Sotabase

Career

· Associate Professor, University of Amsterdam2024–
· Assistant Professor, University of Amsterdam2019–2024
· Postdoctoral Researcher, Eindhoven University of Technology2017–2019
· PhD Student, Eindhoven University of Technology2013–2017
· Software Engineer, i-Optics BV (EasyScan BV)2013–2016
· Assistant Researcher, Eindhoven University of Technology2012–2012

Publications (72)

Robust Retinal Vessel Segmentation via Locally Adaptive Derivative Frames in Orientation Scores
IEEE Transactions on Medical Imaging · 2016
390
cited
Geometric and Physical Quantities improve E(3) Equivariant Message Passing
International Conference on Learning Representations · 2021
294
cited
Roto-Translation Covariant Convolutional Networks for Medical Image Analysis
International Conference on Medical Image Computing and Computer-Assisted Intervention · 2018
184
cited
Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems
Found. Trends Mach. Learn. · 2023
149
cited
B-Spline CNNs on Lie Groups
International Conference on Learning Representations · 2019
148
cited
CKConv: Continuous Kernel Convolution For Sequential Data
International Conference on Learning Representations · 2021
143
cited
A Multi-Orientation Analysis Approach to Retinal Vessel Tracking
Journal of Mathematical Imaging and Vision · 2012
132
cited
Retinal vessel delineation using a brain-inspired wavelet transform and random forest
Pattern Recognition · 2017
113
cited
Attentive Group Equivariant Convolutional Networks
International Conference on Machine Learning · 2020
98
cited
FlexConv: Continuous Kernel Convolutions with Differentiable Kernel Sizes
International Conference on Learning Representations · 2021
93
cited
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis
Medical Image Anal. · 2020
85
cited
A PDE Approach to Data-Driven Sub-Riemannian Geodesics in SE(2)
SIAM Journal of Imaging Sciences · 2015
78
cited
Reliability of Using Retinal Vascular Fractal Dimension as a Biomarker in the Diabetic Retinopathy Detection
Journal of Ophthalmology · 2016
73
cited
PDE-Based Group Equivariant Convolutional Neural Networks
Journal of Mathematical Imaging and Vision · 2020
64
cited
Automatic detection of vascular bifurcations and crossings in retinal images using orientation scores
IEEE International Symposium on Biomedical Imaging · 2016
59
cited
Crossing-Preserving Multi-scale Vesselness
International Conference on Medical Image Computing and Computer-Assisted Intervention · 2014
44
cited
Fast, Expressive SE(n) Equivariant Networks through Weight-Sharing in Position-Orientation Space
International Conference on Learning Representations · 2023
39
cited
Artificial intelligence extension of the OSCAR‐IB criteria
Annals of Clinical and Translational Neurology · 2021
38
cited
Multiscale Vascular Surface Model Generation From Medical Imaging Data Using Hierarchical Features
IEEE Transactions on Medical Imaging · 2008
37
cited
Brain-inspired algorithms for retinal image analysis
Machine Vision and Applications · 2016
35
cited
Sotabase