Stefan Roth

papers in the register

1. ART: Adaptive Relation Tuning for Generalized Relation Prediction
   ICCV · 2025
   Relation (database)Computer scienceFocus (optics)Artificial intelligence
2. Scene-Centric Unsupervised Panoptic Segmentation
   CVPR · 2025
   PanopticonComputer scienceArtificial intelligenceSegmentation
3. Motion-Refined DINOSAUR for Unsupervised Multi-Object Discovery
   ICCV · 2025
   Computer scienceArtificial intelligenceLeverage (statistics)Unsupervised learning
4. Boosting Omnidirectional Stereo Matching with a Pre-trained Depth Foundation Model
   IROS · 2025
   Omnidirectional antennaArtificial intelligenceComputer visionComputer science
5. Feed-Forward SceneDINO for Unsupervised Semantic Scene Completion
   ICCV · 2025
   Computer scienceArtificial intelligenceSegmentationConsistency (knowledge bases)
6. Disentangling Polysemantic Channels in Convolutional Neural Networks.
   CVPR · 2025
7. Removing Cost Volumes from Optical Flow Estimators
   ICCV · 2025
   EstimatorPipeline (software)Computer scienceOptical flow
8. Disentangling Polysemantic Channels in Convolutional Neural Networks
   2025
   InterpretabilityComputer scienceArtificial intelligenceFeature (linguistics)
9. Activation Subspaces for Out-of-Distribution Detection
   ICCV · 2025
   Linear subspaceSubspace topologyClassifier (UML)Pattern recognition (psychology)
10. GLASS: Guided Latent Slot Diffusion for Object-Centric Learning
    CVPR · 2025
    Computer scienceDiffusionObject (grammar)Artificial intelligence
11. Is Synthetic Data all We Need? Benchmarking the Robustness of Models Trained with Synthetic Images
    CVPR · 2024
    BenchmarkingSynthetic dataRobustness (evolution)Computer science
12. Benchmarking the Attribution Quality of Vision Models.
    NeurIPS · 2024
13. Adapters Strike Back.
    CVPR · 2024
14. A Perspective on Deep Vision Performance with Standard Image and Video Codecs
    CVPR · 2024
    CodecComputer sciencePerspective (graphical)Computer vision
15. Vision Relation Transformer for Unbiased Scene Graph Generation.
    ICCV · 2023
16. Content-Adaptive Downsampling in Convolutional Neural Networks.
    CVPR · 2023
17. FunnyBirds: A Synthetic Vision Dataset for a Part-Based Analysis of Explainable AI Methods.
    ICCV · 2023
18. xGQA: Cross-Lingual Visual Question Answering.
    ACL · 2022
19. NeurIPS’22 Cross-Domain MetaDL Challenge: Results and lessons learned.
    NeurIPS · 2021
20. Self-Supervised Augmentation Consistency for Adapting Semantic Segmentation.
    CVPR · 2021
21. Dense Unsupervised Learning for Video Segmentation.
    NeurIPS · 2021
22. Self-Supervised Multi-Frame Monocular Scene Flow.
    CVPR · 2021
23. Learning Spatially-Variant MAP Models for Non-Blind Image Deblurring.
    CVPR · 2021
24. PixelPyramids: Exact Inference Models from Lossless Image Pyramids.
    ICCV · 2021
25. Fast Axiomatic Attribution for Neural Networks.
    NeurIPS · 2021
26. Boosting Monocular Depth with Panoptic Segmentation Maps.
    WACV · 2021
27. Self-Supervised Monocular Scene Flow Estimation.
    CVPR · 2020
28. Driving Style Encoder: Situational Reward Adaptation for General-Purpose Planning in Automated Driving.
    ICRA · 2020
29. Deep Wiener Deconvolution: Wiener Meets Deep Learning for Image Deblurring.
    NeurIPS · 2020
30. Latent Normalizing Flows for Many-to-Many Cross-Domain Mappings.
    ICLR · 2020
31. Single-Stage Semantic Segmentation From Image Labels.
    CVPR · 2020
32. Probabilistic Pixel-Adaptive Refinement Networks.
    CVPR · 2020
33. Diverse Image Captioning with Context-Object Split Latent Spaces.
    NeurIPS · 2020
34. Planning on the fast lane: Learning to interact using attention mechanisms in path integral inverse reinforcement learning.
    IROS · 2020
35. Normalizing Flows With Multi-Scale Autoregressive Priors.
    CVPR · 2020
36. Driving with Style: Inverse Reinforcement Learning in General-Purpose Planning for Automated Driving.
    IROS · 2019
37. Actor-Critic Instance Segmentation.
    CVPR · 2019
38. Iterative Residual Refinement for Joint Optical Flow and Occlusion Estimation.
    CVPR · 2019
39. Neural Nearest Neighbors Networks.
    NeurIPS · 2018
40. Lightweight Probabilistic Deep Networks.
    CVPR · 2018
41. Matryoshka Networks: Predicting 3D Geometry via Nested Shape Layers.
    CVPR · 2018
42. Stochastic Variational Inference With Gradient Linearization.
    CVPR · 2018
43. Detail-Preserving Pooling in Deep Networks.
    CVPR · 2018
44. UnFlow: Unsupervised Learning of Optical Flow With a Bidirectional Census Loss.
    AAAI · 2018
45. Normalized Blind Deconvolution.
    ECCV · 2018
46. Multimodal Frame Identification with Multilingual Evaluation.
    NAACL · 2018
47. Noise-Blind Image Deblurring.
    CVPR · 2017
48. MirrorFlow: Exploiting Symmetries in Joint Optical Flow and Occlusion Estimation.
    ICCV · 2017
49. Benchmarking Denoising Algorithms with Real Photographs.
    CVPR · 2017
50. ProbFlow: Joint Optical Flow and Uncertainty Estimation.
    ICCV · 2017
51. Joint Optical Flow and Temporally Consistent Semantic Segmentation.
    ECCV · 2016
52. Parametric Object Motion from Blur.
    CVPR · 2016
53. The Cityscapes Dataset for Semantic Urban Scene Understanding.
    CVPR · 2016
54. Stereo Video Deblurring.
    ECCV · 2016
55. Playing for Data: Ground Truth from Computer Games.
    ECCV · 2016
56. Registering Images to Untextured Geometry Using Average Shading Gradients.
    ICCV · 2015
57. Interleaved Regression Tree Field Cascades for Blind Image Deconvolution.
    WACV · 2015
58. Discriminative shape from shading in uncalibrated illumination.
    CVPR · 2015
59. Stixmantics: A Medium-Level Model for Real-Time Semantic Scene Understanding.
    ECCV · 2014
60. View-Consistent 3D Scene Flow Estimation over Multiple Frames.
    ECCV · 2014
61. Shrinkage Fields for Effective Image Restoration.
    CVPR · 2014
62. Discriminative Non-blind Deblurring.
    CVPR · 2013
63. Detection- and Trajectory-Level Exclusion in Multiple Object Tracking.
    CVPR · 2013
64. Learning People Detectors for Tracking in Crowded Scenes.
    ICCV · 2013
65. Piecewise Rigid Scene Flow.
    ICCV · 2013
66. Challenges of Ground Truth Evaluation of Multi-target Tracking.
    CVPR · 2013
67. Learning rotation-aware features: From invariant priors to equivariant descriptors.
    CVPR · 2012
68. Discrete-continuous optimization for multi-target tracking.
    CVPR · 2012
69. 3D scene flow estimation with a rigid motion prior.
    ICCV · 2011
70. Monocular 3D scene understanding with explicit occlusion reasoning.
    CVPR · 2011
71. Connecting non-quadratic variational models and MRFs.
    CVPR · 2011
72. Bayesian deblurring with integrated noise estimation.
    CVPR · 2011
73. A generative perspective on MRFs in low-level vision.
    CVPR · 2010
74. Monocular 3D Scene Modeling and Inference: Understanding Multi-Object Traffic Scenes.
    ECCV · 2010
75. Secrets of optical flow estimation and their principles.
    CVPR · 2010
76. Automatic discovery of meaningful object parts with latent CRFs.
    CVPR · 2010
77. Monocular 3D pose estimation and tracking by detection.
    CVPR · 2010
78. Vision based victim detection from unmanned aerial vehicles.
    IROS · 2010
79. Pictorial structures revisited: People detection and articulated pose estimation.
    CVPR · 2009
80. Discriminative structure learning of hierarchical representations for object detection.
    CVPR · 2009
81. FusionFlow: Discrete-continuous optimization for optical flow estimation.
    CVPR · 2008
82. People-tracking-by-detection and people-detection-by-tracking.
    CVPR · 2008
83. Learning Optical Flow.
    ECCV · 2008
84. A Database and Evaluation Methodology for Optical Flow.
    ICCV · 2007
85. Steerable Random Fields.
    ICCV · 2007
86. Specular Flow and the Recovery of Surface Structure.
    CVPR · 2006
87. Efficient Belief Propagation with Learned Higher-Order Markov Random Fields.
    ECCV · 2006
88. Modeling Neural Population Spiking Activity with Gibbs Distributions.
    NeurIPS · 2005
89. On the Spatial Statistics of Optical Flow.
    ICCV · 2005
90. Fields of Experts: A Framework for Learning Image Priors.
    CVPR · 2005
91. Gibbs Likelihoods for Bayesian Tracking.
    CVPR · 2004
92. Tracking Loose-Limbed People.
    CVPR · 2004

Profile built from publicly available sources (OpenAlex, arXiv; origin per Art. 14 GDPR). Corrections or removal · aisr@hessian.ai