Roland Kwitt

Orcid: 0000-0001-9947-4465

According to our database1, Roland Kwitt authored at least 97 papers between 2006 and 2025.

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Bibliography

2025
Ph.D. Forum: Multi-Agent Reinforcement Learning in Wireless Network Communication.
Proceedings of the 25th IEEE International Symposium on a World of Wireless, 2025

2024
CARL: A Framework for Equivariant Image Registration.
CoRR, 2024

Neural Persistence Dynamics.
CoRR, 2024

Position Paper: Challenges and Opportunities in Topological Deep Learning.
CoRR, 2024

MultiGradICON: A Foundation Model for Multimodal Medical Image Registration.
Proceedings of the Biomedical Image Registration - 11th International Workshop, 2024

uniGradICON: A Foundation Model for Medical Image Registration.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2024, 2024


2023
Latent SDEs on Homogeneous Spaces.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Inverse Consistency by Construction for Multistep Deep Registration.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

GradICON: Approximate Diffeomorphisms via Gradient Inverse Consistency.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022
GradICON: Approximate Diffeomorphisms via Gradient Inverse Consistency.
CoRR, 2022

On Measuring Excess Capacity in Neural Networks.
CoRR, 2022

On Measuring Excess Capacity in Neural Networks.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021
Comparing object recognition in humans and deep convolutional neural networks - An eye tracking study.
CoRR, 2021

Sparse Pose Trajectory Completion.
CoRR, 2021

Topological Attention for Time Series Forecasting.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Dissecting Supervised Constrastive Learning.
Proceedings of the 38th International Conference on Machine Learning, 2021

ICON: Learning Regular Maps Through Inverse Consistency.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

2020
An empirical assessment of appearance descriptors applied to MRI for automated diagnosis of TLE and MCI.
Comput. Biol. Medicine, 2020

A shooting formulation of deep learning.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Graph Filtration Learning.
Proceedings of the 37th International Conference on Machine Learning, 2020

Topologically Densified Distributions.
Proceedings of the 37th International Conference on Machine Learning, 2020

2019
Image-Based Methods for Phase Estimation, Gating, and Temporal Superresolution of Cardiac Ultrasound.
IEEE Trans. Biomed. Eng., 2019

Fast predictive simple geodesic regression.
Medical Image Anal., 2019

Learning Representations of Persistence Barcodes.
J. Mach. Learn. Res., 2019

Deep Multi-View Learning via Task-Optimal CCA.
CoRR, 2019

Graph Filtration Learning.
CoRR, 2019

Stochastic block models with multiple continuous attributes.
Appl. Netw. Sci., 2019

Connectivity-Optimized Representation Learning via Persistent Homology.
Proceedings of the 36th International Conference on Machine Learning, 2019

Metric Learning for Image Registration.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

2018
Brain extraction from normal and pathological images: A joint PCA/Image-Reconstruction approach.
NeuroImage, 2018

Feature Space Transfer for Data Augmentation.
CoRR, 2018

Training of polyp staging systems using mixed imaging modalities.
Comput. Biol. Medicine, 2018

Patient-Specific Registration of Pre-operative and Post-recurrence Brain Tumor MRI Scans.
Proceedings of the Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2018

Scoliosis screening and monitoring using self contained ultrasound and neural networks.
Proceedings of the 15th IEEE International Symposium on Biomedical Imaging, 2018

Feature Space Transfer for Data Augmentation.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

2017
Quicksilver: Fast predictive image registration - A deep learning approach.
NeuroImage, 2017

Brain Extraction from Normal and Pathological Images: A Joint PCA/Image-Reconstruction Approach.
CoRR, 2017

Quicksilver: Fast Predictive Image Registration - a Deep Learning Approach.
CoRR, 2017

Compressing networks with super nodes.
CoRR, 2017

Deep Learning with Topological Signatures.
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

Fast predictive multimodal image registration.
Proceedings of the 14th IEEE International Symposium on Biomedical Imaging, 2017

Simple domain adaptation for cross-dataset analyses of brain MRI data.
Proceedings of the 14th IEEE International Symposium on Biomedical Imaging, 2017

Efficient registration of pathological images: A joint PCA/image-reconstruction approach.
Proceedings of the 14th IEEE International Symposium on Biomedical Imaging, 2017

Constructing Shape Spaces from a Topological Perspective.
Proceedings of the Information Processing in Medical Imaging, 2017

AGA: Attribute-Guided Augmentation.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Domain Adaptation for CNN Based Iris Segmentation.
Proceedings of the International Conference of the Biometrics Special Interest Group, 2017

Regression Uncertainty on the Grassmannian.
Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, 2017

2016
Parametric Regression on the Grassmannian.
IEEE Trans. Pattern Anal. Mach. Intell., 2016

Fast Predictive Image Registration.
Proceedings of the Deep Learning and Data Labeling for Medical Applications, 2016

Registration of Pathological Images.
Proceedings of the Simulation and Synthesis in Medical Imaging, 2016

Evaluation of i-Scan Virtual Chromoendoscopy and Traditional Chromoendoscopy for the Automated Diagnosis of Colonic Polyps.
Proceedings of the Computer-Assisted and Robotic Endoscopy - Third International Workshop, 2016

Narrow band imaging versus white-light: What is best for computer-assisted diagnosis of celiac disease?
Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016

Ultrasound spectroscopy.
Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016

One-Shot Learning of Scene Locations via Feature Trajectory Transfer.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016

2015
Proceedings of The 39th Annual Workshop of the Austrian Association for Pattern Recognition (OAGM), 2015.
CoRR, 2015

Statistical Topological Data Analysis - A Kernel Perspective.
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

Model Criticism for Regression on the Grassmannian.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015 - 18th International Conference Munich, Germany, October 5, 2015

Group Testing for Longitudinal Data.
Proceedings of the Information Processing in Medical Imaging, 2015

A stable multi-scale kernel for topological machine learning.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015

2014
Statistical atlas construction via weighted functional boxplots.
Medical Image Anal., 2014

Topology-Preserving Watermarking of Vector Graphics.
Int. J. Comput. Geom. Appl., 2014

Variability sensitivity of dynamic texture based recognition in clinical CT data.
Proceedings of the Medical Imaging 2014: Image Processing, 2014

Low-Rank to the Rescue - Atlas-Based Analyses in the Presence of Pathologies.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014

Do We Need Annotation Experts? A Case Study in Celiac Disease Classification.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014

Time-Warped Geodesic Regression.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014

Geodesic Regression on the Grassmannian.
Proceedings of the Computer Vision - ECCV 2014, 2014

2013
Localizing target structures in ultrasound video - A phantom study.
Medical Image Anal., 2013

Studying Cerebral Vasculature Using Structure Proximity and Graph Kernels.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013

Weighted Functional Boxplot with Application to Statistical Atlas Construction.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013

2012
Endoscopic image analysis in semantic space.
Medical Image Anal., 2012

Recognition in Ultrasound Videos: Where Am I?
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

Scene Recognition on the Semantic Manifold.
Proceedings of the Computer Vision - ECCV 2012, 2012

PCL and ParaView - Connecting the dots.
Proceedings of the 2012 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2012

2011
Efficient Texture Image Retrieval Using Copulas in a Bayesian Framework.
IEEE Trans. Image Process., 2011

Lightweight Detection of Additive Watermarking in the DWT-Domain.
IEEE Trans. Image Process., 2011

Learning Pit Pattern Concepts for Gastroenterological Training.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Infrared camera calibration for dense depth map construction.
Proceedings of the IEEE Intelligent Vehicles Symposium (IV), 2011

BlenSor: Blender Sensor Simulation Toolbox.
Proceedings of the Advances in Visual Computing - 7th International Symposium, 2011

Testing a multivariate model for wavelet coefficients.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

2010
Lightweight Probabilistic Texture Retrieval.
IEEE Trans. Image Process., 2010

Blind Detection of Additive Spread-Spectrum Watermarking in the Dual-Tree Complex Wavelet Transform Domain.
Int. J. Digit. Crime Forensics, 2010

Watermarking of 2D vector graphics with distortion constraint.
Proceedings of the 2010 IEEE International Conference on Multimedia and Expo, 2010

Predicting the histology of colorectal lesions in a probabilistic framework.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2010

2009
Computer-assisted pit-pattern classification in different wavelet domains for supporting dignity assessment of colonic polyps.
Pattern Recognit., 2009

Feature extraction from multi-directional multi-resolution image transformations for the classification of zoom-endoscopy images.
Pattern Anal. Appl., 2009

Improving Pit-Pattern Classification of Endoscopy Images by a Combination of Experts.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

A joint model of complex wavelet coefficients for texture retrieval.
Proceedings of the International Conference on Image Processing, 2009

Color-image watermarking using multivariate power-exponential distribution.
Proceedings of the International Conference on Image Processing, 2009

Blind DT-CWT domain additive spread-spectrum watermark detection.
Proceedings of the 16th International Conference on Digital Signal Processing, 2009

Efficient detection of additive watermarking in the DWT-domain.
Proceedings of the 17th European Signal Processing Conference, 2009

2008
Multi-directional Multi-resolution Transforms for Zoom-Endoscopy Image Classification.
Proceedings of the Computer Recognition Systems 2, 2008

A lightweight rao-cauchy detector for additive watermarking in the dwt-domain.
Proceedings of the 10th workshop on Multimedia & Security, 2008

Image similarity measurement by Kullback-Leibler divergences between complex wavelet subband statistics for texture retrieval.
Proceedings of the International Conference on Image Processing, 2008

Color eigen-subband features for endoscopy image classification.
Proceedings of the IEEE International Conference on Acoustics, 2008

2007
Modeling the Marginal Distributions of Complex Wavelet Coefficient Magnitudes for the Classification of Zoom-Endoscopy Images.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

2006
A New Agent-Based Approach towards Distributed IP Measurements.
Proceedings of the Fifth International Conference on Networking and the International Conference on Systems (ICN / ICONS / MCL 2006), 2006


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