Picture for Christoph Brune

Christoph Brune

Active Learning for Deep Learning-Based Hemodynamic Parameter Estimation

Add code
Mar 05, 2025
Viaarxiv icon

PDE-DKL: PDE-constrained deep kernel learning in high dimensionality

Add code
Jan 30, 2025
Figure 1 for PDE-DKL: PDE-constrained deep kernel learning in high dimensionality
Figure 2 for PDE-DKL: PDE-constrained deep kernel learning in high dimensionality
Figure 3 for PDE-DKL: PDE-constrained deep kernel learning in high dimensionality
Figure 4 for PDE-DKL: PDE-constrained deep kernel learning in high dimensionality
Viaarxiv icon

Deep Networks are Reproducing Kernel Chains

Add code
Jan 07, 2025
Figure 1 for Deep Networks are Reproducing Kernel Chains
Figure 2 for Deep Networks are Reproducing Kernel Chains
Figure 3 for Deep Networks are Reproducing Kernel Chains
Viaarxiv icon

Deep vectorised operators for pulsatile hemodynamics estimation in coronary arteries from a steady-state prior

Add code
Oct 15, 2024
Figure 1 for Deep vectorised operators for pulsatile hemodynamics estimation in coronary arteries from a steady-state prior
Figure 2 for Deep vectorised operators for pulsatile hemodynamics estimation in coronary arteries from a steady-state prior
Figure 3 for Deep vectorised operators for pulsatile hemodynamics estimation in coronary arteries from a steady-state prior
Figure 4 for Deep vectorised operators for pulsatile hemodynamics estimation in coronary arteries from a steady-state prior
Viaarxiv icon

Sparsifying dimensionality reduction of PDE solution data with Bregman learning

Add code
Jun 18, 2024
Viaarxiv icon

Global Control for Local SO-Equivariant Scale-Invariant Vessel Segmentation

Add code
Mar 22, 2024
Viaarxiv icon

Learning a Sparse Representation of Barron Functions with the Inverse Scale Space Flow

Add code
Dec 05, 2023
Viaarxiv icon

SIRE: scale-invariant, rotation-equivariant estimation of artery orientations using graph neural networks

Add code
Nov 09, 2023
Viaarxiv icon

Uncertainty-based quality assurance of carotid artery wall segmentation in black-blood MRI

Add code
Aug 18, 2023
Viaarxiv icon

DFM-X: Augmentation by Leveraging Prior Knowledge of Shortcut Learning

Add code
Aug 12, 2023
Figure 1 for DFM-X: Augmentation by Leveraging Prior Knowledge of Shortcut Learning
Figure 2 for DFM-X: Augmentation by Leveraging Prior Knowledge of Shortcut Learning
Figure 3 for DFM-X: Augmentation by Leveraging Prior Knowledge of Shortcut Learning
Figure 4 for DFM-X: Augmentation by Leveraging Prior Knowledge of Shortcut Learning
Viaarxiv icon