Lena Maier-Hein
8 papers · 2015–2025 · 5 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (17) 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Half 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird
👥
Mega-Team · Civilization
🚀
Conference Pioneer
🌈
Renaissance Researcher
(5)
📈
Trend Setter
❓
The Questioner
(2)
⚡
Prolific Year · Productive
Top co-authors
Research topics
Computer Vision
(2)
Deep Learning
(2)
Healthcare & Medicine
(2)
Machine Learning
(2)
Domain-Specific
(2)
Learning Types · Machine Learning
(2)
Computer Science
(1)
Mathematics & Optimization
(1)
Analysis
(1)
Application Areas
(1)
Applications
(1)
Clinical
(1)
Core Methods
(1)
Learning Types · Deep Learning
(1)
Mathematics
(1)
Keywords
multi-task learning
(1)
stereo vision
(1)
geometric analysis
(1)
medical imaging
(1)
data augmentation
(1)
3d vision
(1)
instance segmentation
(1)
performance evaluation
(1)
image analysis
(1)
selective classification
(1)
biomedical imaging
(1)
confidence scoring
(1)
risk coverage
(1)
rejection threshold
(1)
generalized risk
(1)
benchmark dataset
(1)
3d segmentation
(1)
long-range dependency
(1)
metric evaluation
(1)
disparity map
(1)
Papers
Smarter Self-Distillation: Optimizing the Teacher for Surgical Video Applications
MICCAI 2025
Confidence intervals uncovered: Are we ready for real-world medical imaging AI?
MICCAI 2024
Deep intra-operative illumination calibration of hyperspectral cameras
MICCAI 2024
FISBe: A Real-World Benchmark Dataset for Instance Segmentation of Long-Range Thin Filamentous Structures
CVPR 2024
Overcoming Common Flaws in the Evaluation of Selective Classification Systems
NeurIPS 2024
Quality Assured: Rethinking Annotation Strategies in Imaging AI
ECCV 2024
Why Is the Winner the Best?
CVPR 2023
The HCI Stereo Metrics: Geometry-Aware Performance Analysis of Stereo Algorithms
ICCV 2015