Anomaly detection using cycle-GAN.
Image-to-Image Translation in PyTorch
Please install CycleGAN network and download the pix2pix maps dataset following the instructions provided in the original repository. The checkpoint files and weights we obtained after a training phase of 11 epochs and that we used for our project are available here.
python anomaly_detection/features.py --dataroot ./datasets/[Data folder] --name maps_cyclegan --model cycle_gan --gpu_ids -1
Run
python anomaly_detection/data_analysis.py
Please find our work in the Jupyter notebooks here.