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Fast and Precise Hippocampus Segmentation Through Deep Convolutional Neural Network Ensembles and Transfer Learning

Neuroinformatics

Mar 17, 2019

Dimitrios AtaloglouPetros Daras

Abstract

Automatic segmentation of the hippocampus from 3D magnetic resonance imaging mostly relied on multi-atlas registration methods. In this work, we exploit recent advances in deep learning to design and implement a fully automatic segmentation method, offering both superior accuracy and fa...read more

Mentioned in this Paper

INTS6
Magnetic Resonance Imaging
Three-dimensional
Centrosomin protein, Drosophila
Depth
Learning
Psychological Transfer
Neural Networks (Anatomic)
Hippocampus (Brain)
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Fast and Precise Hippocampus Segmentation Through Deep Convolutional Neural Network Ensembles and Transfer Learning

Neuroinformatics

Mar 17, 2019

Dimitrios AtaloglouPetros Daras

PMID: 30877605

DOI: 10.1007/s12021-019-09417-y

Abstract

Automatic segmentation of the hippocampus from 3D magnetic resonance imaging mostly relied on multi-atlas registration methods. In this work, we exploit recent advances in deep learning to design and implement a fully automatic segmentation method, offering both superior accuracy and fa...read more

Mentioned in this Paper

INTS6
Magnetic Resonance Imaging
Three-dimensional
Centrosomin protein, Drosophila
Depth
Learning
Psychological Transfer
Neural Networks (Anatomic)
Hippocampus (Brain)

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