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Multi-task Learning for Neonatal Brain Segmentation Using 3D Dense-Unet with Dense Attention Guided by Geodesic Distance

The deep convolutional neural network has achieved outstanding performance on neonatal brain MRI tissue segmentation. However, it may fail to produce reasonable results on unseen datasets that have different imaging appearance distributions with the training data. The main reason is that deep learni...

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Bibliografiske detaljer
Udgivet i:Domain Adapt Represent Transf Med Image Learn Less Labels Imperfect Data (2019)
Main Authors: Bui, Toan Duc, Wang, Li, Chen, Jian, Lin, Weili, Li, Gang, Shen, Dinggang
Format: Artigo
Sprog:Inglês
Udgivet: 2019
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7034948/
https://ncbi.nlm.nih.gov/pubmed/32090208
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-030-33391-1_28
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