Model reference · open weights

Ming-Image-0.1-Design

Available as managed deployment NEW · this week Image inclusionAI Text→image 1 variants 0 dl/mo

Ming-Image-0.1-Design is an open-weight image model from inclusionAI. AxForge deploys and operates it for you on dedicated EU-owned hardware — with the licence handled where one is required.

Available as managed deployment — configured and operated for you on dedicated EU hardware, quoted per deployment.

What it is

Released byinclusionAI
TypeImage models
TaskText→image
Parameters (lead)6.2B
Runs withcustom
Released2026-09-17
Popularity0 downloads / month
LicenceOpen weights

About

What Ming-Image-0.1-Design is

🧩 ModelScope · 🤗 Hugging Face · 📄 Blog · 🖥️ Demo 🎨 Design Skill · 📊 PPT Skill

Ming-Image-0.1-Design is a 6B text-to-image model for UI, infographics, posters, and other text-rich visual designs. It generates complete visual compositions and supports RGBA output with transparent backgrounds.

Read the full model card

UI/UX Design leaderboard

Quick Start

Use the companion Ming-Image repository for installation and inference:

git clone https://github.com/inclusionAI/Ming-Image
cd Ming-Image
pip install -r requirements.txt

python infer.py \
  --model inclusionAI/Ming-Image-0.1-Design \
  --task text-to-image \
  --prompt assets/t2i_four_seasons_cabin_prompt.json \
  --resolution 2048 \
  --output-dir outputs/t2i

Prompt enhancement (PE) can use Ling-3.0-flash-VL or qwen3.8-27B; see text-to-image prompt rewriting.

Transparent-background generation

For transparent-background generation, prepend exactly one of the recommended RGBA phrases. See the transparent-background generation tip.

Deployment

We recommend the following inference frameworks to serve the model:

Recommended settings

  • Resolution: 2048 x 2048 (recommended), or 1024 x 1024 for faster generation.
  • Sampling steps: 12.
  • CFG scale: 1.0.
  • Precision: BF16.
  • Hardware: one CUDA GPU with 80 GiB VRAM (validated configuration).

The public inference code maps text-to-image resolution requests to the supported 1024 or 2048 bucket.

Gallery

Text-to-image

Transparent-background text-to-image

The checkerboard is used only to preview transparency; it is not part of the generated RGBA images.

License

This model is released under the MIT License.

From the published model card. Full card on the HuggingFace links in the sidebar.

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys ming-image-0-1-design for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (ming-image-0-1-design below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/images/generations \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"ming-image-0-1-design","prompt":"a red bicycle","size":"1024x1024"}'

Create an account — your API key is available in the console. 3M free tokens every 30 days with every new account.

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