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Julia Machnio

3 papers here

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author2

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.CV1
  • eess.IV1
  • physics.med-ph1

identity via Semantic Scholar / OpenAlex

most citedMICCAI-CDMRI 2023 QuantConn Challenge Findings on Achieving Robust Quantitative Connectivity through Harmonized Preprocessing of Diffusion MRI

2 citations · 3 across the 3 of their papers we have counts for

collaborators

3 papers

eess.IV2025

Towards Scalable and Robust White Matter Lesion Localization via Multimodal Deep Learning

Julia Machnio, Sebastian Nørgaard Llambias, Mads Nielsen +1

White matter hyperintensities (WMH) are radiological markers of small vessel disease and neurodegeneration, whose accurate segmentation and spatial localization are crucial for dia…

physics.med-ph2024★ 2 cited

MICCAI-CDMRI 2023 QuantConn Challenge Findings on Achieving Robust Quantitative Connectivity through Harmonized Preprocessing of Diffusion MRI

Nancy R. Newlin, Kurt Schilling, Serge Koudoro +33

White matter alterations are increasingly implicated in neurological diseases and their progression. International-scale studies use diffusion-weighted magnetic resonance imaging (…

cs.CV2024★ 1 cited

Yucca: A Deep Learning Framework For Medical Image Analysis

Sebastian Nørgaard Llambias, Julia Machnio, Asbjørn Munk +3

Medical image analysis using deep learning frameworks has advanced healthcare by automating complex tasks, but many existing frameworks lack flexibility, modularity, and user-frien…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.