| | --- |
| | license: apache-2.0 |
| | language: |
| | - en |
| | - zh |
| | pipeline_tag: text-to-image |
| | library_name: transformers |
| | --- |
| | |
| | <div align="center"> |
| | <img src="assets/longcat-image_logo.svg" width="45%" alt="LongCat-Image" /> |
| | </div> |
| | <hr> |
| |
|
| | <div align="center" style="line-height: 1;"> |
| | <a href='https://arxiv.org/pdf/2512.07584'><img src='https://img.shields.io/badge/Technical-Report-red'></a> |
| | <a href='https://github.com/meituan-longcat/LongCat-Image'><img src='https://img.shields.io/badge/GitHub-Code-black'></a> |
| | <a href='https://github.com/meituan-longcat/LongCat-Flash-Chat/blob/main/figures/wechat_official_accounts.png'><img src='https://img.shields.io/badge/WeChat-LongCat-brightgreen?logo=wechat&logoColor=white'></a> |
| | <a href='https://x.com/Meituan_LongCat'><img src='https://img.shields.io/badge/Twitter-LongCat-white?logo=x&logoColor=white'></a> |
| | </div> |
| | |
| | <div align="center" style="line-height: 1;"> |
| |
|
| | [//]: # ( <a href='https://meituan-longcat.github.io/LongCat-Image/'><img src='https://img.shields.io/badge/Project-Page-green'></a>) |
| | <a href='https://huggingface.co/meituan-longcat/LongCat-Image'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-LongCat--Image-blue'></a> |
| | <a href='https://huggingface.co/meituan-longcat/LongCat-Image-Dev'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-LongCat--Image--Dev-blue'></a> |
| | <a href='https://huggingface.co/meituan-longcat/LongCat-Image-Edit'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-LongCat--Image--Edit-blue'></a> |
| | </div> |
| |
|
| | ## Introduction |
| | **LongCat-Image-Dev** is a development variant of LongCat-Image, representing a mid-training checkpoint that is released to facilitate downstream development by the community, such as secondary fine-tuning via SFT, LoRA, and other customization methods. |
| | <div align="center"> |
| | <img src="assets/model_struct.jpg" width="90%" alt="LongCat-Image Model Architecture" /> |
| | </div> |
| |
|
| | ### Key Features |
| |
|
| | - 🔧 **True Developer-Ready Foundation**: Unlike typical release-the-final-model-only approaches, we provide the Dev—a high-plasticity, unconstrained state that avoids RL-induced rigidity. This enables seamless fine-tuning without fighting against over-aligned parameter spaces. |
| |
|
| | - 🛠️ **Full-Stack Training Framework**: We ship production-ready code for **SFT**, **LoRA fine-tuning**, **DPO/GRPO/MPO alignment**, and **specialized Edit training**. Every stage from pre-training data curation to reward model integration is reproducible, empowering researchers to build on our exact pipeline rather than reverse-engineering it. |
