---
title: BAGEL-ReAlign
canonical_url: "https://www.modelscope.cn/models/AI-ModelScope/BAGEL-ReAlign"
md_url: "https://www.modelscope.cn/models/AI-ModelScope/BAGEL-ReAlign.md"
repository: AI-ModelScope/BAGEL-ReAlign
last_updated: 2025-08-26
license: apache-2.0
pipeline_tag: any-to-any
tasks:
  - any-to-any
base_model:
  - ByteDance-Seed/BAGEL-7B-MoT
base_model_relation: finetune
parameters: 14.7B
tensor_type:
  - BF16
  - F32
library_name:
  - safetensors
  - pytorch
frameworks:
  - pytorch
language:
  - en
  - zh
downloads: 24
stars: 0
---

# BAGEL-ReAlign

> BAGEL-ReAlign - AI-ModelScope 在 ModelScope 开源的模型。BAGEL-ReAlign (Paper Coming Soon)

AI-ModelScope/BAGEL-ReAlign 是 ModelScope 魔搭社区上的 14.7B 参数any-to-any模型，采用 apache-2.0 许可，基于 ByteDance-Seed/BAGEL-7B-MoT 构建。

- **Repository**: AI-ModelScope/BAGEL-ReAlign
- **License**: apache-2.0
- **Tasks**: any-to-any
- **Parameters**: 14.7B
- **Base model**: ByteDance-Seed/BAGEL-7B-MoT
- **Downloads**: 24
- **Stars**: 0
- **Last updated**: 2025-08-26

Source: https://www.modelscope.cn/models/AI-ModelScope/BAGEL-ReAlign

---

# BAGEL-ReAlign (Paper Coming Soon)

> A self-supervised training framework that aligns understanding and generation in modest compute, with huge **zero-shot** gain on generation and editing capability.

This repository hosts the model weights for **BAGEL-ReAlign**. We fine-tuned BAGEL on 6 80GB NVIDIA A800 for only 27 GPU hours. While the understanding capability remains unchanged, our ReAlign method brings +3.6 **zero-shot improvement** on GenEval , +1.26 on DPGBench, +0.37 on ImgEdit and +0.33 on GEdit.

For installation, usage instructions, and further documentation, please visit BAGEL's original [GitHub repository](https://github.com/bytedance-seed/BAGEL).

## 🧠 Method

Coming soon! Stay tuned~

## 📊 Benchmarks

### 1. Text-to-Image Generation 

We test it on 1024x1024 resolution.

| Model        | GenEval ↑ | DPGBench ↑ | WISE ↑ |
| ------------ | --------- | --------- | --------- |
| **BAGEL**    | 0.787  | 84.03  | 0.50 |
| **BAGEL-ReAlign**    | **0.824**  | **85.29** | **0.52** |

### 2. Image Editing

| Model         | GEdit-Bench-EN (SC) ↑ | GEdit-Bench-EN (PQ) ↑ | GEdit-Bench-EN (O) ↑ | ImgEdit ↑ |
| ------------- | --------------------- | --------------------- | ------------------- | ------------------ |
| **BAGEL**     | 7.96 | 6.64 | 6.94 | 3.38 |
| **BAGEL-NHR** | 8.04 | 6.87  | 7.08 | 3.48 |
| **BAGEL-ReAlign** | **8.24**  | 6.87  | **7.27**  | **3.75** |
| **FLUX Kontext** | 6.95 | **7.30** | 6.27  | 3.59 |


![image/png](https://cdn-uploads.huggingface.co/production/uploads/64e99fc07e2ec711a7138262/lGur0scJWaCGkAwH2AHxy.png)

## License

BAGEL-ReAlign is licensed under the Apache 2.0 license. 

## ✍️ Citation

Coming soon!