APEX: Assumption-free Projection-based Embedding eXamination Metric for Generative Distribution Evaluation

As generative models achieve unprecedented visual quality, the gold standard for image evaluation remains traditional feature-distribution metrics. However, these metrics are provably hindered by the closed-vocabulary bottleneck of outdated features and the assumptive bias of rigid parametric formul