Nodes/Deno Custom Nodes/(Deno) LTX Tiled Spatial Upscaler
ComfyUI Node

(Deno) LTX Tiled Spatial Upscaler

DENO Custom Nodes vunknown. The DENO info button checks Comfy Registry and marks this node when an update is available. Runs the LTX latent spatial upscaler on overlapping spatial tiles, then reconstructs one video latent with float32 blending. Use it before a large low-denoise second pass when tall LTX outputs start drifting in colour or conditioning.

By Deno2026·Created 4 months ago·Updated 24 days ago· 116
(Deno) LTX Tiled Spatial Upscaler
  • samples
  • upscale_model
  • vae
  • upscaled_latent
horizontal_tiles2
vertical_tiles2
overlap8
blend_modehann
aggressive_memory_cleanuptrue
debugfalse
CategoryDeno/LTX

Inputs (9)

NameTypeDefaultDescription
samplesLATENTVideo-only LTX latent to upscale. AV combined latents should be separated before this node.
upscale_modelLATENT_UPSCALE_MODELLTX latent spatial upscaler model.
vaeVAELTX VAE used for the latent channel statistics around the upscaler.
horizontal_tilesINT21–8Frame width split count. 2 means left and right tiles.
vertical_tilesINT21–8Frame height split count. 3 means top, middle, and bottom tiles.
overlapINT81–32Overlap in input latent tokens. Larger values blend more context but use more time.
blend_modeoptCOMBOhannOverlap weighting curve. Hann is the recommended starting point.
aggressive_memory_cleanupoptBOOLEANtrueRun extra cleanup between tiles. This can be much slower, but may help fragmented VRAM or OOM cases.
debugoptBOOLEANfalsePrint tile plan and shape diagnostics to the ComfyUI console.

Outputs (1)

NameTypeDescription
upscaled_latentLATENTUpscaled video latent reconstructed from overlapping spatial tiles.