Stefan Roth 0001

77 publications

9 venues

H Index 47

Affiliation

TU Darmstadt, Department of Computer Science, Germany
Brown University, Dept. of Computer Science, Providence, RI, USA
University of Mannheim, Dept. of Mathematics and Computer Science, Germany

Links

Name	Venue	Year	citations
FunnyBirds: A Synthetic Vision Dataset for a Part-Based Analysis of Explainable AI Methods.	ICCV	2023	0
Vision Relation Transformer for Unbiased Scene Graph Generation.	ICCV	2023	0
DWDN: Deep Wiener Deconvolution Network for Non-Blind Image Deblurring.	TPAMI	2022	0
Dense Unsupervised Learning for Video Segmentation.	NIPS/NeurIPS	2021	7
PixelPyramids: Exact Inference Models from Lossless Image Pyramids.	ICCV	2021	0
Fast Axiomatic Attribution for Neural Networks.	NIPS/NeurIPS	2021	4
Self-Supervised Multi-Frame Monocular Scene Flow.	CVPR	2021	18
Self-Supervised Augmentation Consistency for Adapting Semantic Segmentation.	CVPR	2021	71
Learning Spatially-Variant MAP Models for Non-Blind Image Deblurring.	CVPR	2021	10
Single-Stage Semantic Segmentation From Image Labels.	CVPR	2020	89
Self-Supervised Monocular Scene Flow Estimation.	CVPR	2020	63
Probabilistic Pixel-Adaptive Refinement Networks.	CVPR	2020	7
Planning on the fast lane: Learning to interact using attention mechanisms in path integral inverse reinforcement learning.	IROS	2020	7
Normalizing Flows With Multi-Scale Autoregressive Priors.	CVPR	2020	8
Latent Normalizing Flows for Many-to-Many Cross-Domain Mappings.	ICLR	2020	25
Diverse Image Captioning with Context-Object Split Latent Spaces.	NIPS/NeurIPS	2020	17
Driving Style Encoder: Situational Reward Adaptation for General-Purpose Planning in Automated Driving.	ICRA	2020	0
Deep Wiener Deconvolution: Wiener Meets Deep Learning for Image Deblurring.	NIPS/NeurIPS	2020	0
Actor-Critic Instance Segmentation.	CVPR	2019	11
Driving with Style: Inverse Reinforcement Learning in General-Purpose Planning for Automated Driving.	IROS	2019	37
Iterative Residual Refinement for Joint Optical Flow and Occlusion Estimation.	CVPR	2019	166
Matryoshka Networks: Predicting 3D Geometry via Nested Shape Layers.	CVPR	2018	117
Neural Nearest Neighbors Networks.	NIPS/NeurIPS	2018	249
Stochastic Variational Inference With Gradient Linearization.	CVPR	2018	2
Normalized Blind Deconvolution.	ECCV	2018	31
Lightweight Probabilistic Deep Networks.	CVPR	2018	125
Detail-Preserving Pooling in Deep Networks.	CVPR	2018	75
UnFlow: Unsupervised Learning of Optical Flow With a Bidirectional Census Loss.	AAAI	2018	0
Noise-Blind Image Deblurring.	CVPR	2017	37
ProbFlow: Joint Optical Flow and Uncertainty Estimation.	ICCV	2017	41
Benchmarking Denoising Algorithms with Real Photographs.	CVPR	2017	383
Tree-Structured Models for Efficient Multi-Cue Scene Labeling.	TPAMI	2017	12
MirrorFlow: Exploiting Symmetries in Joint Optical Flow and Occlusion Estimation.	ICCV	2017	81
Stereo Video Deblurring.	ECCV	2016	42
The Cityscapes Dataset for Semantic Urban Scene Understanding.	CVPR	2016	7451
Playing for Data: Ground Truth from Computer Games.	ECCV	2016	1348
Parametric Object Motion from Blur.	CVPR	2016	21
Multi-Target Tracking by Discrete-Continuous Energy Minimization.	TPAMI	2016	149
Cascades of Regression Tree Fields for Image Restoration.	TPAMI	2016	0
Registering Images to Untextured Geometry Using Average Shading Gradients.	ICCV	2015	11
Discriminative shape from shading in uncalibrated illumination.	CVPR	2015	57
Shrinkage Fields for Effective Image Restoration.	CVPR	2014	470
Stixmantics: A Medium-Level Model for Real-Time Semantic Scene Understanding.	ECCV	2014	65
Continuous Energy Minimization for Multitarget Tracking.	TPAMI	2014	556
View-Consistent 3D Scene Flow Estimation over Multiple Frames.	ECCV	2014	65
Learning People Detectors for Tracking in Crowded Scenes.	ICCV	2013	94
Monocular Visual Scene Understanding: Understanding Multi-Object Traffic Scenes.	TPAMI	2013	103
Discriminative Non-blind Deblurring.	CVPR	2013	113
Detection- and Trajectory-Level Exclusion in Multiple Object Tracking.	CVPR	2013	206
Piecewise Rigid Scene Flow.	ICCV	2013	208
Learning rotation-aware features: From invariant priors to equivariant descriptors.	CVPR	2012	90
Discrete-continuous optimization for multi-target tracking.	CVPR	2012	350
3D scene flow estimation with a rigid motion prior.	ICCV	2011	95
Connecting non-quadratic variational models and MRFs.	CVPR	2011	2
Monocular 3D scene understanding with explicit occlusion reasoning.	CVPR	2011	82
Bayesian deblurring with integrated noise estimation.	CVPR	2011	72
Vision based victim detection from unmanned aerial vehicles.	IROS	2010	107
A generative perspective on MRFs in low-level vision.	CVPR	2010	147
Monocular 3D pose estimation and tracking by detection.	CVPR	2010	560
Monocular 3D Scene Modeling and Inference: Understanding Multi-Object Traffic Scenes.	ECCV	2010	94
Secrets of optical flow estimation and their principles.	CVPR	2010	1502
Fusion Moves for Markov Random Field Optimization.	TPAMI	2010	247
Automatic discovery of meaningful object parts with latent CRFs.	CVPR	2010	56
Discriminative structure learning of hierarchical representations for object detection.	CVPR	2009	69
Pictorial structures revisited: People detection and articulated pose estimation.	CVPR	2009	851
Learning Optical Flow.	ECCV	2008	269
FusionFlow: Discrete-continuous optimization for optical flow estimation.	CVPR	2008	182
People-tracking-by-detection and people-detection-by-tracking.	CVPR	2008	955
A Database and Evaluation Methodology for Optical Flow.	ICCV	2007	2586
Steerable Random Fields.	ICCV	2007	72
Efficient Belief Propagation with Learned Higher-Order Markov Random Fields.	ECCV	2006	218
Specular Flow and the Recovery of Surface Structure.	CVPR	2006	92
Fields of Experts: A Framework for Learning Image Priors.	CVPR	2005	1103
On the Spatial Statistics of Optical Flow.	ICCV	2005	306
Modeling Neural Population Spiking Activity with Gibbs Distributions.	NIPS/NeurIPS	2005	12
Gibbs Likelihoods for Bayesian Tracking.	CVPR	2004	39
Tracking Loose-Limbed People.	CVPR	2004	461