Skip to content
Learn Motion
ExploreHow it worksMembership
Log in
Learn Motion

How Text-to-Video AI Works Under the Hood

1From Prompt to Conditioning Signal2Latent Diffusion: Generating Video in Compressed Space3Spatio-Temporal Attention: Keeping Frames Consistent4Where the Pipeline Breaks: Failure Modes and Their Causes
Where the Pipeline Breaks: Failure Modes and Their Causes

When Motion Smears

3 / 5
Here the object is moving fast, and the result is a smear. Watch the latent grid underneath it.
0:00 / 0:00

Motion blur and warping appear when a fast-moving object outruns the resolution of the latent grid. The VAE compresses video into a coarse latent, so fine spatial detail is already gone before denoising begins. A fast object crosses several latent cells between frames, and the model has no representation fine enough to place it cleanly, so it smears the object across the cells it passed through. Raising output resolution helps only if the latent grid is refined accordingly; decoding a coarse latent at higher pixel resolution just enlarges the smear.

Previous3 / 5Next

Learn Motion

Generate a course. Learn it properly.

Operated by Wuhan Daoyin Technology Co., Ltd.

Contact: [email protected]
Privacy PolicyTerms of Service

© 2026 Learn Motion