Loop Forge

Woman with umbrella

Works, from LTX 2.5 Creative Lab LoRAs, tested locally

Frame from the Source result
Source
Frame from the Clean Plate result
Clean Plate
Watch it in the video at 5:18
LoRA
Clean Plate at 1.0
Output
1024×576, 129 frames at 25fps
Sampling
8 steps, euler_ancestral
Seed
42
Generated in
8 min
Peak VRAM
11.6 GiB
Ran on
RTX 3060, 12GB (local)

What was wired in

  • Umbrella clip
    Guide video
    Umbrella clipGenerated with LTX 2.5, no LoRA. 129 frames at 25fpsDownload MP41.0 MB
Works

She and her umbrella are removed from every frame and the graffiti behind her is rebuilt. The bus in the opening frames is left where it was.

An empty clean plate of the exact same location: identical graffiti-covered concrete wall, glass bus-stop shelter, metal bin, pavement and soft daylight as the source video, with no people, no humans, no figures, no umbrella, no trench coat, and no body parts such as arms, hands or legs anywhere in the frame. Static photorealistic footage, natural light, high detail.

Notes

Describe the empty scene in the prompt, and name what to remove in both the prompt and the negative. The LoRA was trained at 1024×576 and 25fps, so this runs 129 frames.

The Clean Plate LoRA on Hugging Face

Run it yourself

Download everything for this test (.zip, 1.0 MB). It holds the workflow, every input it loads and a README. Copy the inputs into ComfyUI/input, put the models below in place and drag the workflow onto ComfyUI.

The Lightricks repositories (the LTX 2.5 base model and the LoRAs) are gated. Log in to Hugging Face and accept the terms on each repository page before downloading.

Custom nodes: ComfyUI-LTXVideo at commit 3bf3ca6. Everything else is part of ComfyUI 0.37.0 (commit 0f74f7fb, frontend 1.53.6).