masataka46 / BiGAN

implementation of BiGAN model using tensorflow

BiGAN

discription

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

official implementation is here houssamzenati/Efficient-GAN-Anomaly-Detection

literature

BiGAN

dependency

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

cost function

socore function

result Image

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'.

email

[e-mail]