Thomas Schultz

Orcid: 0000-0002-1200-7248

Affiliations:
  • University of Bonn, Institute of Computer Science, Germany
  • Max Planck Institute for Intelligent Systems, Tübingen, Germany
  • University of Chicago, Computer Science Department and Computation Institute, USA
  • Max Planck Institute for Informatics, Saarbrücken, Germany


According to our database1, Thomas Schultz authored at least 82 papers between 2006 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Online presence:

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Bibliography

2024
Foreword special section on VSI: C&G VCBM 2022.
Comput. Graph., 2024

Active Learning for Scribble-Based Diffusion MRI Segmentation.
Proceedings of the Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, 2024

2023
Combining Image Space and q-Space PDEs for Lossless Compression of Diffusion MR Images.
J. Math. Imaging Vis., August, 2023

Spatially regularized low-rank tensor approximation for accurate and fast tractography.
NeuroImage, May, 2023

Model Averaging and Bootstrap Consensus-based Uncertainty Reduction in Diffusion MRI Tractography.
Comput. Graph. Forum, February, 2023

Detection and Visual Analysis of Pathological Abnormalities in Diffusion Tensor Imaging with an Anomaly Lens.
Proceedings of the 25th Eurographics Conference on Visualization, 2023

Segmentation Distortion: Quantifying Segmentation Uncertainty Under Domain Shift via the Effects of Anomalous Activations.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

Anisotropic Fanning Aware Low-Rank Tensor Approximation Based Tractography.
Proceedings of the Computational Diffusion MRI - 14th International Workshop, 2023

2022
Parcellation-Free prediction of task fMRI activations from dMRI tractography.
Medical Image Anal., 2022

Foreword.
Comput. Graph., 2022

Unsupervised Domain Adaptation for Medical Image Segmentation via Self-Training of Early Features.
Proceedings of the International Conference on Medical Imaging with Deep Learning, 2022

Adaptive Optimization with Fewer Epochs Improves Across-Scanner Generalization of U-Net Based Medical Image Segmentation.
Proceedings of the Domain Adaptation and Representation Transfer - 4th MICCAI Workshop, 2022

2021
Reducing Model Uncertainty in Crossing Fiber Tractography.
Proceedings of the VCBM 2021: 11th Eurographics Workshop on Visual Computing for Biology and Medicine, 2021

Lossless PDE-based Compression of 3D Medical Images.
Proceedings of the Scale Space and Variational Methods in Computer Vision, 2021

Predicting Treatment Response in Prostate Cancer Patients Based on Multimodal PET/CT for Clinical Decision Support.
Proceedings of the Multimodal Learning for Clinical Decision Support, 2021

2020
RefCurv: A software for the construction of pediatric reference curves.
Softw. Impacts, 2020

Fourth-Order Anisotropic Diffusion for Inpainting and Image Compression.
CoRR, 2020

Interactive Classification of Multi-Shell Diffusion MRI With Features From a Dual-Branch CNN Autoencoder.
Proceedings of the 10th Eurographics Workshop on Visual Computing for Biology and Medicine, 2020

Feature Preserving Smoothing Provides Simple and Effective Data Augmentation for Medical Image Segmentation.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2020, 2020

Automated Detection of Diabetic Retinopathy from Smartphone Fundus Videos.
Proceedings of the Ophthalmic Medical Image Analysis - 7th International Workshop, 2020

Gradient and Log-based Active Learning for Semantic Segmentation of Crop and Weed for Agricultural Robots.
Proceedings of the 2020 IEEE International Conference on Robotics and Automation, 2020

2019
DT-MRI Streamsurfaces Revisited.
IEEE Trans. Vis. Comput. Graph., 2019

Intelligent interaction and uncertainty visualization for efficient drusen and retinal layer segmentation in Optical Coherence Tomography.
Comput. Graph., 2019

Foreword to the special section on the Eurographics Workshop on Visual Computing for Biology and Medicine (VCBM) at Medical Image Computing and Computer Assisted Intervention (MICCAI) 2018.
Comput. Graph., 2019

Open-Box Training of Kernel Support Vector Machines: Opportunities and Limitations.
Proceedings of the 24th International Symposium on Vision, Modeling, and Visualization, 2019

Interactive Formation of Statistical Hypotheses in Diffusion Tensor Imaging.
Proceedings of the Eurographics Workshop on Visual Computing for Biology and Medicine, 2019

Cobundlemap: Consistent 2D Parameterization of Fiber Bundles Across Subjects and Hemispheres.
Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019

2018
Differential Geometry and Orientation Analysis in Image Processing.
J. Math. Imaging Vis., 2018

Visualization and Processing of Anisotropy in Imaging, Geometry, and Astronomy (Dagstuhl Seminar 18442).
Dagstuhl Reports, 2018

Uncertainty-Guided Semi-Automated Editing of CNN-based Retinal Layer Segmentations in Optical Coherence Tomography.
Proceedings of the 8th Eurographics Workshop on Visual Computing for Biology and Medicine, 2018

Better Fiber ODFs from Suboptimal Data with Autoencoder Based Regularization.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2018, 2018

2017
BundleMAP: Anatomically localized classification, regression, and hypothesis testing in diffusion MRI.
Pattern Recognit., 2017

Multi-scale Anisotropic Fourth-Order Diffusion Improves Ridge and Valley Localization.
J. Math. Imaging Vis., 2017

Visual Analytics of Group Differences in Tensor Fields: Application to Clinical DTI.
CoRR, 2017

Classification on Large Networks: A Quantitative Bound via Motifs and Graphons.
CoRR, 2017

Versatile, robust, and efficient tractography with constrained higher-order tensor fODFs.
Int. J. Comput. Assist. Radiol. Surg., 2017

CNNs Enable Accurate and Fast Segmentation of Drusen in Optical Coherence Tomography.
Proceedings of the Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support, 2017

A Bag-of-Features Approach to Predicting TMS Language Mapping Results from DSI Tractography.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2017, 2017

2016
Glyph-Based Comparative Visualization for Diffusion Tensor Fields.
IEEE Trans. Vis. Comput. Graph., 2016

Feature Surfaces in Symmetric Tensor Fields Based on Eigenvalue Manifold.
IEEE Trans. Vis. Comput. Graph., 2016

Accurate Interactive Visualization of Large Deformations and Variability in Biomedical Image Ensembles.
IEEE Trans. Vis. Comput. Graph., 2016

Visualizing Tensor Normal Distributions at Multiple Levels of Detail.
IEEE Trans. Vis. Comput. Graph., 2016

Gradients Weights improve Regression and Classification.
J. Mach. Learn. Res., 2016

Multidisciplinary Approaches to Multivalued Data: Modeling, Visualization, Analysis (Dagstuhl Seminar 16142).
Dagstuhl Reports, 2016

Fast and Accurate Multi-tissue Deconvolution Using SHORE and H-psd Tensors.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016, 2016

Quantifying image structures in high-throughput microscopy with total variation flow.
Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016

Iteratively reweighted L1-fitting for model-independent outlier removal and regularization in diffusion MRI.
Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016

2015
Visualization of multi-property landscapes for compound selection and optimization.
J. Comput. Aided Mol. Des., 2015

Learning Probabilistic Transfer Functions: A Comparative Study of Classifiers.
Comput. Graph. Forum, 2015

BundleMAP: Anatomically Localized Features from dMRI for Detection of Disease.
Proceedings of the Machine Learning in Medical Imaging - 6th International Workshop, 2015

Quantifying Microstructure in Fiber Crossings with Diffusional Kurtosis.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015, 2015

Spherical Ridgelets for Multi-Diffusion Tensor Refinement.
Proceedings of the Bildverarbeitung für die Medizin 2015, Algorithmen - Systeme, 2015

Statistical and Machine Learning Methods for Neuroimaging: Examples, Challenges, and Extensions to Diffusion Imaging Data.
Proceedings of the Visualization and Processing of Higher Order Descriptors for Multi-Valued Data, 2015

2014
Juggling revisited - A voxel-based morphometry study with expert jugglers.
NeuroImage, 2014

Visualizing Uncertainty in HARDI Tractography Using Superquadric Streamtubes.
Proceedings of the 16th Eurographics Conference on Visualization, 2014

Segmentation-free quantification of spots on a homogeneous background.
Proceedings of the 9th IEEE Conference on Visual Analytics Science and Technology, 2014

A Visual Analytics Approach to Study Anatomic Covariation.
Proceedings of the IEEE Pacific Visualization Symposium, 2014

Overview and State-of-the-Art of Uncertainty Visualization.
Proceedings of the Scientific Visualization, 2014

Fuzzy Fibers: Uncertainty in dMRI Tractography.
Proceedings of the Scientific Visualization, 2014

Higher-Order Tensors in Diffusion Imaging.
Proceedings of the Visualization and Processing of Tensors and Higher Order Descriptors for Multi-Valued Data, 2014

2013
Open-Box Spectral Clustering: Applications to Medical Image Analysis.
IEEE Trans. Vis. Comput. Graph., 2013

Fuzzy Fibers: Uncertainty in dMRI Tractography.
CoRR, 2013

HiFiVE: A Hilbert Space Embedding of Fiber Variability Estimates for Uncertainty Modeling and Visualization.
Comput. Graph. Forum, 2013

Auto-calibrating Spherical Deconvolution Based on ODF Sparsity.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013

2012
Juggling Increases Interhemispheric Brain Connectivity: A Visual and Quantitative dMRI Study.
Proceedings of the 17th International Workshop on Vision, Modeling, and Visualization, 2012

Learning a Reliable Estimate of the Number of Fiber Directions in Diffusion MRI.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

Computational vascular morphometry for the assessment of pulmonary vascular disease based on scale-space particles.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

2011
Topological Features in 2D Symmetric Higher-Order Tensor Fields.
Comput. Graph. Forum, 2011

Segmenting Thalamic Nuclei: What Can We Gain from HARDI?
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Feature Extraction for DW-MRI Visualization: The State of the Art and Beyond.
Proceedings of the Scientific Visualization: Interactions, Features, Metaphors, 2011

2010
Crease Surfaces: From Theory to Extraction and Application to Diffusion Tensor MRI.
IEEE Trans. Vis. Comput. Graph., 2010

Superquadric Glyphs for Symmetric Second-Order Tensors.
IEEE Trans. Vis. Comput. Graph., 2010

A Maximum Enhancing Higher-Order Tensor Glyph.
Comput. Graph. Forum, 2010

Multi-Diffusion-Tensor Fitting via Spherical Deconvolution: A Unifying Framework.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2010

2009
Feature extraction for visual analysis of DW-MRI data.
PhD thesis, 2009

Verfahren zur merkmalsbasierten Analyse von Daten der Diffusions-Bildgebung.
Proceedings of the Ausgezeichnete Informatikdissertationen 2009, 2009

2008
Estimating Crossing Fibers: A Tensor Decomposition Approach.
IEEE Trans. Vis. Comput. Graph., 2008

Virtual Klingler Dissection: Putting Fibers into Context.
Comput. Graph. Forum, 2008

Using Eigenvalue Derivatives for Edge Detection in DT-MRI Data.
Proceedings of the Pattern Recognition, 2008

2007
Topological Visualization of Brain Diffusion MRI Data.
IEEE Trans. Vis. Comput. Graph., 2007

Segmentation of DT-MRI Anisotropy Isosurfaces.
Proceedings of the 9th Joint Eurographics - IEEE VGTC Symposium on Visualization, 2007

2006
Flexible Segmentation and Smoothing of DT-MRI Fields Through a Customizable Structure Tensor.
Proceedings of the Advances in Visual Computing, Second International Symposium, 2006


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