Nodes/ComfyUI-LTXVideo/πŸ…›πŸ…£πŸ…§ LTXV Set Video Latent Noise Masks
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πŸ…›πŸ…£πŸ…§ LTXV Set Video Latent Noise Masks

Per-frame masks for video inpainting

By LightricksΒ·Created 2 years agoΒ·Updated about a month agoΒ· 3,956
πŸ…›πŸ…£πŸ…§ LTXV Set Video Latent Noise Masks
  • samples
  • masks
  • LATENT

This node is video inpainting's plumbing for LTX. ComfyUI's stock "Set Latent Noise Mask" attaches a single mask to a latent so the sampler only denoises the masked region - great for a still image, useless when different frames of a video need different masks. LTXV Set Video Latent Noise Masks fixes that: it takes a stack of masks and applies them across the frames of a video latent, so your inpaint region can move or change shape over time. It's what you use to paint out an object, replace a region, or regenerate part of the frame in a moving clip.

It's part of ComfyUI-LTXVideo, Lightricks' official pack. Video inpainting is fussy precisely because the mask usually can't stay still - a walking subject, a panning camera - and per-frame masks are the honest way to handle that.

How it works

You hand it a video latent and a set of masks. It attaches those masks to the latent's frames so the sampler leaves unmasked areas alone and only regenerates the masked ones. The convenience feature is graceful fallback: masks can be 2D, 3D, or 4D tensors, and if there are fewer masks than frames, the last mask is reused for the rest. So a single mask covers the whole clip (static region), while a full per-frame stack tracks a moving one - same node either way.

The inputs and outputs that matter

There are just two inputs, which is the whole appeal:

  • samples - the video LATENT you're masking.
  • masks - a MASK (single or a per-frame stack). Provide one to mask the same area on every frame, or a stack that changes over time to follow motion.

The single output is a LATENT with the masks attached - feed it into your LTX sampler, which then only denoises inside the masked region.

Installing it

ComfyUI Manager β†’ Install Custom Nodes β†’ search LTXVideo β†’ install β†’ restart, or cd ComfyUI/custom_nodes && git clone https://github.com/Lightricks/ComfyUI-LTXVideo and restart. It appears under latent/video. No weights of its own; you'll want the LTX checkpoint (and Gemma encoder on LTX-2) for the actual generation.

Where people get burned

  • Mask count vs frame count. Fewer masks than frames means the last mask repeats - fine for a static region, wrong for a moving one, where it'll freeze the mask partway through. If your inpaint stops tracking mid-clip, you're short on masks.
  • Mask resolution. The masks need to line up with the latent's spatial grid. A mask authored at the wrong resolution masks the wrong pixels - build masks against the same dimensions your video uses (divisible by 32 on LTX-2.3).
  • Expecting audio masking here. This is a video-latent node. For LTX-2's joint audio-video latents and time-based windows, LTXV Set Audio Video Mask By Time is the right tool.
  • Confusing it with keyframe guides. This restricts where the sampler paints; it doesn't inject a reference image. If you want to pin content into the video, that's the Add Guide family.
Categorylatent/video

Inputs (2)

NameTypeDefaultDescription
samplesLATENTβ€”
masksMASKβ€”

Outputs (1)

NameTypeDescription
LATENTLATENTβ€”