Nataliia Molchanova
Scholar

Nataliia Molchanova

Google Scholar ID: TELXy8QAAAAJ
University of Lausanne and Lausanne University Hospital, HES-SO Valais
explainable aiuncertainty quantificationdeep learningmedical imaging
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Citations & Impact
All-time
Citations
81
 
H-index
4
 
i10-index
3
 
Publications
20
 
Co-authors
0
 
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Publications
4 items
From 100,000+ images to winning the first brain MRI foundation model challenges: Sharing lessons and models
2026
Cited
0
Causal Attribution of Model Performance Gaps in Medical Imaging Under Distribution Shifts
2025
Cited
0
Benchmarking and Explaining Deep Learning Cortical Lesion MRI Segmentation in Multiple Sclerosis
2025
Cited
0
Explainability of AI Uncertainty: Application to Multiple Sclerosis Lesion Segmentation on MRI
2025
Cited
0
Resume (English only)
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Co-authors: 0 (list not available)