Inception Score, Label Smoothing, Gradient Vanishing and -log(D(x)) Alternative

Understand

In this article, we mathematically study several GAN related topics, including Inception score, label smoothing, gradient vanishing and the -log(D(x)) alternative.

• --- An advanced version is included in arXiv:1703.02000 "Activation Maximization Generative Adversarial Nets".
• Please refer Section 6 in 1703.02000 for detailed analysis on Inception Score, and refer its appendix for the discussions on Label Smoothing, Gradient Vanishing and -log(D(x)) Alternative.