StableGAN-Tensorflow

Simple Tensorflow implementation of Stabilizing Adversarial Nets With Prediction Methods (ICLR 2018)

Summary

Usage

from Adam_prediction import Adam_Prediction_Optimizer
G_op = Adam_Prediction_Optimizer(learning_rate=0.001, beta1=0.9, beta2=0.999, prediction=True)
D_op = Adam_Prediction_Optimizer(learning_rate=0.001, beta1=0.9, beta2=0.999, prediction=False)

Result

Inception score (SNDCGAN - 100K iteration, Max value)

Inception score (SNDCGAN - 200K iteration, Max value)

Comparison with Average inception score for 0 ~ 200K iteration

• adam : 7.12
• adam-prediction : 7.17

Related works

• Spectral Normalization-Tensorflow

Author

Junho Kim