Skip to content

chankeh/cnn-levelset

 
 

Repository files navigation

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

About

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

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages

  • Python 100.0%