Error Corrective Boosting_Jully.2017
12 Nov 2018This paper can be considered as the former version of the QuickNAT.
Summary
Problem:
- Labeled image data is very limited.
Solution:
- Automatically create auxiliary labels on initially unlabeled data with FreeSurfer and use them for pre-training.
- Introduce ECB (Error Corrective boosting) for fine-tuning the network with manually labeled data.
- Introduce SkepDeconv-Net.
- Segment a 3D scan in 7 secs
- Outperforms the latest state-of-the-art F-CNN models.