Efficient GAN-Based Anomaly Detection(Keras)

Provided Notebook

• AnnoGAN
• https://arxiv.org/abs/1703.05921
• Efficient GAN-Based Anomaly Detection
• https://arxiv.org/abs/1802.06222

Description

Fast Anomaly Detection by GAN

Requirement

If you use a Google colaboratry, you don't install following library.

https://colab.research.google.com/notebooks/welcome.ipynb?hl=ja#recent=true

Standard Library Install

sudo apt-get update
sudo apt-get install -y python3-pip
sudo apt-get install -y libhdf5-serial-dev hdf5-tools libhdf5-dev zlib1g-dev zip libjpeg8-dev python3-matplotlib
sudo apt-get install -y libblas3 liblapack3 liblapack-dev libblas-dev gfortran

Library Install

pip3 install requirements.txt

Jupyter Lab install

sudo apt install -y nodejs npm
sudo pip3 install jupyterlab==1.0.4

Usage

jupyter-lab

Reference

• EFFICIENT GAN-BASED ANOMALY DETECTION
• anogan-keras

Licence

MIT

Author

SnowMasaya