← Authors

Stefan Roth

47 papers · 2013–2025 · 8 conferences · across top CS/AI conferences

Achievements

πŸŒ‰ Interdisciplinary Bridge 🌍 Conference Polyglot (8) πŸƒ Academic Marathon (12) 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (15) 🧭 Keyword Pioneer πŸ—ΊοΈ Taxonomy Completionist (94) 🌈 Renaissance Researcher (8) 🏠 Conference Loyalist (24) 🌟 Keyword Trendsetter Combo (4) 🧬 Topic Evolution πŸ† Keyword Champion (2) πŸ“ˆ Trend Setter πŸš€ Conference Pioneer πŸ’Ž Century Club (47) πŸ”₯ Unstoppable (13) ⚑ Prolific Year (7) πŸ—ƒοΈ Keyword Collector (228)

Conferences

CVPR (24) ICCV (12) NIPS (6) ACL (1) ECCV (1) ICLR (1) NAACL (1) WACV (1)

Top co-authors

Simone Schaub-Meyer (7) Bernt Schiele (5) Nikita Araslanov (5) Robin Hesse (4) Shweta Mahajan (4) Junhwa Hur (4) Tobias PlΓΆtz (4) Anne S. Wannenwetsch (3) Konrad Schindler (3) Iryna Gurevych (3)

Keywords

neural network (7) image restoration (6) semantic segmentation (6) optical flow (5) self-supervised learning (5) convolutional neural network (4) depth estimation (4) image deblurring (4) instance segmentation (3) unsupervised learning (3) zero-shot learning (3) 3d geometry (3) feature attribution (2) image denoising (2) monocular depth estimation (2) transfer learning (2) map estimation (2) variational inference (2) multimodal learning (2) density estimation (2)

Papers

ART: Adaptive Relation Tuning for Generalized Relation Prediction ICCV 2025
Removing Cost Volumes from Optical Flow Estimators ICCV 2025
GLASS: Guided Latent Slot Diffusion for Object-Centric Learning CVPR 2025
Feed-Forward SceneDINO for Unsupervised Semantic Scene Completion ICCV 2025
Activation Subspaces for Out-of-Distribution Detection ICCV 2025
Scene-Centric Unsupervised Panoptic Segmentation CVPR 2025
Adapters Strike Back CVPR 2024
Benchmarking the Attribution Quality of Vision Models NIPS 2024
FunnyBirds: A Synthetic Vision Dataset for a Part-Based Analysis of Explainable AI Methods ICCV 2023
Vision Relation Transformer for Unbiased Scene Graph Generation ICCV 2023
xGQA: Cross-Lingual Visual Question Answering ACL 2022
PixelPyramids: Exact Inference Models From Lossless Image Pyramids ICCV 2021
Self-Supervised Augmentation Consistency for Adapting Semantic Segmentation CVPR 2021
Self-Supervised Multi-Frame Monocular Scene Flow CVPR 2021
Boosting Monocular Depth With Panoptic Segmentation Maps WACV 2021
Learning Spatially-Variant MAP Models for Non-Blind Image Deblurring CVPR 2021
Dense Unsupervised Learning for Video Segmentation NIPS 2021
Fast Axiomatic Attribution for Neural Networks NIPS 2021
Self-Supervised Monocular Scene Flow Estimation CVPR 2020
Deep Wiener Deconvolution: Wiener Meets Deep Learning for Image Deblurring NIPS 2020
Diverse Image Captioning with Context-Object Split Latent Spaces NIPS 2020
Single-Stage Semantic Segmentation From Image Labels CVPR 2020
Normalizing Flows With Multi-Scale Autoregressive Priors CVPR 2020
Probabilistic Pixel-Adaptive Refinement Networks CVPR 2020
Latent Normalizing Flows for Many-to-Many Cross-Domain Mappings ICLR 2020
Iterative Residual Refinement for Joint Optical Flow and Occlusion Estimation CVPR 2019
Actor-Critic Instance Segmentation CVPR 2019
Lightweight Probabilistic Deep Networks CVPR 2018
Matryoshka Networks: Predicting 3D Geometry via Nested Shape Layers CVPR 2018
Stochastic Variational Inference With Gradient Linearization CVPR 2018
Normalized Blind Deconvolution ECCV 2018
Multimodal Frame Identification with Multilingual Evaluation NAACL 2018
Detail-Preserving Pooling in Deep Networks CVPR 2018
Neural Nearest Neighbors Networks NIPS 2018
MirrorFlow: Exploiting Symmetries in Joint Optical Flow and Occlusion Estimation ICCV 2017
ProbFlow: Joint Optical Flow and Uncertainty Estimation ICCV 2017
Noise-Blind Image Deblurring CVPR 2017
Benchmarking Denoising Algorithms With Real Photographs CVPR 2017
Parametric Object Motion From Blur CVPR 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding CVPR 2016
Registering Images to Untextured Geometry Using Average Shading Gradients ICCV 2015
Discriminative Shape From Shading in Uncalibrated Illumination CVPR 2015
Shrinkage Fields for Effective Image Restoration CVPR 2014
Detection- and Trajectory-Level Exclusion in Multiple Object Tracking CVPR 2013
Discriminative Non-blind Deblurring CVPR 2013
Learning People Detectors for Tracking in Crowded Scenes ICCV 2013
Piecewise Rigid Scene Flow ICCV 2013