Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being
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Collaborations and top research areas from the last five years
Research output
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Flow Matching on Lie Groups
Sherry, F. M. (Corresponding author) & Smets, B. M. N., 20 Oct 2025, Geometric Science of Information: 7th International Conference, GSI 2025, Saint-Malo, France, October 29–31, 2025, Proceedings. Nielsen, F. & Barbaresco, F. (eds.). Cham: Springer, Vol. 1. p. 54-62 9 p. (Lecture Notes in Computer Science (LNCS); vol. 16033).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open Access -
PDE-CNNs: Axiomatic Derivations and Applications
Bellaard, G. (Corresponding author), Sakata, S., Smets, B. M. N. & Duits, R., Apr 2025, In: Journal of Mathematical Imaging and Vision. 67, 2, 25 p., 13.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile1 Link opens in a new tab Citation (Scopus)16 Downloads (Pure) -
Geodesic Tracking via New Data-Driven Connections of Cartan Type for Vascular Tree Tracking
van den Berg, N. J. (Corresponding author), Smets, B. M. N., Pai, G., Mirebeau, J.-M. & Duits, R., Apr 2024, In: Journal of Mathematical Imaging and Vision. 66, 2, p. 198-230 33 p.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile7 Link opens in a new tab Citations (Scopus)92 Downloads (Pure) -
Geometric Partial Differential Equations in Deep Learning and Image Processing
Smets, B. M. N., 20 Sept 2024, Eindhoven: Eindhoven University of Technology. 274 p.Research output: Thesis › Phd Thesis 1 (Research TU/e / Graduation TU/e)
Open AccessFile727 Downloads (Pure) -
Analysis of (sub-)Riemannian PDE-G-CNNs
Bellaard, G. (Corresponding author), Bon, D. L. J., Pai, G., Smets, B. M. N. & Duits, R., Dec 2023, In: Journal of Mathematical Imaging and Vision. 65, 6, p. 819-843 25 p.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile11 Link opens in a new tab Citations (Scopus)86 Downloads (Pure)
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Geometric Deep Learning
Smets, B. M. N. (Speaker)
21 Sept 2022Activity: Talk or presentation types › Invited talk › Scientific
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PDE-based CNNs with Morphological Convolutions
Smets, B. M. N. (Speaker)
5 Nov 2019Activity: Talk or presentation types › Plenary talk › Scientific
Courses
Thesis
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Geometric image denoising and machine learning
Smets, B. (Author), Duits, R. (Supervisor 1), Bekkers, E. (Supervisor 2) & Portegies, J. W. (Supervisor 2), 2019Student thesis: Master
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Improving on vascular tracking using sub-Riemannian geodesics
Smets, B. M. N. (Author), Duits, R. (Supervisor 1) & Bekkers, E. J. (Supervisor 2), 31 Aug 2017Student thesis: Bachelor
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