Turbulence

02 — 2026 · generative · water, optical flow, diffusion

Turbulence is a single-channel video in which every movement is borrowed from water. Footage of rivers, waterfalls and hot springs is reduced to optical flow: a record of where, and how quickly, the water moves in each frame, with the image itself discarded. These fields of motion are then used to steer a diffusion model. The model supplies the picture; the water supplies only the current that carries it.

What the model is asked to imagine is water at each of the scales at which it shapes the world: bacterial colonies blooming across a wet plate, lichen spreading over stone, the mineral terraces of a hot spring, deltas and braided rivers seen from orbit. None of these places exists. Each is a statistical proposal, assembled from the model’s training images and set in motion by a river it has never seen. Across five sections joined by slow dissolves, the image passes from the microscopic to the planetary without a cut.

Year
2026
Type
generative
Model
Diffusion model, optical flow, ControlNet, frame interpolation
Latent
64×36×4 · stable diffusion 1.5 vae (kl-f8)
Credits
Single-channel video generated by custom software, silent. 7 min 47 s.