Ossi Räisä

Position: All Current Generative Fidelity and Diversity Metrics are Flawed

2025 · arXiv (Cornell University)

Any method's development and practical application is limited by our ability to measure its reliability. The popularity of generative modeling emphasizes the importance of good synthetic data metrics. Unfortunately, previous works have found many failure …