Generating an Image From 1,000 Words: Enhancing Text-to-Image With Structured Captions
Paper β’ 2511.06876 β’ Published β’ 29
How to use Comfy-Org/Fibo-2.0 with Diffusion Single File:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
Repackaged model files for ComfyUI.
Original model repository:
Place the files in the following folders:
π ComfyUI/
βββ π models/
β βββ π diffusion_models/
β β βββ fibo2_dev_bf16.safetensors
β β βββ fibo2_dev_int8_convrot.safetensors
β β βββ fibo2_edit_turbo_bf16.safetensors
β β βββ fibo2_edit_turbo_int8_convrot.safetensors
β βββ π text_encoders/
β β βββ qwen3vl_4b_bf16.safetensors
β β βββ qwen3vl_4b_int8_convrot.safetensors
β βββ π vae/
β β βββ flux2-vae.safetensors
The model weights are Β© BRIA AI and licensed under Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0). You may use them for non-commercial purposes only. Commercial use requires a separate agreement with BRIA AI: https://platform.bria.ai/licensing/pricing?model=fibo-2
The weights are provided as is, without warranties of any kind. See Section 5 of the license (Disclaimer of Warranties and Limitation of Liability).
bf16: the diffusers transformer shards merged into one file, with keys renamed to ComfyUI's layout. Attention to_q/to_k/to_v weights are concatenated into qkv, and the cross-attention and Perceiver to_k/to_v into to_kv. Weight values are unchanged (bf16).int8_convrot.safetensors: the same weights quantized to int8 (Hadamard rotation, per-channel scales), with the adaLN modulation layers kept in bf16. Outputs differ slightly from the original.w1/w3 fused into w13 and the FFN hidden width zero-padded to 9728@article{gutflaish2025generating,
title={Generating an Image From 1,000 Words: Enhancing Text-To-Image With Structured Captions},
author={Gutflaish, Eyal and Kachlon, Eliran and Zisman, Hezi and Hacham, Tal and Sarid, Nimrod and Visheratin, Alexander and Huberman, Saar and Davidi, Gal and Bukchin, Guy and Goldberg, Kfir and others},
journal={arXiv preprint arXiv:2511.06876},
year={2025}
}
Base model
briaai/Fibo-2.0-dev