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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Ovis-Image is a 7B text-to-image model specifically optimized for high-quality text rendering, designed to operate efficiently under stringent computational constraints.
| Date | Stars |
|---|---|
| 2026-07-24 | 319 |
| 2026-07-25 | 319 |
| 2026-07-28 | 319 |
| 2026-07-30 | 319 |
| 2026-07-31 | 321 |
| 2026-08-06 | 321 |
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<img src=https://cdn-uploads.huggingface.co/production/uploads/637aebed7ce76c3b834cea37/3IK823BZ8w-mz_QfeYkDn.png width="30%"/>
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<p align="center">
<img src="docs/imgs/ovis_image_title.png" width="40%">
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Ovis-Image
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<p align="center">
<a href="https://arxiv.org/abs/2511.22982"><img src="https://img.shields.io/badge/arXiv_paper-2511.22982-b31b1b.svg" alt="arxiv"></a>
<a href="https://github.com/AIDC-AI/Ovis-Image/blob/main/docs/Ovis_Image_Technical_Report.pdf"><img src="https://img.shields.io/badge/Paper-PDF-b31b1b" alt="paper"></a>
<a href="https://github.com/AIDC-AI/Ovis-Image"><img src="https://img.shields.io/badge/GitHub-AIDC--AI/Ovis--Image-blue?style=flat&logo=github" alt="code"></a>
<a href="https://huggingface.co/spaces/AIDC-AI/Ovis-Image-7B"><img src="https://img.shields.io/badge/🎨_HF_Spaces-AIDC--AI/Ovis--Image--7B-lightblack" alt="demo"></a>
<a href="https://huggingface.co/AIDC-AI/Ovis-Image-7B"><img src="https://img.shields.io/badge/🤗_Model-AIDC--AI/Ovis--Image--7B-yellow" alt="model"></a>
</p>
Built upon [Ovis-U1](https://github.com/AIDC-AI/Ovis-U1), Ovis-Image is a 7B text-to-image model specifically optimized for high-quality text rendering, designed to operate efficiently under stringent computational constraints.
<p align="center">
<img src="docs/imgs/ovis_image_arch_v3.png" width="95%">
<br>
<em>The overall architecture of Ovis-Image (cf. Fig.2 in our report).</em>
</p>
## 🏆 Highlights
* **Strong text rendering at a compact 7B scale**: Ovis-Image is a 7B text-to-image model that delivers text rendering quality comparable to much larger 20B-class systems such as Qwen-Image and competitive with leading closed-source models like GPT4o in text-centric scenarios, while remaining small enough to run on widely accessible hardware.
* **High fidelity on text-heavy, layout-sensitive prompts**: The model excels on prompts that demand tight alignment between linguistic content and rendered typography (e.g., posters, banners, logos, UI mockups, infographics), producing legible, correctly spelled, and semantically consistent text across diverse fonts, sizes, and aspect ratios without compromising overall visual quality.
* **Efficiency and deployability**: With its 7B parameter budget and streamlined architecture, Ovis-Image fits on a single high-end GPU with moderate memory, supports low-latency interactive use, and scales to batch production serving, bringing near–frontier text rendering to applications where tens-of-billions–parameter models are impractical.
## ✨ Showcase
Here are some examples demonstrating the capabilities of Ovis-Image.
<figure>
<img src="docs/imgs/ovis_image_case.png" alt="Ovis-Image examples">
<figcaption style="text-align: center;"></figcaption>
</figure>
## 🚀 News
- [2025/12/19] 🔥 Ovis-Image has been merged into [`vllm-omni`](https://github.com/vllm-project/vllm-omni/pull/263)!
- [2025/12/7] 🔥 Ovis-Image has been merged into [`stable-diffusion.cpp`](https://github.com/leejet/stable-diffusion.cpp/blob/master/docs/ovis_image.md)!
- [2025/12/3] 🔥 Ovis-Image has been merged into [`diffusers`](https://github.com/huggingface/diffusers/pull/12740)!
- [2025/12/2] 🔥 Ovis-Image has been merged into [`ComfyUI`](https://github.com/comfyanonymous/ComfyUI/pull/11030)!
- [2025/11/29] 🔥 Announcing Ovis-Image ([Model](https://huggingface.co/AIDC-AI/Ovis-Image-7B))!
## 🛠️ Inference
### Inference with Diffusers
First, install the `diffusers` library with support for Ovis-Image.
```bash
# pip install git+https://github.com/DoctorKey/diffusers.git@ovis-image
# pip install git+https://github.com/huggingface/diffusers
pip install diffusers>=0.36.0
```
Next, use the `OvisImagePipeline` to generate the image.
```python
import torch
from diffusers import OvisImagePipeline
pipe = OvisImagePipeline.from_pretrained("AIDC-AI/Ovis-Image-7B", torch_dtype=torch.bfloat16)
pipe.to("cuda")
prompt = "A creative 3D aExcerpt of 13,552 characters
Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:d9821afeec45ae7f, topic:image-generation, topic:text-to-image, desc:text-to-image