated Adversarial Training: Generalizing to Unseen Attacks. ICML 2020 0
An Ensemble of Epoch-Wise Empirical Bayes for Few-Shot Learning. ECCV 2020 0
Segmentations-Leak: Membership Inference Attacks and Defenses in Semantic Image Segmentation. ECCV 2020 0
Deep Wiener Deconvolution: Wiener Meets Deep Learning for Image Deblurring. NIPS/NeurIPS 2020 0
Prediction Poisoning: Towards Defenses Against DNN Model Stealing Attacks. ICLR 2020 0
Semantic Projection Network for Zero- and Few-Label Semantic Segmentation. CVPR 2019 93
F-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning. CVPR 2019 297
Learning to Self-Train for Semi-Supervised Few-Shot Classification. NIPS/NeurIPS 2019 191
Time-Conditioned Action Anticipation in One Shot. CVPR 2019 80
Meta-Transfer Learning for Few-Shot Learning. CVPR 2019 0
Knockoff Nets: Stealing Functionality of Black-Box Models. CVPR 2019 0
Disentangling Adversarial Robustness and Generalization. CVPR 2019 0
Not Using the Car to See the Sidewalk - Quantifying and Controlling the Effects of Context in Classification and Segmentation. CVPR 2019 0
Zero-Shot Learning - A Comprehensive Evaluation of the Good, the Bad and the Ugly. TPAMI 2019 0
Multimodal Explanations: Justifying Decisions and Pointing to the Evidence. CVPR 2018 287
Towards Reaching Human Performance in Pedestrian Detection. TPAMI 2018 166
Video Object Segmentation with Language Referring Expressions. ACCV 2018 67
A Hybrid Model for Identity Obfuscation by Face Replacement. ECCV 2018 87
Adversarial Scene Editing: Automatic Object Removal from Weak Supervision. NIPS/NeurIPS 2018 67
Occluded Pedestrian Detection Through Guided Attention in CNNs. CVPR 2018 285
Diverse Conditional Image Generation by Stochastic Regression with Latent Drop-Out Codes. ECCV 2018 3
Accurate and Diverse Sampling of Sequences Based on a "Best of Many" Sample Objective. CVPR 2018 81
NightOwls: A Pedestrians at Night Dataset. ACCV 2018 52
Long-Term Image Boundary Prediction. AAAI 2018 0
PoseTrack: A Benchmark for Human Pose Estimation and Tracking. CVPR 2018 0
Long-Term On-Board Prediction of People in Traffic Scenes Under Uncertainty. CVPR 2018 0
Disentangled Person Image Generation. CVPR 2018 0
Feature Generating Networks for Zero-Shot Learning. CVPR 2018 0
Connecting Pixels to Privacy and Utility: Automatic Redaction of Private Information in Images. CVPR 2018 0
Natural and Effective Obfuscation by Head Inpainting. CVPR 2018 0
Analysis and Optimization of Loss Functions for Multiclass, Top-k, and Multilabel Classification. TPAMI 2018 0
A Domain Based Approach to Social Relation Recognition. CVPR 2017 85
Generating Descriptions with Grounded and Co-referenced People. CVPR 2017 54
Multiple People Tracking by Lifted Multicut and Person Re-identification. CVPR 2017 439
CityPersons: A Diverse Dataset for Pedestrian Detection. CVPR 2017 545
Learning Non-maximum Suppression. CVPR 2017 304
Towards a Visual Privacy Advisor: Understanding and Predicting Privacy Risks in Images. ICCV 2017 86
Pose Guided Person Image Generation. NIPS/NeurIPS 2017 644
Exploiting Saliency for Object Segmentation from Image Level Labels. CVPR 2017 166
Speaking the Same Language: Matching Machine to Human Captions by Adversarial Training. ICCV 2017 218
Adversarial Image Perturbation for Privacy Protection A Game Theory Perspective. ICCV 2017 135
Joint Graph Decomposition & Node Labeling: Problem, Algorithms, Applications. CVPR 2017 0
ArtTrack: Articulated Multi-Person Tracking in the Wild. CVPR 2017 0
Zero-Shot Learning - The Good, the Bad and the Ugly. CVPR 2017 0
Simple Does It: Weakly Supervised Instance and Semantic Segmentation. CVPR 2017 0
Gaze Embeddings for Zero-Shot Image Classification. CVPR 2017 0
Learning Video Object Segmentation from Static Images. CVPR 2017 0
MARCOnI - ConvNet-Based MARker-Less Motion Capture in Outdoor and Indoor Scenes. TPAMI 2017 0
Multi-cue Zero-Shot Learning with Strong Supervision. CVPR 2016 127
Learning Deep Representations of Fine-Grained Visual Descriptions. CVPR 2016 680
The Cityscapes Dataset for Semantic Urban Scene Understanding. CVPR 2016 7451
How Far are We from Solving Pedestrian Detection? CVPR 2016 458
Generating Visual Explanations. ECCV 2016 509
Latent Embeddings for Zero-Shot Classification. CVPR 2016 595
DeeperCut: A Deeper, Stronger, and Faster Multi-person Pose Estimation Model. ECCV 2016 928
3D Pictorial Structures Revisited: Multiple Human Pose Estimation. TPAMI 2016 71
Learning What and Where to Draw. NIPS/NeurIPS 2016 507
Generative Adversarial Text to Image Synthesis. ICML 2016 2410
Faceless Person Recognition: Privacy Implications in Social Media. ECCV 2016 138
Grounding of Textual Phrases in Images by Reconstruction. ECCV 2016 0
Weakly Supervised Object Boundaries. CVPR 2016 0
DeepCut: Joint Subset Partition and Labeling for Multi Person Pose Estimation. CVPR 2016 0
Loss Functions for Top-k Error: Analysis and Insights. CVPR 2016 0
What Makes for Effective Detection Proposals? TPAMI 2016 0
Efficient ConvNet-based marker-less motion capture in general scenes with a low number of cameras. CVPR 2015 144
Scalable Nonlinear Embeddings for Semantic Category-Based Image Retrieval. ICCV 2015 15
Top-k Multiclass SVM. NIPS/NeurIPS 2015 72
Efficient Output Kernel Learning for Multiple Tasks. NIPS/NeurIPS 2015 30
Taking a deeper look at pedestrians. CVPR 2015 337
Multi-View and 3D Deformable Part Models. TPAMI 2015 72
A dataset for Movie Description. CVPR 2015 360
Classifier based graph construction for video segmentation. CVPR 2015 65
Subgraph decomposition for multi-target tracking. CVPR 2015 178
Filtered channel features for pedestrian detection. CVPR 2015 367
Person Recognition in Personal Photo Collections. ICCV 2015 55
Evaluation of output embeddings for fine-grained image classification. CVPR 2015 0
2D Human Pose Estimation: New Benchmark and State of the Art Analysis. CVPR 2014 1798
Spectral Graph Reduction for Efficient Image and Streaming Video Segmentation. CVPR 2014 85
3D Pictorial Structures for Multiple Human Pose Estimation. CVPR 2014 193
Scalable Multitask Representation Learning for Scene Classification. CVPR 2014 55
Poselet Conditioned Pictorial Structures. CVPR 2013 330
Learning People Detectors for Tracking in Crowded Scenes. ICCV 2013 94
Transfer Learning in a Transductive Setting. NIPS/NeurIPS 2013 229
Translating Video Content to Natural Language Descriptions. ICCV 2013 334
Monocular Visual Scene Understanding: Understanding Multi-Object Traffic Scenes. TPAMI 2013 103
Strong Appearance and Expressive Spatial Models for Human Pose Estimation. ICCV 2013 208
Detailed 3D Representations for Object Recognition and Modeling. TPAMI 2013 177
Occlusion Patterns for Object Class Detection. CVPR 2013 141
A Unified Video Segmentation Benchmark: Annotation, Metrics and Analysis. ICCV 2013 167
Pedestrian Detection: An Evaluation of the State of the Art. TPAMI 2012 2954
Semi-Supervised Learning on a Budget: Scaling Up to Large Datasets. ACCV 2012 11
Script Data for Attribute-Based Recognition of Composite Activities. ECCV 2012 142
Video Segmentation with Superpixels. ACCV 2012 117
A database for fine grained activity detection of cooking activities. CVPR 2012 517
3D2PM - 3D Deformable Part Models. ECCV 2012 106
Articulated people detection and pose estimation: Reshaping the future. CVPR 2012 249
RALF: A reinforced active learning formulation for object class recognition. CVPR 2012 99
Teaching 3D geometry to deformable part models. CVPR 2012 241
South by South-East or Sitting at the Desk: Can Orientation be a Place? ISWC 2011 9
Weakly Supervised Recognition of Daily Life Activities with Wearable Sensors. TPAMI 2011 140
Learning people detection models from few training samples. CVPR 2011 88
Monocular 3D scene understanding with explicit occlusion reasoning. CVPR 2011 82
Evaluating knowledge transfer and zero-shot learning in a large-scale setting. CVPR 2011 333
Vision based victim detection from unmanned aerial vehicles. IROS 2010 107
Multi-cue pedestrian classification with partial occlusion handling. CVPR 2010 263
Towards human motion capturing using gyroscopeless orientation estimation. ISWC 2010 4
Monocular 3D pose estimation and tracking by detection. CVPR 2010 560
Disparity Statistics for Pedestrian Detection: Combining Appearance, Motion and Stereo. ECCV 2010 80
Remember and transfer what you have learned - recognizing composite activities based on activity spotting. ISWC 2010 70
Monocular 3D Scene Modeling and Inference: Understanding Multi-Object Traffic Scenes. ECCV 2010 94
New features and insights for pedestrian detection. CVPR 2010 531
Extracting Structures in Image Collections for Object Recognition. ECCV 2010 42
Automatic discovery of meaningful object parts with latent CRFs. CVPR 2010 56
What helps where - and why? Semantic relatedness for knowledge transfer. CVPR 2010 0
Discriminative structure learning of hierarchical representations for object detection. CVPR 2009 69
An Exploration of Daily Routine Modeling Based on Bluetooth and GSM-Data. ISWC 2009 1
A shape-based object class model for knowledge transfer. ICCV 2009 110
Multi-cue onboard pedestrian detection. CVPR 2009 421
Multi-graph Based Semi-supervised Learning for Activity Recognition. ISWC 2009 67
An Analysis of Sensor-Oriented vs. Model-Based Activity Recognition. ISWC 2009 54
Pictorial structures revisited: People detection and articulated pose estimation. CVPR 2009 851
Pedestrian detection: A benchmark. CVPR 2009 1292
Sustained logging and discrimination of sleep postures with low-level, wrist-worn sensors. ISWC 2008 27
Exploring semi-supervised and active learning for activity recognition. ISWC 2008 203
Hierarchical Support Vector Random Fields: Joint Training to Combine Local and Global Features. ECCV 2008 44
Using rhythm awareness in long-term activity recognition. ISWC 2008 67
Decomposition, discovery and detection of visual categories using topic models. CVPR 2008 113
A new approach to enable gesture recognition in continuous data streams. ISWC 2008 14
A Dynamic Conditional Random Field Model for Joint Labeling of Object and Scene Classes. ECCV 2008 143
Discovery of activity patterns using topic models. UbiComp 2008 492
People-tracking-by-detection and people-detection-by-tracking. CVPR 2008 955
Browsing patient records during ward rounds with a body worn gyroscope. ISWC 2007 7
Cooperative Augmentation of Smart Objects with Projector-Camera Systems. UbiComp 2007 32
Towards Robust Pedestrian Detection in Crowded Image Sequences. CVPR 2007 75
How Good are Local Features for Classes of Geometric Objects. ICCV 2007 48
Multiple Object Class Detection with a Generative Model. CVPR 2006 288
Multi-Aspect Detection of Articulated Objects. CVPR 2006 103
Towards Less Supervision in Activity Recognition from Wearable Sensors. ISWC 2006 109
Towards Multi-View Object Class Detection. CVPR 2006 273
Pedestrian Detection in Crowded Scenes. CVPR 2005 976
Local Features for Object Class Recognition. ICCV 2005 259
Integrating Representative and Discriminative Models for Object Category Detection. ICCV 2005 0
Evaluating the Effects of Displaying Uncertainty in Context-Aware Applications. UbiComp 2004 60
Less Contact: Heart-Rate Detection Without Even Touching the User. ISWC 2004 35
A Model for Human Interruptability: Experimental Evaluation and Automatic Estimation from Wearable Sensors. ISWC 2004 71
Analyzing Appearance and Contour Based Methods for Object Categorization. CVPR 2003 849
Context-Aware Notification for Wearable Computing. ISWC 2003 94
Wearable Sensing to Annotate Meeting Recordings. ISWC 2002 124
On Performance Characterization and Optimization for Image Retrieval. ECCV 2002 29
An information-theoretic approach to combining object models. Robotics and Autonomous Systems 2002 2
Bridging the Gap between Virtual and Physical Games Using Wearable Sensors. ISWC 2002 27
Proactive Instructions for Furniture Assembly. UbiComp 2002 126
Context-driven model switching for visual tracking. Robotics and Autonomous Systems 2002 0
Smart-Its Friends: A Technique for Users to Easily Establish Connections between Smart Artefacts. UbiComp 2001 582
3D Object Recognition from Range Images using Local Feature Histograms. CVPR 2001 246
Probabilistic Object Recognition and Localization. ICCV 1999 55
Realtime Personal Positioning System for Wearable Computers. ISWC 1999 0
Position Estimation Using Principal Components of Range Data. ICRA 1998 122
Transinformation for Active Object Recognition. ICCV 1998 84
Visual Contextual Awareness in Wearable Computing. ISWC 1998 171
Comprehensive Colour Image Normalization. ECCV 1998 303
Position estimation using principal components of range data. Robotics and Autonomous Systems 1998 0
Transinformation of object recognition and its application to viewpoint planning. Robotics and Autonomous Systems 1997 12
Object Recognition Using Multidimensional Receptive Field Histograms. ECCV 1996 310
Where to look next and what to look for. IROS 1996 26
A Comparison of Position Estimation Techniques Using Occupancy Grids. ICRA 1994 273
A comparison of position estimation techniques using occupancy grids. Robotics and Autonomous Systems 1994 0
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