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Source code for Kristiadi and Pranowo, 2017's "Deep Convolutional Level Set Method for Image Segmentation"

License: MIT License

Python 100.00%

cnn-levelset's Introduction

CNN Level Set

Official source code of our paper:

  • Kristiadi, Agustinus, and Pranowo Pranowo. "Deep Convolutional Level Set Method for Image Segmentation." Journal of ICT Research and Applications 11.3 (2017): 284-298. [pdf]

Setup

  1. Install miniconda
  2. Do conda env create
  3. Enter the env source activate cnn-levelset
  4. Install TensorFlow
  5. For TF installation without GPU, run chmod +x tools/tf_setup.sh && sh tools/tf_setup.sh
  6. Download Pascal VOC 2012 dataset, from: http://host.robots.ox.ac.uk/pascal/VOC/voc2012/#devkit

Reproducing experimental results

  1. Download dataset that is being used for the paper. Download from here, then unzip it in the main project directory. See data/README.txt for documentations of these features
  2. Change cnnlevelset/config.py
  3. Run python experiment.py

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