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ultrasound nerve segmentation

Solutions for Kaggle Ultrasound nerve segmentation.
run solve_.py for different models.
cfgs_.py are configurations for different models.
model/ folders are .prototxt files
perClassLoss.py implement dice loss layer
preprocessing.py implement elastic distortion and random flip

Loss

  • use dice coeff directly?
  • use softmax?
  • use euclidean dist(saliency)

main streams

  • SegNet
  • saliency detection
  • deeplab
  • msra
  • deep FAIR structure

related open source codes

https://github.com/fyu/dilation
https://github.com/fvisin/reseg
https://github.com/imatge-upc/saliency-2016-cvpr
https://github.com/yuhuayc/alignhier
https://github.com/ivpshu/Co-Saliency-Detection-Based-on-Hierarchical-Segmentation
https://github.com/HyeonwooNoh/DeconvNet
deeplab

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