Ullrich Köthe

Stefan T. Radev

CoRR, 2021

Benchmarking Invertible Architectures on Inverse Problems.

[BibT_eX]

[DOI]

CoRR, 2021

Learning Robust Models Using the Principle of Independent Causal Mechanisms.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition - 43rd DAGM German Conference, DAGM GCPR 2021, Bonn, Germany, September 28, 2021

Generative Classifiers as a Basis for Trustworthy Image Classification.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

Invertible Neural Networks for Uncertainty Quantification in Photoacoustic Imaging.

[BibT_eX]

[DOI]

Proceedings of the Bildverarbeitung für die Medizin 2021, 2021

HINT: Hierarchical Invertible Neural Transport for Density Estimation and Bayesian Inference.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

Representing Ambiguity in Registration Problems with Conditional Invertible Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2020

Model-based Bayesian inference of disease outbreak dynamics with invertible neural networks.

[BibT_eX]

[DOI]

CoRR, 2020

Generative Classifiers as a Basis for Trustworthy Computer Vision.

[BibT_eX]

[DOI]

CoRR, 2020

Exact Information Bottleneck with Invertible Neural Networks: Getting the Best of Discriminative and Generative Modeling.

[BibT_eX]

[DOI]

CoRR, 2020

Training Normalizing Flows with the Information Bottleneck for Competitive Generative Classification.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Disentanglement by Nonlinear ICA with General Incompressible-flow Networks (GIN).

[BibT_eX]

[DOI]

Peter Sorrenson

Carsten Rother

Proceedings of the 8th International Conference on Learning Representations, 2020

Riemannian SOS-Polynomial Normalizing Flows.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition - 42nd DAGM German Conference, DAGM GCPR 2020, Tübingen, Germany, September 28, 2020

Characterizing the Role of a Single Coupling Layer in Affine Normalizing Flows.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition - 42nd DAGM German Conference, DAGM GCPR 2020, Tübingen, Germany, September 28, 2020

Conditional Invertible Neural Networks for Diverse Image-to-Image Translation.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition - 42nd DAGM German Conference, DAGM GCPR 2020, Tübingen, Germany, September 28, 2020

2019

Guided Image Generation with Conditional Invertible Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2019

HINT: Hierarchical Invertible Neural Transport for General and Sequential Bayesian inference.

[BibT_eX]

[DOI]

CoRR, 2019

The Mutex Watershed and its Objective: Efficient, Parameter-Free Image Partitioning.

[BibT_eX]

[DOI]

CoRR, 2019

Uncertainty-aware performance assessment of optical imaging modalities with invertible neural networks.

[BibT_eX]

[DOI]

Int. J. Comput. Assist. Radiol. Surg., 2019

Out of Distribution Detection for Intra-operative Functional Imaging.

[BibT_eX]

[DOI]

Proceedings of the Uncertainty for Safe Utilization of Machine Learning in Medical Imaging and Clinical Image-Based Procedures, 2019

Analyzing Inverse Problems with Invertible Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 7th International Conference on Learning Representations, 2019

Training Invertible Neural Networks as Autoencoders.

[BibT_eX]

[DOI]

The-Gia Leo Nguyen

Lynton Ardizzone

Proceedings of the Pattern Recognition, 2019

Object Segmentation Using Pixel-Wise Adversarial Loss.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition, 2019

2018

Neuron Segmentation With High-Level Biological Priors.

[BibT_eX]

[DOI]

IEEE Trans. Medical Imaging, 2018

Analyzing Inverse Problems with Invertible Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2018

The Mutex Watershed: Efficient, Parameter-Free Image Partitioning.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2018, 2018

2017

Learned Watershed: End-to-End Learning of Seeded Segmentation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Computer Vision, 2017

2016

DALSA: Domain Adaptation for Supervised Learning From Sparsely Annotated MR Images.

[BibT_eX]

[DOI]

Barbara Bobek-Billewicz

IEEE Trans. Medical Imaging, 2016

An Efficient Fusion Move Algorithm for the Minimum Cost Lifted Multicut Problem.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2016, 2016

2015

Graphical model for joint segmentation and tracking of multiple dividing cells.

[BibT_eX]

[DOI]

Bioinform., 2015

Proof-reading guidance in cell tracking by sampling from tracking-by-assignment models.

[BibT_eX]

[DOI]

Proceedings of the 12th IEEE International Symposium on Biomedical Imaging, 2015

Improving 3D EM data segmentation by joint optimization over boundary evidence and biological priors.

[BibT_eX]

[DOI]

Proceedings of the 12th IEEE International Symposium on Biomedical Imaging, 2015

2014

Multiple Instance Learning with Response-Optimized Random Forests.

[BibT_eX]

[DOI]

Melih Kandemir

Proceedings of the 22nd International Conference on Pattern Recognition, 2014

Asymmetric Cuts: Joint Image Labeling and Partitioning.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition - 36th German Conference, 2014

Tracking Indistinguishable Translucent Objects over Time Using Weakly Supervised Structured Learning.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

Cut, Glue, & Cut: A Fast, Approximate Solver for Multicut Partitioning.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

2013

Learning to Segment Neurons with Non-local Quality Measures.

[BibT_eX]

[DOI]

Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013

Weakly Supervised Learning of Image Partitioning Using Decision Trees with Structured Split Criteria.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Computer Vision, 2013

K-Smallest Spanning Tree Segmentations.

[BibT_eX]

[DOI]

Sven Peter

Proceedings of the Pattern Recognition - 35th German Conference, 2013

2012

3D segmentation of SBFSEM images of neuropil by a graphical model over supervoxel boundaries.

[BibT_eX]

[DOI]

Medical Image Anal., 2012

Quality Classification of Microscopic Imagery with Weakly Supervised Learning.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning in Medical Imaging - Third International Workshop, 2012

Learning to count with regression forest and structured labels.

[BibT_eX]

[DOI]

Proceedings of the 21st International Conference on Pattern Recognition, 2012

A Discrete Chain Graph Model for 3d+t Cell Tracking with High Misdetection Robustness.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2012, 2012

The Lazy Flipper: Efficient Depth-Limited Exhaustive Search in Discrete Graphical Models.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2012, 2012

Globally Optimal Closed-Surface Segmentation for Connectomics.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2012, 2012

Seeded watershed cut uncertainty estimators for guided interactive segmentation.

[BibT_eX]

[DOI]

Daniel Nicolas Splitthoff

Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

Learning to segment dense cell nuclei with shape prior.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

2011

SIMA: Simultaneous Multiple Alignment of LC/MS Peak Lists.

[BibT_eX]

[DOI]

Bioinform., 2011

On Oblique Random Forests.

[BibT_eX]

[DOI]

Bjoern H. Menze

B. Michael Kelm

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2011

Carving: Scalable Interactive Segmentation of Neural Volume Electron Microscopy Images.

[BibT_eX]

[DOI]

Graham Knott

Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Ilastik: Interactive learning and segmentation toolkit.

[BibT_eX]

[DOI]

Christoph Sommer

Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

Deltr: Digital embryo lineage tree reconstructor.

[BibT_eX]

[DOI]

Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

Automated segmentation of synapses in 3D EM data.

[BibT_eX]

[DOI]

Anna Kreshuk

Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

Probabilistic image segmentation with closedness constraints.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Computer Vision, 2011

2010

How to Extract the Geometry and Topology from Very Large 3D Segmentations

[BibT_eX]

[DOI]

CoRR, 2010

The Lazy Flipper: MAP Inference in Higher-Order Graphical Models by Depth-limited Exhaustive Search

[BibT_eX]

[DOI]

CoRR, 2010

Runtime-Flexible Multi-dimensional Arrays and Views for C++98 and C++0x

[BibT_eX]

[DOI]

CoRR, 2010

Deuteration distribution estimation with improved sequence coverage for HX/MS experiments.

[BibT_eX]

[DOI]

Bioinform., 2010

Computational protein profile similarity screening for quantitative mass spectrometry experiments.

[BibT_eX]

[DOI]

Bioinform., 2010

Geometric Analysis of 3D Electron Microscopy Data.

[BibT_eX]

[DOI]

Proceedings of the Applications of Discrete Geometry and Mathematical Morphology, 2010

An Empirical Comparison of Inference Algorithms for Graphical Models with Higher Order Factors Using OpenGM.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition, 2010

2009

A topological sampling theorem for Robust boundary reconstruction and image segmentation.

[BibT_eX]

[DOI]

Discret. Appl. Math., 2009

Pixel Approximation Errors in Common Watershed Algorithms.

[BibT_eX]

[DOI]

Proceedings of the Discrete Geometry for Computer Imagery, 2009

Multivariate Watershed Segmentation of Compositional Data.

[BibT_eX]

[DOI]

Proceedings of the Discrete Geometry for Computer Imagery, 2009

Fast and Accurate 3D Edge Detection for Surface Reconstruction.

[BibT_eX]

[DOI]

Christian Bähnisch

Proceedings of the Pattern Recognition, 2009

Quantitative Assessment of Image Segmentation Quality by Random Walk Relaxation Times.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition, 2009

2008

What Can We Learn from Discrete Images about the Continuous World?.

[BibT_eX]

[DOI]

Proceedings of the Discrete Geometry for Computer Imagery, 2008

Segmentation of SBFSEM Volume Data of Neural Tissue by Hierarchical Classification.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition, 2008

On errors-in-variables regression with arbitrary covariance and its application to optical flow estimation.

[BibT_eX]

[DOI]

Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

2006

Connectivity preserving digitization of blurred binary images in 2D and 3D.

[BibT_eX]

[DOI]

Comput. Graph., 2006

Automatic cardiac MRI myocardium segmentation using graphcut.

[BibT_eX]

[DOI]

Proceedings of the Medical Imaging 2006: Image Processing, 2006

A New Sub-pixel Map for Image Analysis.

[BibT_eX]

[DOI]

Proceedings of the Combinatorial Image Analysis, 11th International Workshop, 2006

Topologically Correct Image Segmentation Using Alpha Shapes.

[BibT_eX]

[DOI]

Proceedings of the Discrete Geometry for Computer Imagery, 13th International Conference, 2006

Provably Correct Edgel Linking and Subpixel Boundary Reconstruction.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition, 2006

Low-level Feature Detection Using the Boundary Tensor.

[BibT_eX]

[DOI]

Proceedings of the Visualization and Processing of Tensor Fields, 2006

2005

Towards a general sampling theory for shape preservation.

[BibT_eX]

[DOI]

Image Vis. Comput., 2005

Riesz-Transforms Versus Derivatives: On the Relationship Between the Boundary Tensor and the Energy Tensor.

[BibT_eX]

[DOI]

Michael Felsberg

Proceedings of the Scale Space and PDE Methods in Computer Vision, 2005

GET: The Connection Between Monogenic Scale-Space and Gaussian Derivatives.

[BibT_eX]

[DOI]

Michael Felsberg

Proceedings of the Scale Space and PDE Methods in Computer Vision, 2005

The GeoMap: A Unified Representation for Topology and Geometry.

[BibT_eX]

[DOI]

Proceedings of the Graph-Based Representations in Pattern Recognition, 2005

Shape Preserving Digitization of Binary Images After Blurring.

[BibT_eX]

[DOI]

Proceedings of the Discrete Geometry for Computer Imagery, 12th International Conference, 2005

2004

Boundary Characterization Within the Wedge-Channel Representation.

[BibT_eX]

[DOI]

Proceedings of the Complex Motion, First International Workshop, 2004

Accurate and Efficient Approximation of the Continuous Gaussian Scale-Space.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition, 26th DAGM Symposium, August 30, 2004

Fast and Accurate Interactive Image Segmentation in the GEOMAP Framework.

[BibT_eX]

[DOI]

H. Siegfried Stiehl

Proceedings of the Bildverarbeitung für die Medizin 2004, Algorithmen - Systeme, 2004

2003

Integrated Edge and Junction Detection with the Boundary Tensor.

[BibT_eX]

[DOI]

Proceedings of the 9th IEEE International Conference on Computer Vision (ICCV 2003), 2003

Shape Preserving Digitization of Ideal and Blurred Binary Images.

[BibT_eX]

[DOI]

Proceedings of the Discrete Geometry for Computer Imagery, 11th International Conference, 2003

Shape Preservation during Digitization: Tight Bounds Based on the Morphing Distance.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition, 2003

Edge and Junction Detection with an Improved Structure Tensor.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition, 2003

2002

Deriving Topological Representations from Edge Images.

[BibT_eX]

[DOI]

Proceedings of the Geometry, 2002

XPMaps and Topological Segmentation - A Unified Approach to Finite Topologies in the Plane.

[BibT_eX]

[DOI]

Proceedings of the Discrete Geometry for Computer Imagery, 10th International Conference, 2002

2000

Generic Programming Techniques that Make Planar Cell Complexes Easy to Use.

[BibT_eX]

[DOI]

Proceedings of the Digital and Image Geometry, 2000

1998

Design Patterns for Independent Building Blocks.

[BibT_eX]

[DOI]

Proceedings of the 3rd European Conference on Pattern Languages of Programms (EuroPLoP '1998), 1998

The STL Model in the Geometric Domain.

[BibT_eX]

[DOI]

Karsten Weihe

Proceedings of the Generic Programming, 1998

1997

ViComp - Architektur und Städteplanung mit virtueller Modellierung und Komposition.

[BibT_eX]

Andreas Schlempp

Proceedings of the Simulation und Animation 1997 (SimVis 1997), 6-7 März 1997, Magdeburg, 1997

1996

Local Appropriate Scale in Morphological Scale-Space.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision, 1996

1995

Primary Image Segmentation.

[BibT_eX]

[DOI]