Implementation of BiGAN using tensorflow. If any bug, please send me e-mail. You have to download MNIST.npz from official site.
https://github.com/houssamzenati/Efficient-GAN-Anomaly-Detection/tree/master/data
official implementation is here houssamzenati/Efficient-GAN-Anomaly-Detection
I confirmed operation only with..
1)python 3.6.3
2)tensorflow 1.7.0
3)numpy 1.14.2
4)Pillow 4.3.0
I have learned this model with normal '5' from training data, and validate normal '5' from training data, and anormal '7' from training data, and validation data.
after 990 epochs, the original image and reconstructed image is bellow.
left to right .... original '5' (normal data), reconstructed '5', original '7' (annormal data), reconstructed '7'.