Ulrich Bauer
6 papers · 2015–2025 · 5 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Academic Marathon Β· Half π Interdisciplinary Bridge Β· Gold πΊοΈ Taxonomy Completionist (15) π Conference Polyglot Β· Silver
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Conference Pioneer
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Renaissance Researcher
(5)
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Trend Setter
Top co-authors
Research topics
Keywords
image segmentation
(3)
persistent homology
(3)
topological data analysis
(2)
kernel methods
(2)
persistence diagram
(2)
kernel pca
(1)
two-sample test
(1)
reproducing kernel hilbert space
(1)
support vector machine
(1)
topological feature
(1)
tubular structure
(1)
betti number
(1)
topology preservation
(1)
tubular structure segmentation
(1)
neural network
(1)
component graph
(1)
persistence barcode
(1)
topology-aware method
(1)
kernel svm
(1)
homotopy equivalence
(1)
Papers
Topograph: An Efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation
ICLR 2025
Topologically faithful multi-class segmentation in medical images
MICCAI 2024
Topologically Faithful Image Segmentation via Induced Matching of Persistence Barcodes
ICML 2023
clDice - A Novel Topology-Preserving Loss Function for Tubular Structure Segmentation
CVPR 2021
A Stable Multi-Scale Kernel for Topological Machine Learning
CVPR 2015
Statistical Topological Data Analysis - A Kernel Perspective
NeurIPS 2015