Equivariant graph neural networks as surrogate for computational fluid dynamics in 3D artery models

Julian Suk , Pim de Haan , Phillip Lippe , Christoph Brune
Smpte Journal

2
2021
SE (3) symmetry lets graph neural networks learn arterial velocity estimation from small datasets

Julian Suk , Christoph Brune , Jelmer M Wolterink
Smpte Journal 445 -454

1
2023
Mesh convolutional neural networks for wall shear stress estimation in 3D artery models

Julian Suk , Pim de Haan , Phillip Lippe , Christoph Brune
Springer International Publishing 93 -102

20
2021
SIRE: scale-invariant, rotation-equivariant estimation of artery orientations using graph neural networks

Dieuwertje Alblas , Julian Suk , Christoph Brune , Kak Khee Yeung
arXiv preprint arXiv:2311.05400

2
2023
$\mathrm {SE}(3) $-equivariant hemodynamics estimation on arterial surface meshes using graph convolutional networks

Julian Suk , Pim De Haan , Phillip Lippe , Christoph Brune
Geometric Deep Learning in Medical Image Analysis (Extended abstracts)

1
2022
Exploiting Scale Invariance and Rotation Equivariance for Sparse and Dense Artery Orientation Estimation

Dieuwertje Alblas , Iris Vos , Julian Suk , Christoph Brune
Medical Imaging with Deep Learning

2024
Mesh neural networks for SE (3)-equivariant hemodynamics estimation on the artery wall

Julian Suk , Pim de Haan , Phillip Lippe , Christoph Brune
Computers in Biology and Medicine 108328 -108328

35
2024
Surfing on the neural sheaf

Julian Suk , Lorenzo Giusti , Tamir Hemo , Miguel Lopez
NeurIPS 2022 Workshop on Symmetry and Geometry in Neural Representations

8
2022
Generative modeling of living cells with SO (3)-equivariant implicit neural representations

David Wiesner , Julian Suk , Sven Dummer , Tereza Nečasová
Medical Image Analysis 91 102991 -102991

4
2024
Implicit neural representations for generative modeling of living cell shapes

David Wiesner , Julian Suk , Sven Dummer , David Svoboda
Springer Nature Switzerland 58 -67

13
2022
LaB-GATr: geometric algebra transformers for large biomedical surface and volume meshes

Julian Suk , Baris Imre , Jelmer M Wolterink
arXiv preprint arXiv:2403.07536

2024
Digital Foot Models from Sensor Data for Improved Orthopedic Aid Fitting

Giuseppe Carere , Bernard J Geurts , Bas van't Hof , Fred Holtkamp

2023
Physics-informed graph neural networks for flow field estimation in carotid arteries

Julian Suk , Dieuwertje Alblas , Barbara A Hutten , Albert Wiegman
arXiv preprint arXiv:2408.07110

2024
Geometric algebra transformers for large 3D meshes via cross-attention

Julian Suk , Pim De Haan , Baris Imre , Jelmer M Wolterink
ICML 2024 Workshop on Geometry-grounded Representation Learning and Generative Modeling

2024
Spatiotemporal cell surface generator

David Wiesner , Julian Suk

2023