Exécuter en local
Ref2FontV3.safetensors
316 MB · SafeTensor · bf16
Les téléchargements sont servis par Civitai. Certains créateurs demandent d'abord une connexion à Civitai.
À propos de ce modèle
FLUX 2 / KLEIN · LoRA
by SnJake - Ref2Font - FLUX.2 Klein 9B Fonts LoRA V3
Notes du créateur
# Ref2Font V3 — Contextual Font Atlas Generator (FLUX.2 Klein)
Ref2Font V3 is a specialized LoRA for FLUX.2-klein-9B designed to expand a small reference into a full typography set. Give it a stylized sample of letters "Aa" for Latin or "Аа" for Cyrillic, and it will generate a consistent 1280x1280 font atlas including uppercase, lowercase, numbers, and punctuation.
### ✨ V3 Updates
- Cyrillic Support: Full support for Russian.
- Expanded Charset: Added " (double quote) and & (ampersand) to all atlases.
- Updated Prompts: New specific prompts for different charsets to ensure mapping stability.
- Straighter Letters: Improved alignment and reduced "jitter" in atlas generation.
### ✨ V2 Updates
- Fixed Alignment: Letters no longer "jump" or dance; the baseline is much more stable.
- Higher Resolution: Native resolution increased to 1280x1280 (previously 1024).
- Improved Scripts: Updated pipeline for better vectorization (see ).
---
### 🚀 Quick Start (ComfyUI)
1. Input Image: Prepare a 1280x1280 image. It MUST be pure black & white (no gray, no shadows).
2. The "Aa" Rule: For best results, your input image should contain the English or Russian letters "A" and "a" in your desired style (see example images). These serve as the stylistic foundation for the rest of the atlas.
3. ⚠️ IMPORTANT: V3 Required Prompts
To get the correct grid layout and character sequence, you must use these specific prompts depending on your target language:
### For Latin (English):
Reference image must contain "Aa"
A technical font atlas grid of the Latin charset: "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789!?.,;:-"&". The style is strictly derived from the reference image "Aa".
### For Cyrillic (Russian):
Reference image must contain "Аа"
A technical font atlas grid of the Cyrillic charset: "АБВГДЕЁЖЗИЙКЛМНОПРСТУФХЦЧШЩЪЫЬЭЮЯабвгдеёжзийклмнопрстуфхцчшщъыьэюя0123456789!?.,;:-"&". The style is strictly derived from the reference image "Аа".
---
### 🛠️ Required Technical Setup
This LoRA is built for the Klein architecture. You will need these specific models in ComfyUI:
* Base Model: FLUX.2 Klein Base 9B
* Text Encoder: Qwen 3 8B
* VAE: FLUX.2 VAE
---
### 📦 Post-Processing: Create your own .TTF
The output is an image (atlas). To turn this image into a functional font file you can install on your PC, use the automation scripts provided in the GitHub repository.
👉 Get Scripts & Workflow
TTF Conversion Command (Example):
python flux_pipeline.py ^
--input "path\to\your_atlas.png" ^
--output-dir "output\folder" ^
--no-upscale ^
--use-grid ^
--simplify 0.5 ^
--canvas 1280 ^
--contour-level 0.5 ^
--trace-scale 4 ^
--trace-blur 1.0 ^
--smooth-iters 2 ^
--baseline-mode auto ^
--align-mode visual ^
--keep-components 4 ^
--min-component-area 3 ^
--component-center-bias 0.65 ^
--cell-bleed 0.4 ^
--cell-bleed-max 10 ^
--core-overlap-min 0.35 ^
--charset "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789!?.,;:-""&" ^
--no-auto-invert
python flux_pipeline.py ^
--input "path\to\your_atlas.png" ^
--output-dir "output\folder" ^
--no-upscale ^
--use-grid ^
--simplify 0.5 ^
--canvas 1280 ^
--contour-level 0.5 ^
--trace-scale 4 ^
--trace-blur 1.0 ^
--smooth-iters 2 ^
--baseline-mode auto ^
--align-mode visual ^
--keep-components 4 ^
--min-component-area 3 ^
--component-center-bias 0.65 ^
--cell-bleed 0.4 ^
--cell-bleed-max 10 ^
--core-overlap-min 0.35 ^
--charset "АБВГДЕЁЖЗИЙКЛМНОПРСТУФХЦЧШЩЪЫЬЭЮЯабвгдеёжзийклмнопрстуфхцчшщъыьэюя0123456789!?.,;:-""&" ^
--no-auto-invert
Mots déclencheurs
A technical font atlas grid of the Latin charset: "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789!?.,;:-"&". The style is strictly derived from the reference image "Aa".
A technical font atlas grid of the Cyrillic charset: "АБВГДЕЁЖЗИЙКЛМНОПРСТУФХЦЧШЩЪЫЬЭЮЯабвгдеёжзийклмнопрстуфхцчшщъыьэюя0123456789!?.,;:-"&". The style is strictly derived from the reference image "Аа".
SHA256
D1EA9B15FD934E5B9726E00A9AAA2C0322724AEB6F3E799BA2AB894072D20AA0
ID de modèle ModelTrends.ai
#25236
Signaler le contenu
Modèles similaires
Modèles d'IA pour générer image, vidéo et texte
ref2font3 flux2 est un LoRA pour la famille Flux 2 / Klein, référencé sur ModelTrends.ai, un catalogue en lecture seule de modèles d'IA open source pour l'image, la vidéo et le texte. Comparez-le aux autres modèles Flux 2 / Klein, consultez son score de chaleur pour suivre sa tendance et ouvrez-le sur PirateDiffusion ou BitVector pour l'essayer.
Parcourir par famille de modèles
Modèles Text / LLM
411
Modèles Anima
509
Modèles Chroma
14
Modèles Flux
1,071
Modèles Flux 2 / Klein
1,237
Modèles MiniMax H3
332
Modèles Hunyuan
198
Modèles Ideogram
20
Modèles Krea2
675
Modèles Qwen
17
Modèles Qwen2
37
Modèles Ltx2
151
Modèles Stable Diffusion 1.5
6,465
Modèles Stable Diffusion XL 1.0
15,432
Modèles Zimage
804
Modèles Wan
920

Model
Trends
.ai
© ModelTrends.ai
|
© 2026
|
Tous droits réservés
