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Mads Nielsen
Scholar

Mads Nielsen

Google Scholar ID: 2QCJXEkAAAAJ
Professor of Computer Science, University of Copenhagen
Computer ScienceComputer visionMachine LearningArtificial IntelligenceMedical Applications
Google Scholar↗
Citations & Impact
All-time
Citations
4,650
 
H-index
30
 
i10-index
84
 
Publications
20
 
Co-authors
9
list available
Publications
10 items
How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification
2026
Cited
0
How Should Transformers Encode Numeric Values in Electronic Health Records?
2026
Cited
0
A Mechanism-Driven Theory of Phase Transitions in Active Learning
2026
Cited
0
Deep Learning-Based Regional White Matter Hyperintensity Mapping as a Robust Biomarker for Alzheimer's Disease
2025
Cited
0
To Label or Not to Label: PALM -- A Predictive Model for Evaluating Sample Efficiency in Active Learning Models
2025
Cited
0
Towards Scalable and Robust White Matter Lesion Localization via Multimodal Deep Learning
2025
Cited
0
General Methods Make Great Domain-specific Foundation Models: A Case-study on Fetal Ultrasound
2025
Cited
0
A large-scale heterogeneous 3D magnetic resonance brain imaging dataset for self-supervised learning
2025
Cited
0
Co-authors
4 total
Marleen de Bruijne
Marleen de Bruijne
Professor of AI in Medical Image Analysis; Erasmus MC Rotterdam and University of Copenhagen
Christian Igel
Christian Igel
Department of Computer Science, University of Copenhagen
Stefan Sommer
Stefan Sommer
Professor at University of Copenhagen
Lewis D Griffin
Lewis D Griffin
Professor of Computer Science, University College London