Evaluating Motion Consistency by Fréchet Video Motion Distance (FVMD)
In this blog post, we introduce a promising new metric for video generative models, Fréchet Video Motion Distance (FVMD), which focuses on the motion consistency of generated videos.
A Review of Video Evaluation Metrics
Video generative models have been rapidly improving recently, but how do we evaluate them efficiently and effectively? In this blog post, we review the existing evaluation metrics and highlight their pros and cons.
Flow Matching (Part 1)
This is the beginning in a series of blog posts about flow matching and its generalizations. We start by covering normalizing flows, the foundation for flow matching methods.
Flow-based Models and Flow Matching
An introduction to flow matching.
Flow Matching (Part 2)
This is part two in a series of blog posts about flow matching. In this post, we dig deep into continuous normalizing flows as they form the basis for flow matching methods. We discuss the benefits but also the drawbacks of continuous normalizing flows.