Loop Forge

Swap text: Mateo's page

Works, from MOSS-Image add-ons, tested locally

Frame from the Input: Mateo's comic page (swap text) result
Input: Mateo's comic page (swap text)Download PNG2.7 MB
Frame from the The box and English line it was given result
The box and English line it was given
Frame from the Without LoRA result
Without LoRADownload JPG0.4 MB
Frame from the Swap text result
Swap textDownload JPG0.5 MB
Model
MOSS-Image Base (moss_image_base_int8_convrot.safetensors)
Output
864×1152
Sampling
50 steps, CFG 3, er_sde / normal
Seed
0
Without LoRA
171.8 s, peak VRAM 10.2 GiB
Swap text
96.2 s, peak VRAM 10.3 GiB
Ran on
RTX 3060, 12GB (local)

What was wired in

  • Mateo's comic page (swap text)
    Input page
    Mateo's comic page (swap text)Comic page drawn from the Mateo cast photo with the Qwen-Image 2.1 edit template (not MOSS)Download PNG2.7 MB
Works

On all three pages it lettered the line cleanly and left the rest of the page alone. Without the LoRA the page comes back the same.

"summary":"caption":"comic, english text","items":["label":"text","caption":"text","text":"WHAT ARE YOU DOING?","bbox":[-520,285,-260,405]],"bbox_coord_space":"abs_centralized","bbox_format":"yxyx"

Notes

Swap text is its own LoRA (moss_i2i_swap_text) on MOSS Base, loaded by the MOSS i2i Reference node together with the input page. It does not find or translate the bubble itself: the English line and the bubble's box are typed into the prompt as layout JSON.

Times on this page are for these two runs.

sorryhyun/MOSS-I2I-LORAs on Hugging Face

ComfyUI-MOSS-Toolkit (the MOSS i2i Reference node)

Workflow: Without LoRA

Run it yourself

Download everything for this test (.zip, 2.8 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.

FilePut it inSize
moss_image_base_int8_convrot.safetensorsmodels/diffusion_models5.4 GB
qwen3.5_9b_w4a8_gptq.safetensorsmodels/text_encoders7.3 GB
flux2-vae_small.safetensorsmodels/vae249.5 MB
moss_i2i_swap_text.safetensorsmodels/loras149.4 MB

Custom nodes: ComfyUI-MOSS-Toolkit at commit 53ee3b3. Everything else is part of ComfyUI 0.43.1 (frontend 1.57.6, templates 0.11.100).