Author

Sofia Ghezzi

University of Trento

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Neuroscience· 2

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 2 Organism:human· 2 Assay:imaging· 2 Approach:deep learning· 1 Research Focus:dimensionality reduction· 1 Approach:experimental assay· 1 Approach:machine learning (classical)· 1

Frequent Co-Authors

Gabriele AmorosinoiD· 2 shared Jorge JovicichiD· 2 shared Luca ZigiottoiD· 2 shared Paolo AvesaniiD· 2 shared Silvio SarubboiD· 2 shared Chiara RiccardiiD· 1 shared Chiara RiccardiiD· 1 shared Ludovico ColettaiD· 1 shared

Activity by Year

2025-2025 · peak 2/yr

Co-Author Collaboration Network

8 top collaborators · 26 mutual co-author links

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2 shared papersNeuroscience

Gabriele AmorosinoORCID

Mutual co-authors in cluster

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2 papers

Recent·Most cited

Supervised white matter bundle segmentation in glioma patients with transfer learning

Chiara Riccardi, Ludovico Coletta, Sofia Ghezzi, Gabriele Amorosino, Luca Zigiotto, Jorge Jovicich, Silvio Sarubbo, Paolo Avesani

This paper evaluates transfer learning for adapting a deep learning model trained on healthy data to segment white matter bundles in glioma patients, finding performance drops due to domain shift and partial success of transfer learning.

Medical Image Analysis · Aug 22, 2025Peer-reviewedNeuroscience

CAN TRANSFER LEARNING IMPROVE SUPERVISED SEGMENTATIONOF WHITE MATTER BUNDLES IN GLIOMA PATIENTS?

Chiara Riccardi, Sofia Ghezzi, Gabriele Amorosino, Luca Zigiotto, Silvio Sarubbo, Jorge Jovicich, Paolo Avesani

This study investigates whether transfer learning can improve segmentation of white matter bundles in glioma patients by addressing domain shift between healthy and patient data.

Lecture notes in computer science · Jan 1, 2025Peer-reviewedNeuroscience