Ovis-Image - Ali AIDC-AI team's open source Vincentian graph model

What is Ovis-Image?

Ovis-Image is a 7 billion parameter text-generated image model open-sourced by the AIDC-AI team of Alibaba International Digital Commerce Group, focusing on high-quality text rendering. Based on the Ovis-U1 architecture, it inherits advanced visual decoders and bi-directional Token A refiner that handles complex text layout needs such as posters, banners, logos, etc. Ovis-Image excels at text rendering, supporting a wide range of fonts, sizes, and aspect ratios while maintaining legible text and semantic coherence.

Features of Ovis-Image

• High-fidelity text renderingGenerate clear, accurate, and semantically coherent text in a variety of fonts, sizes, and aspect ratios for posters, banners, UI design, and more.
• Complex Layout Processing: Specializing in complex text layout requirements, we can accurately match linguistic content and typographic presentation to meet diverse design requirements.
• Multi-language support: Supports text rendering in multiple languages, adapting to the needs of image generation in different language environments.
• Efficient deployment and operationThe newest version of the GPU is the newest version of the GPU: it runs on a single high-end GPU, supports low-latency interactions, and is suited for mass production environments to improve generation efficiency.
• High quality image generation: In addition to text rendering, it generates high-quality image content and is suitable for a wide range of text-to-image generation tasks.

Ovis-Image's core strengths

• Compact size and efficient performanceThe result is a text rendering quality comparable to that of a 20 billion parameter model, running efficiently on a single high-end GPU for low-latency interactions and mass production.
• High-fidelity text renderingThe text generated is legible, accurately spelled and semantically coherent, and supports a wide range of fonts, sizes and aspect ratios to suit different scenarios.
• Multi-language support: Multi-language text rendering capability, adapting to different language environments and expanding the scope of application of the model.
• Complex Layout Processing: Accurately handle complex text layout requirements, ensuring that linguistic content and typographic presentation are highly matched to meet diverse design requirements.

What is Ovis-Image's official website

• Github repository:: https://github.com/AIDC-AI/Ovis-Image
• HuggingFace Model Library:: https://huggingface.co/AIDC-AI/Ovis-Image-7B
• arXiv Technical Paper:: https://arxiv.org/pdf/2511.22982

Who is Ovis-Image for?

• designer: For graphic designers, UI/UX designers, etc., for quickly generating posters, banners, interface prototypes and other visual design materials to improve design efficiency.
• Advertising and marketing staff: Helps create ad creative, social media images, promotional posters, and more, quickly generating visual content that matches your brand's style.
• content creator: Includes self-publishers, bloggers, video producers, etc. for generating high-quality graphic content, video covers, infographics, and more.
• Corporate & Brand Team: For branding, product promotion and rapid production of visual marketing materials in line with brand image.
• Developers & Technical Team: Used in projects that require integrated text rendering functionality, such as development and design tools, automated content generation platforms, etc.
• creative worker: e.g. illustrators, artists, etc., for creative inspiration and rapid generation of initial design concepts or visual sketches.