Josef Lorenz Rumberger
5 papers · 2021–2026 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(12)
🐣
Hot Topic Early Bird
Venues
Top co-authors
Research topics
Keywords
instance segmentation
(2)
metric learning
(1)
uncertainty quantification
(1)
medical imaging
(1)
3d vision
(1)
convolutional neural network
(1)
benchmark dataset
(1)
out-of-distribution detection
(1)
3d segmentation
(1)
failure detection
(1)
long-range dependency
(1)
encoder-decoder network
(1)
uncertainty aggregation
(1)
nuclei segmentation
(1)
light microscopy
(1)
neuron morphology
(1)
filamentous structure
(1)
volumetric imaging
(1)
neuron segmentation
(1)
shift equivariance
(1)
Papers
Better than Average: Spatially-Aware Aggregation of Segmentation Uncertainty Improves Downstream Performance
CVPR 2026
PathoCellBench: A Comprehensive Benchmark for Cell Phenotyping
MICCAI 2025
FISBe: A Real-World Benchmark Dataset for Instance Segmentation of Long-Range Thin Filamentous Structures
CVPR 2024
HoVer-NeXt: A Fast Nuclei Segmentation and Classification Pipeline for Next Generation Histopathology
MIDL 2024
How Shift Equivariance Impacts Metric Learning for Instance Segmentation
ICCV 2021