FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomics

Related tags

Deep LearningFusionNet-Pytorch
Overview

FusionNet_Pytorch

FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomics

Requirements

  • Pytorch 0.1.11
  • Python 3.5.2
  • wget

Download code

git clone https://github.com/GunhoChoi/FusionNet_Pytorch
cd FusionNet_Pytorch

Download Map data

wget https://people.eecs.berkeley.edu/~tinghuiz/projects/pix2pix/datasets/maps.tar.gz
tar -xzvf maps.tar.gz

Make model directory

mkdir model

Train Model

python3 main.py  -> medical image without augmentation
python3 main_augmented.py  -> map image with naive augmentation

Out of memory error -> change batch_size / img_size / out_dim

Result

Medical Image

Map Image

Original Image / Label Image / Generated Image

Related Works

Owner
Choi Gunho
Yonsei Univ. Computer Science and Business Major(2010~2017)
Choi Gunho
GitHub Repository
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