Lokaal uitvoeren
Ref2FontV3.safetensors
316 MB · SafeTensor · bf16
Downloads worden geleverd door Civitai. Sommige makers vragen eerst om in te loggen op Civitai.
Over dit model
FLUX 2 / KLEIN · LoRA's
by SnJake - Ref2Font - FLUX.2 Klein 9B Fonts LoRA V3
Notities van de maker
# 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
Triggerwoorden
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
ModelTrends.ai model-ID
#25236
Inhoud melden
Vergelijkbare modellen
AI-modellen voor het genereren van afbeeldingen, video en tekst
ref2font3 flux2 is een LoRA voor de Flux 2 / Klein-familie, vermeld op ModelTrends.ai, een alleen-lezen catalogus van open source AI-modellen voor afbeeldingen, video en tekst. Vergelijk het met andere Flux 2 / Klein-modellen, bekijk de populariteitsscore om de trend te zien en open het op PirateDiffusion of BitVector om het te proberen.
Bladeren op modelfamilie
Text / LLM-modellen
411
Anima-modellen
509
Chroma-modellen
14
Flux-modellen
1,071
Flux 2 / Klein-modellen
1,237
MiniMax H3-modellen
332
Hunyuan-modellen
198
Ideogram-modellen
20
Krea2-modellen
675
Qwen-modellen
17
Qwen2-modellen
37
Ltx2-modellen
151
Stable Diffusion 1.5-modellen
6,465
Stable Diffusion XL 1.0-modellen
15,432
Zimage-modellen
804
Wan-modellen
920

Model
Trends
.ai
© ModelTrends.ai
|
© 2026
|
Alle rechten voorbehouden
