adu2021 Overview
Achieves real-time video animation quality through streaming-friendly architecture.
Core Technique
Temporal Knot Module:
# Overlap adjacent generation chunks
for chunk in chunks:
# Denoise current chunk + first k frames of next
output = model.denoise(chunk, next_chunk[:k])
# Creates anchor points binding chunks together
Global Context Ahead: Reference frame acts as moving target.
When to Use
Use when: Real-time animation, streaming video, interactive applications.
References
- Sliding window with global context
- Temporal knot overlapping
- Error accumulation prevention