VINO-weight

VINO — Unified Visual Generator (Official Weights)

<p align="center"> <img src="https://raw.githubusercontent.com/SOTAMak1r/VINO-code/main/assets/readme/logo.png" width="420"/> </p> <p align="center"> <b>VINO: A Unified Visual Generator with Interleaved OmniModal Context</b> </p> <p align="center"> 🌐 <a href="https://sotamak1r.github.io/VINO-web/">Project Page</a> • 📑 <a href="https://arxiv.org/abs/2601.02358">Paper</a> • 💻 <a href="https://github.com/SOTAMak1r/VINO-code">Code</a> • 📺 <a href="https://www.youtube.com/watch?v=4jXkEk3r2pw">Demo Video</a> </p>

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🔥 What is VINO?

VINO is a unified image & video generation and editing framework powered by a Vision-Language Model (VLM) and Multi-Modal Diffusion Transformer (MMDiT).

A single set of weights supports:

• Text-to-Image
• Text-to-Video
• Image-to-Video
• Multi-Image-to-Video
• Image Editing
• Video Editing
• Element Cloning

One model. All visual generation & editing tasks.

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📦 Contents of This Repository

This Hugging Face repository provides the official VINO model weights, including:

• MMDiT backbone
• Learnable multimodal tokens

These weights are intended to be used with:

👉 https://github.com/SOTAMak1r/VINO-code

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🧩 Required Base Models

VINO depends on the following public checkpoints:

They will be automatically downloaded by the VINO codebase.

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⬇️ Download

Option 1: Hugging Face CLI

huggingface-cli download SOTAMak1r/VINO-weight \
  --local-dir ./checkpoints/SOTAMak1r/VINO-weight \
  --local-dir-use-symlinks False

Option 2: Inside VINO Repo (recommanded)

python download.py --ak YOUR_HF_TOKEN

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🚀 Quick Start

See full instructions in:

👉 https://github.com/SOTAMak1r/VINO-code

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📄 License

• Model Weights: CC BY-NC 4.0 (Non-Commercial Only)
• Code: Apache 2.0

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📝 Citation

@article{chen2026vino,
  title={VINO: A Unified Visual Generator with Interleaved OmniModal Context},
  author={Chen, Junyi and He, Tong and Fu, Zhoujie and Wan, Pengfei and Gai, Kun and Ye, Weicai},
  journal={arXiv preprint arXiv:2601.02358},
  year={2026}
}