DL-Structure

Blogs from Renjie Liao's Lab


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.

20 min read   ·   2024

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.

21 min read   ·   2024

Flow-based Models and Flow Matching

An introduction to flow matching.

60 min read   ·   2024

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.

15 min read   ·   2024