Unsupervised Domain Adaptation of Brain MRI Skull Stripping Trained on Adult Data to Newborns: Combining Synthetic Data with Domain Invariant Features

Abbas Omidi; Amirmohammad Shamaei; Anouk Verschuu; Regan King; Lara Leijser; Roberto Souza

2024 MIDL MIDL 2024

Unsupervised Domain Adaptation of Brain MRI Skull Stripping Trained on Adult Data to Newborns: Combining Synthetic Data with Domain Invariant Features

Abstract

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Authors

Abbas Omidi, Amirmohammad Shamaei, Anouk Verschuu, Regan King, Lara Leijser, Roberto Souza

Topics

Artificial Intelligence > Learning Paradigms > Transfer Learning Machine Learning > Application Areas > Domain Adaptation Deep Learning > Models > Generative Models

Keywords

data augmentation unsupervised domain adaptation gaussian mixture model synthetic data dice coefficient domain adversarial models

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