CB
Christoph Brune
cs.LGcs.CVeess.IVstat.MLcs.AIcs.NAmath.NAmath.OCcs.RODeep Learning
On Valency
published · living versionsW_r8wrpywh·v1 · currentpublished
Compositionality with Primitives: A Unified View from Euclidean to Hyperbolic Vision-Language Models
with Puru Vaish, Meelad Dashti, Pascal Mettes, Tatiana Tommasi +1
1 version
Preprints & journals
64 papers in the corpus · 2012–2026Compositionality with Primitives: A Unified View from Euclidean to Hyperbolic Vision-Language Models2610.29811v1 · Puru Vaish, Meelad Dashti, Christoph Brune et al.2026 · 0 citationsarXivon Valency
When Does Equivariance Help? Canonical Alignment in Neural Fluid Surrogates2605.18816v2 · Patryk Rygiel, Julian Suk, Kak Khee Yeung et al.2026 · 0 citationsarXiv
Physics-informed graph neural networks for flow field estimation in carotid arteries.41687411 · Suk, Julian, Alblas, Dieuwertje, Hutten, Barbara A et al.2026 · 8 citationsMedical image analysis. 2026;110:103974
Manifold limit for the training of shallow graph convolutional neural networks2601.06025v2 · Johanna Tengler, Christoph Brune, Jos'e A. Iglesias2026 · 0 citationsarXiv
Geometric deep learning for local growth prediction on abdominal aortic aneurysm surfaces.41330258 · Alblas, Dieuwertje, Rygiel, Patryk, Suk, Julian et al.2026 · 7 citationsArtificial intelligence in medicine. 2026;172:103323
Consistent View Alignment Improves Foundation Models for 3D Medical Image Segmentation2509.13846v1 · Puru Vaish, Felix Meister, Tobias Heimann et al.2025 · 0 citationsarXiv
Physics-based deep kernel learning for parameter estimation in high dimensional PDEs2509.14054v1 · Weihao Yan, Christoph Brune, Mengwu Guo2025 · 0 citationsarXiv
An invertible generative model for forward and inverse problems2509.03910v2 · Christoph Brune, Marcello Carioni, Tristan van Leeuwen et al.2025 · 0 citationsarXiv
Identification of models describing gene expression data leveraging machine learning methods.40862236 · Jansen Klomp, Lucas F, Queirolo, Elena, Post, Janine N et al.2025 · 2 citationsInterface focus. 2025;15(3):20250014
Wall Shear Stress Estimation in Abdominal Aortic Aneurysms: Towards Generalisable Neural Surrogate Models2507.22817v1 · Patryk Rygiel, Julian Suk, Christoph Brune et al.2025 · 1 citationarXiv
Deep vectorised operators for pulsatile hemodynamics estimation in coronary arteries from a steady-state prior.40773937 · Suk, Julian, Nannini, Guido, Rygiel, Patryk et al.2025 · 10 citationsComputer methods and programs in biomedicine. 2025;271:108958
RONOM: Reduced-Order Neural Operator Modeling2507.12814v2 · Sven Dummer, Dongwei Ye, Christoph Brune2025 · 0 citationsarXiv
Joint Manifold Learning and Optimal Transport for Dynamic Imaging2505.11913v1 · Sven Dummer, Puru Vaish, Christoph Brune2025 · 0 citationsarXiv
Data-Agnostic Augmentations for Unknown Variations: Out-of-Distribution Generalisation in MRI Segmentation2505.10223v1 · Puru Vaish, Felix Meister, Tobias Heimann et al.2025 · 0 citationsarXiv
Perturbation-Aware Distributionally Robust Optimization for Inverse Problems2503.04646v1 · Floor van Maarschalkerwaart, Subhadip Mukherjee, Malena Sabat'e Landman et al.2025 · 0 citationsarXiv
Active Learning for Deep Learning-Based Hemodynamic Parameter Estimation2503.03453v2 · Patryk Rygiel, Julian Suk, Kak Khee Yeung et al.2025 · 0 citationsarXiv
PDE-DKL: PDE-constrained deep kernel learning in high dimensionality2501.18258v1 · Weihao Yan, Christoph Brune, Mengwu Guo2025 · 0 citationsarXiv
SIRE: Scale-invariant, rotation-equivariant estimation of artery orientations using graph neural networks.39842325 · Alblas, Dieuwertje, Suk, Julian, Brune, Christoph et al.2025 · 11 citationsMedical image analysis. 2025;101:103467
Deep Networks are Reproducing Kernel Chains2501.03697v1 · Tjeerd Jan Heeringa, Len Spek, Christoph Brune2025 · 0 citationsarXiv
Deep-learning-based extraction of circle of Willis topology with anatomical priors.39738351 · Alblas, Dieuwertje, Vos, Iris N, Lipplaa, Micha M et al.2024 · 2 citationsScientific reports. 2024;14(1):31630
Sparsifying dimensionality reduction of PDE solution data with Bregman learning2406.12672v1 · Tjeerd Jan Heeringa, Christoph Brune, Mengwu Guo2024 · 0 citationsarXiv
Global Control for Local SO(3)-Equivariant Scale-Invariant Vessel Segmentation2403.15314v2 · Patryk Rygiel, Dieuwertje Alblas, Christoph Brune et al.2024 · 1 citationarXiv
Mesh neural networks for SE(3)-equivariant hemodynamics estimation on the artery wall.38552282 · Suk, Julian, de Haan, Pim, Lippe, Phillip et al.2024 · 33 citationsComputers in biology and medicine. 2024;173:108328
Uncertainty-based quality assurance of carotid artery wall segmentation in black-blood MRI2308.09538v1 · Elina Thibeau-Sutre, Dieuwertje Alblas, Sophie Buurman et al.2023 · 4 citationsarXiv
DFM-X: Augmentation by Leveraging Prior Knowledge of Shortcut Learning2308.06622v1 · Shunxin Wang, Christoph Brune, Raymond Veldhuis et al.2023 · 4 citationsarXiv
Defocus Blur Synthesis and Deblurring via Interpolation and Extrapolation in Latent Space2307.15461v1 · Ioana Mazilu, Shunxin Wang, Sven Dummer et al.2023 · 3 citationsarXiv
What do neural networks learn in image classification? A frequency shortcut perspective2307.09829v2 · Shunxin Wang, Raymond Veldhuis, Christoph Brune et al.2023 · 46 citationsarXiv
Trajectory Generation, Control, and Safety with Denoising Diffusion Probabilistic Models2306.15512v1 · Nicolo Botteghi, Federico Califano, Mannes Poel et al.2023 · 2 citationsarXiv
Embeddings between Barron spaces with higher order activation functions2305.15839v2 · Tjeerd Jan Heeringa, Len Spek, Felix Schwenninger et al.2023 · 1 citationarXiv
RDA-INR: Riemannian Diffeomorphic Autoencoding via Implicit Neural Representations2305.12854v3 · Sven Dummer, Nicola Strisciuglio, Christoph Brune2023 · 4 citationsarXiv
PDE-constrained Gaussian process surrogate modeling with uncertain data locations2305.11586v3 · Dongwei Ye, Weihao Yan, Christoph Brune et al.2023 · 7 citationsarXiv
A Survey on the Robustness of Computer Vision Models against Common Corruptions2305.06024v4 · Shunxin Wang, Raymond Veldhuis, Christoph Brune et al.2023 · 19 citationsarXiv
Implicit Neural Representations for Modeling of Abdominal Aortic Aneurysm Progression2303.01069v1 · Dieuwertje Alblas, Marieke Hofman, Christoph Brune et al.2023 · 8 citationsarXiv
SE(3) symmetry lets graph neural networks learn arterial velocity estimation from small datasets2302.08780v3 · Julian Suk, Christoph Brune, Jelmer M. Wolterink2023 · 9 citationsarXiv
Discovering Efficient Periodic Behaviours in Mechanical Systems via Neural Approximators2212.14253v1 · Yannik Wotte, Sven Dummer, Nicolo Botteghi et al.2022 · 6 citationsarXiv
Deep kernel learning of dynamical models from high-dimensional noisy data.36513711 · Botteghi, Nicolò, Guo, Mengwu, Brune, Christoph2022 · 16 citationsScientific reports. 2022;12(1):21530
Duality for Neural Networks through Reproducing Kernel Banach Spaces2211.05020v3 · Len Spek, Tjeerd Jan Heeringa, Felix Schwenninger et al.2022 · 7 citationsarXiv
Unsupervised Representation Learning in Deep Reinforcement Learning: A Review2208.14226v3 · Nicolo Botteghi, Mannes Poel, Christoph Brune2022 · 33 citationsarXiv
Going Off-Grid: Continuous Implicit Neural Representations for 3D Vascular Modeling2207.14663v2 · Dieuwertje Alblas, Christoph Brune, Kak Khee Yeung et al.2022 · 17 citationsarXiv
Deep Learning-Based Carotid Artery Vessel Wall Segmentation in Black-Blood MRI Using Anatomical Priors2112.01137v1 · Dieuwertje Alblas, Christoph Brune, Jelmer M. Wolterink2021 · 32 citationsarXiv
Mesh convolutional neural networks for wall shear stress estimation in 3D artery models2109.04797v3 · Julian Suk, Pim de Haan, Phillip Lippe et al.2021 · 20 citationsarXiv
Towards Autonomous Pipeline Inspection with Hierarchical Reinforcement Learning2107.03685v1 · Nicolo Botteghi, Luuk Grefte, Mannes Poel et al.2021 · 5 citationsarXiv
Low Dimensional State Representation Learning with Robotics Priors in Continuous Action Spaces2107.01667v1 · Nicolo Botteghi, Khaled Alaa, Mannes Poel et al.2021 · 8 citationsarXiv
Low-Dimensional State and Action Representation Learning with MDP Homomorphism Metrics2107.01677v1 · Nicolo Botteghi, Mannes Poel, Beril Sirmacek et al.2021 · 2 citationsarXiv
Learning normal form autoencoders for data-driven discovery of universal,parameter-dependent governing equations2106.05102v1 · Manu Kalia, Steven L. Brunton, Hil G.E. Meijer et al.2021 · 9 citationsarXiv
Anatomy-aided deep learning for medical image segmentation: a review.33906186 · Liu, Lu, Wolterink, Jelmer M, Brune, Christoph et al.2021 · 99 citationsPhysics in medicine and biology. 2021;66(11)
Mechanisms Underlying Vascular Endothelial Growth Factor Receptor Inhibition-Induced Hypertension: The HYPAZ Trial.33775123 · Mäki-Petäjä, Kaisa M, McGeoch, Adam, Yang, Lucy L et al.2022 · 41 citationsHypertension (Dallas, Tex. : 1979). 2021;77(5):1591-1599
Low Dimensional State Representation Learning with Reward-shaped Priors2007.16044v2 · Nicolo Botteghi, Ruben Obbink, Daan Geijs et al.2020 · 4 citationsConference Proceedings 25th International Conference on Pattern Recognition (ICPR), 1, 2021, 3736-3743
Learned SVD: solving inverse problems via hybrid autoencoding1912.10840v3 · Yoeri E. Boink, Christoph Brune2019 · 10 citationsarXiv
A Partially-Learned Algorithm for Joint Photo-acoustic Reconstruction and Segmentation.31180846 · Boink, Yoeri E, Manohar, Srirang, Brune, Christoph2020 · 68 citationsIEEE transactions on medical imaging. 2020;39(1):129-139
Career total: 110 works. 64 are in this corpus.Showing the 50 most recent.
Profile built from the corpus for this byline.
Author records are still filling in while the Hub is in alpha. If this is your page, you'll be able to claim it soon. Spot a mistake? Tell us.