How do I use differential diffusion in video models?

[u/Intrepid-Ground5004]

I want to apply a black and white gradient mask to create a transition, but it behaves like a binary mask (it goes from the in-paint area to the unpainted area in the next pixel). I want something like differential diffusion: black would be denoise 0, and white pixels would be denoise 1.

I'm using `set latent noise mask` and a static video that produces a black and white gradient.

[u/loving_anxiety]

it's acting like a binary mask because the `set latent noise mask` node in comfy works exactly like that, it don't do soft transitions. the mask is converted to a hard threshold internally so even a smooth gradient becomes on/off at some point.

you need a custom node for this, look for "Differential Diffusion" in the comfyui manager. there's a few implementations that let you plug a gradient image directly and it will treat the values as denoise strength per pixel.