Inception Score Evaluation: Why Your GAN Metrics Are Lying
Inception Score Evaluation is often used to measure GAN performance, but it has significant limitations. Learn why chasing a high IS can lead to mode collapse, why KL divergence matters, and how to properly benchmark your synthetic data against real distributions to ensure actual quality and diversity in your models.