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Error Corrective Boosting_Jully.2017

This paper can be considered as the former version of the QuickNAT.

Summary

Problem:

  1. Labeled image data is very limited.

Solution:

  1. Automatically create auxiliary labels on initially unlabeled data with FreeSurfer and use them for pre-training.
  2. Introduce ECB (Error Corrective boosting) for fine-tuning the network with manually labeled data.
  3. Introduce SkepDeconv-Net.
  4. Segment a 3D scan in 7 secs
  5. Outperforms the latest state-of-the-art F-CNN models.