Difference between revisions of "Publications/xu.17.icip.inc"

From LRDE

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=== LOSO experiments ===
 
=== LOSO experiments ===
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Quantitative results of LOSO experiments in terms of Dice coefficient as compared to the state-of-the-art results. The last one is from [http://ieeexplore.ieee.org/document/7444155/ P. Moeskops et al.] on the 15 test images in MRBrainS13 dataset
==== Axial 40 weeks in NeoBrainS12 dataset ====
 
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[[File:xu.17.icip-losoresults.jpg | 800 px]]
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* Axial 40 weeks in NeoBrainS12 dataset
   
 
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==== Coronal 30 weeks in NeoBrainS12 dataset ====
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* Coronal 30 weeks in NeoBrainS12 dataset
 
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File:xu.17.icip-coronalTrain108Input.png
 
File:xu.17.icip-coronalTrain108Input.png
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==== Aging adult at 60 ages in MRBrainS13 dataset ====
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* Aging adult at 70 ages in MRBrainS13 dataset
 
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File:Xu.17.icip-mrbrainsTrain513Input.png
 
File:Xu.17.icip-mrbrainsTrain513Input.png

Revision as of 12:52, 6 February 2017

Method and datasets

Method

Architecture of the proposed network. We fine tune it and combine linearly fine to coarse feature maps of the pre-trained VGG network. The coarsest feature maps are discarded for the adult images. Xu.17.icip-pepeline.png

Datasets

  • Dataset of the MICCAI challenge of Neonatal Brain Segmentation 2012 (NeoBrainS12)
    • Axial images acquired at 40 weeks: 2 training images + 5 test images
    • Coronal images acquired at 30 weeks: 2 training images + 5 test images
    • Coronal images acquired at 40 weeks: 5 test images
  • Dataset of the MICCAI challenge of MR Brain Image Segmentation (MRBrainS13)
    • Axial images acquired at 70 years: 5 training images + 15 test images

Materials

Illustrations

Experiments

Leave-One-Subject-Out (LOSO) cross-validation on N images + normal training/test experiments. Note that only one training image is used for LOSO 2. Xu.17.icip-experiments.jpg

LOSO experiments

Quantitative results of LOSO experiments in terms of Dice coefficient as compared to the state-of-the-art results. The last one is from P. Moeskops et al. on the 15 test images in MRBrainS13 dataset Xu.17.icip-losoresults.jpg

  • Axial 40 weeks in NeoBrainS12 dataset
  • Coronal 30 weeks in NeoBrainS12 dataset
  • Aging adult at 70 ages in MRBrainS13 dataset

Neonatal brain MR image segmentation

Xu.17.icip-axial40results.jpg


Xu.17.icip-coronal30results.jpg


Xu.17.icip-coronal40results.jpg


Adult brain MR image segmentation

Xu.17.icip-adult70results.jpg