Expertises
Mathematics
- Deep Learning Method
- Neural Network
- Convolutional Neural Network
- PDE
Computer Science
- Shape Correspondence
- Manifold Learning
Engineering
- Partial Differential Equation
- Sparse Approximation
Organisaties
Publicaties
2025
Entropic Optimal Transport with Data-Driven Metrics on the Roto-Translation Group (2025)In Scale Space and Variational Methods in Computer Vision: 10th International Conference, SSVM 2025, Dartington, UK, May 18–22, 2025, Proceedings, Part II (pp. 350-363) (Lecture Notes in Computer Science; Vol. 15668). Springer. Pai, G., Bellaard, G., Sengers, R., Florack, L. & Duits, R.https://doi.org/10.1007/978-3-031-92369-2_27Loss function inversion for improved crack segmentation in steel bridges using a CNN framework (2025)Automation in construction, 170. Article 105896. Kompanets, A., Duits, R., Pai, G., Leonetti, D. & Snijder, H. H.https://doi.org/10.1016/j.autcon.2024.105896Optimal Transport on the Lie Group of Roto-translations (2025)SIAM journal on imaging sciences, 18(2), 789-821. Bon, D., Pai, G., Bellaard, G., Mula, O. & Duits, R.https://doi.org/10.1137/24M1641531
2024
Geodesic Tracking via New Data-Driven Connections of Cartan Type for Vascular Tree Tracking (2024)Journal of Mathematical Imaging and Vision, 66(2), 198-230. van den Berg, N. J., Smets, B. M. N., Pai, G., Mirebeau, J.-M. & Duits, R.https://doi.org/10.1007/s10851-023-01170-x
2023
Analysis of (sub-)Riemannian PDE-G-CNNs (2023)Journal of Mathematical Imaging and Vision, 65(6), 819-843. Bellaard, G., Bon, D. L. J., Pai, G., Smets, B. M. N. & Duits, R.https://doi.org/10.1007/s10851-023-01147-wFunctional Properties of PDE-Based Group Equivariant Convolutional Neural Networks: 6th International Conference on Geometric Science of Information, GSI 2023 (2023)[Other contribution › Other contribution]. Springer. Pai, G., Bellaard, G., Smets, B. M. N., Duits, R., Nielsen, F. & Barbaresco, F.https://doi.org/10.1007/978-3-031-38271-0_7Geometric Adaptations of PDE-G-CNNs (2023)In Scale Space and Variational Methods in Computer Vision: 9th International Conference, SSVM 2023, Santa Margherita di Pula, Italy, May 21–25, 2023, Proceedings (pp. 538-550). Springer. Bellaard, G., Pai, G., Oliván Bescós, J., Duits, R., Calatroni, L., Donatelli, M., Morigi, S., Prato, M. & Santacesaria, M.https://doi.org/10.1007/978-3-031-31975-4_41
2022
Deep Isometric Maps (2022)Image and vision computing, 123. Article 104461. Pai, G., Bronstein, A., Talmon, R. & Kimmel, R.https://doi.org/10.1016/j.imavis.2022.104461Implicit field supervision for robust non-rigid shape matching (2022)In European Conference on Computer Vision (pp. 344-362). Sundararaman, R., Pai, G. & Ovsjanikov, M.
Onderzoeksprofielen
Vakken collegejaar 2025/2026
Vakken in het huidig collegejaar worden toegevoegd op het moment dat zij definitief zijn in het Osiris systeem. Daarom kan het zijn dat de lijst nog niet compleet is voor het gehele collegejaar.
- 191508209 - Internship AM
- 191508309 - Final Project (combination)
- 193810020 - Advanced Techniques for Signal Analysis
- 201800177 - Deep Learning - From Theory to Practice
- 202001189 - Intro. to Math. + Calculus 1A for CE
- 202001199 - Calculus 1B for IDE
- 202001209 - Linear Algebra for EE
- 202300130 - Capita Selecta Applied Mathematics
- 202400274 - Signalen en Systemen
- 202400634 - Mathematics behind Data-Driven Methods
- 202500521 - Internship AM / CS 30 EC
- 202500526 - Internship AM / CS
Vakken collegejaar 2024/2025
Adres

Universiteit Twente
Zilverling (gebouwnr. 11), kamer 2051
Hallenweg 19
7522 NH Enschede
Universiteit Twente
Zilverling 2051
Postbus 217
7500 AE Enschede