Analyzing the Bias of Fréchet Video Distance Towards Individual Frame Quality Over Temporal Consistency

The Fréchet Video Distance (FVD) metric, commonly used to evaluate video generation models, exhibits a strong bias towards individual frame quality over temporal consistency.