Implementation of Skip-GANomaly with MNIST dataset [Related repository].
Simplified Skip-GANomaly architecture.
Graph of Skip-GANomaly.
'Class-1' is defined as normal and the others are defined as abnormal.
Restoration result by Skip-GANomaly.
Box plot with encoding loss of test procedure.
- Python 3.7.4
- Tensorflow 1.14.0
- Numpy 1.17.1
- Matplotlib 3.1.1
- Scikit Learn (sklearn) 0.21.3
[1] S Akcay, et al. (2018). Skip-ganomaly: Skip connected and adversarially trained encoder-decoder anomaly detection.. arXiv preprint arXiv:1901.08954.