Julia Machnio
Scholar

Julia Machnio

Google Scholar ID: LjgcdC0AAAAJ
PhD Fellow @ Pioneer Centre for AI, University of Copenhagen
Deep LearningMedical Image AnalysisMachine LearningMRI
Google Scholar↗
Citations & Impact
All-time
Citations
9
 
H-index
2
 
i10-index
0
 
Publications
7
 
Co-authors
5
list available
Contact
No contact links provided.
Publications
8 items
How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification
2026
Cited
0
A Mechanism-Driven Theory of Phase Transitions in Active Learning
2026
Cited
0
Towards Brain MRI Foundation Models for the Clinic: Findings from the FOMO25 Challenge
2026
Cited
0
Deep Learning-Based Regional White Matter Hyperintensity Mapping as a Robust Biomarker for Alzheimer's Disease
2025
Cited
0
MRI Embeddings Complement Clinical Predictors for Cognitive Decline Modeling in Alzheimer's Disease Cohorts
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
A large-scale heterogeneous 3D magnetic resonance brain imaging dataset for self-supervised learning
2025
Cited
0
Resume (English only)
Co-authors
5 total
Mads Nielsen
Mads Nielsen
Professor of Computer Science, University of Copenhagen
Mostafa Mehdipour Ghazi
Mostafa Mehdipour Ghazi
University of Copenhagen
Sebastian Nørgaard Llambias
Sebastian Nørgaard Llambias
IT Consultant, University of Copenhagen
Jakob Ambsdorf
Jakob Ambsdorf
PhD Student, Pioneer Centre for AI, University of Copenhagen
Asbjørn Munk
Asbjørn Munk
PhD Fellow, University of Copenhagen, Pioneer Centre for AI