Mathias Winkler

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 9

Top Topics

Medical Image Segmentation

Image Segmentation

Image Classification

Vector Quantisation

Top Venues

Publications

Ainkaran Santhirasekaram, Mathias Winkler, Andrea G. Rockall, Ben Glocker
A geometric approach to robust medical image segmentation. Medical Image Anal. 97 (2024)
Ainkaran Santhirasekaram, Mathias Winkler, Andrea G. Rockall, Ben Glocker
Hierarchical Compositionality in Hyperbolic Space for Robust Medical Image Segmentation. DART@MICCAI (2023)
Ainkaran Santhirasekaram, Avinash Kori, Mathias Winkler, Andrea G. Rockall, Francesca Toni, Ben Glocker
Robust Hierarchical Symbolic Explanations in Hyperbolic Space for Image Classification. CVPR Workshops (2023)
Ainkaran Santhirasekaram, Mathias Winkler, Andrea G. Rockall, Ben Glocker
Topology Preserving Compositionality for Robust Medical Image Segmentation. CVPR Workshops (2023)
Ainkaran Santhirasekaram, Karen Pinto, Mathias Winkler, Andrea G. Rockall, Ben Glocker
A Sheaf Theoretic Perspective for Robust Prostate Segmentation. MICCAI (4) (2023)
Ainkaran Santhirasekaram, Avinash Kori, Mathias Winkler, Andrea G. Rockall, Ben Glocker
Vector Quantisation for Robust Segmentation. CoRR (2022)
Ainkaran Santhirasekaram, Avinash Kori, Mathias Winkler, Andrea G. Rockall, Ben Glocker
Vector Quantisation for Robust Segmentation. MICCAI (4) (2022)
Ainkaran Santhirasekaram, Avinash Kori, Andrea G. Rockall, Mathias Winkler, Francesca Toni, Ben Glocker
Hierarchical Symbolic Reasoning in Hyperbolic Space for Deep Discriminative Models. CoRR (2022)
Ainkaran Santhirasekaram, Karen Pinto, Mathias Winkler, Eric O. Aboagye, Ben Glocker, Andrea G. Rockall
Multi-scale Hybrid Transformer Networks: Application to Prostate Disease Classification. ML-CDS@MICCAI (2021)