112 citations · 411 across the 40 of their papers we have counts for
43 papers
Evaluation of AI-based Visual Crack Detection in Steel Bridges Using Probability of Detection
Andrii Kompanets, Finn Michael Sherry, Remco Duits +2
Bridge structures are regularly inspected for structural damage such as cracks and corrosion in order to ensure public safety and reduce maintenance costs. Much research has been d…
Sub-Riemannian Snakes on the Projective Line Bundle with Applications to Segmentation of SEM Images
Leanne Vis, Maxim Pisarenco, Bart M. N. Smets +2
Geodesic tracking on the projective line bundle has many uses, including the segmentation of objects in images. However, global tracking requires expensive dista…
Generalized Reduction to the Isotropy for Flexible Equivariant Neural Fields
Alejandro García-Castellanos, Gijs Bellaard, Remco Duits +2
Many geometric learning problems require invariants on heterogeneous product spaces, i.e., products of distinct spaces carrying different group actions, where standard techniques d…
Diffusion-Shock PDEs for Deep Learning on Position-Orientation Space
Finn M. Sherry, Kristina Schaefer, Remco Duits
We extend Regularised Diffusion-Shock (RDS) filtering from Euclidean space [1] to position-orientation space . This has n…
Equivariant Eikonal Neural Networks: Grid-Free, Scalable Travel-Time Prediction on Homogeneous Spaces
Alejandro García-Castellanos, David R. Wessels, Nicky J. van den Berg +3
We introduce Equivariant Neural Eikonal Solvers, a novel framework that integrates Equivariant Neural Fields (ENFs) with Neural Eikonal Solvers. Our approach employs a single neura…
Crossing-Preserving Geodesic Tracking on Spherical Images
Nicky J. van den Berg, Finn M. Sherry, Tos T. J. M. Berendschot +1
In image analysis one often encounters spherical images, for instance in retinal imaging. The behavior of the vessels in the retina is an indicator of several diseases. To automate…