mirror of
https://www.modelscope.cn/deepseek-ai/Janus-Pro-7B.git
synced 2026-03-16 04:57:01 +08:00
61 lines
2.5 KiB
Markdown
61 lines
2.5 KiB
Markdown
---
|
||
license: mit
|
||
license_name: deepseek
|
||
license_link: LICENSE
|
||
pipeline_tag: any-to-any
|
||
library_name: transformers
|
||
tags:
|
||
- muiltimodal
|
||
- text-to-image
|
||
- unified-model
|
||
---
|
||
|
||
## 1. Introduction
|
||
|
||
Janus-Pro is a novel autoregressive framework that unifies multimodal understanding and generation.
|
||
It addresses the limitations of previous approaches by decoupling visual encoding into separate pathways, while still utilizing a single, unified transformer architecture for processing. The decoupling not only alleviates the conflict between the visual encoder’s roles in understanding and generation, but also enhances the framework’s flexibility.
|
||
Janus-Pro surpasses previous unified model and matches or exceeds the performance of task-specific models.
|
||
The simplicity, high flexibility, and effectiveness of Janus-Pro make it a strong candidate for next-generation unified multimodal models.
|
||
|
||
[**Github Repository**](https://github.com/deepseek-ai/Janus)
|
||
|
||
<div align="center">
|
||
<img alt="image" src="janus_pro_teaser1.png" style="width:90%;">
|
||
</div>
|
||
|
||
<div align="center">
|
||
<img alt="image" src="janus_pro_teaser2.png" style="width:90%;">
|
||
</div>
|
||
|
||
|
||
### 2. Model Summary
|
||
|
||
Janus-Pro is a unified understanding and generation MLLM, which decouples visual encoding for multimodal understanding and generation.
|
||
Janus-Pro is constructed based on the DeepSeek-LLM-1.5b-base/DeepSeek-LLM-7b-base.
|
||
|
||
For multimodal understanding, it uses the [SigLIP-L](https://huggingface.co/timm/ViT-L-16-SigLIP-384) as the vision encoder, which supports 384 x 384 image input. For image generation, Janus-Pro uses the tokenizer from [here](https://github.com/FoundationVision/LlamaGen) with a downsample rate of 16.
|
||
|
||
|
||
|
||
## 3. Quick Start
|
||
|
||
Please refer to [**Github Repository**](https://github.com/deepseek-ai/Janus)
|
||
|
||
|
||
## 4. License
|
||
|
||
This code repository is licensed under [the MIT License](https://github.com/deepseek-ai/DeepSeek-LLM/blob/HEAD/LICENSE-CODE). The use of Janus-Pro models is subject to [DeepSeek Model License](https://github.com/deepseek-ai/DeepSeek-LLM/blob/HEAD/LICENSE-MODEL).
|
||
## 5. Citation
|
||
|
||
```
|
||
@article{chen2025janus,
|
||
title={Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling},
|
||
author={Chen, Xiaokang and Wu, Zhiyu and Liu, Xingchao and Pan, Zizheng and Liu, Wen and Xie, Zhenda and Yu, Xingkai and Ruan, Chong},
|
||
journal={arXiv preprint arXiv:2501.17811},
|
||
year={2025}
|
||
}
|
||
```
|
||
|
||
## 6. Contact
|
||
|
||
If you have any questions, please raise an issue or contact us at [service@deepseek.com](mailto:service@deepseek.com). |