phymucs / dcec

Deep Clustering with Convolutional Autoencoders (DCEC)

Keras implementation for ICONIP-2017 paper:

• Xifeng Guo, Xinwang Liu, En Zhu, Jianping Yin. Deep Clustering with Convolutional Autoencoders. ICONIP 2017.

Usage

1. Install Keras >=v2.0, scikit-learn and git
   sudo pip install keras scikit-learn
sudo apt-get install git

2. Clone the code to local.
   git clone https://github.com/XifengGuo/DCEC.git DCEC

3. Prepare datasets.

    cd DCEC/data/usps   
    bash ./download_usps.sh   
    cd ../..
   

4. Run experiment on MNIST.
   python DCEC.py mnist
   The DCEC model will be saved to "results/temp/dcec_model_final.h5".

5. Run experiment on USPS.
   python DCEC.py usps

6. Run experiment on MNIST-TEST.
   python DCEC.py mnist-test