cnn-levelset
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Source code for Kristiadi and Pranowo, 2017's "Deep Convolutional Level Set Method for Image Segmentation"
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
- Install
miniconda - Do
conda env create - Enter the env
source activate cnn-levelset - Install TensorFlow
- For TF installation without GPU, run
chmod +x tools/tf_setup.sh && sh tools/tf_setup.sh - Download Pascal VOC 2012 dataset, from: http://host.robots.ox.ac.uk/pascal/VOC/voc2012/#devkit
Reproducing experimental results
- Download dataset that is being used for the paper. Download from here, then unzip it in the main project directory. See
data/README.txtfor documentations of these features - Change
cnnlevelset/config.py - Run
python experiment.py