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base_model:
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- ByteDance-Seed/BAGEL-7B-MoT
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pipeline_tag: any-to-any
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base_model:
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- ByteDance-Seed/BAGEL-7B-MoT
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pipeline_tag: any-to-any
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---
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# 🔥 BAGEL-ReAlign • A Better BAGEL with better image generation and editing performance.
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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.
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For installation, usage instructions, and further documentation, please visit BAGEL's original repository [GitHub repository](https://github.com/bytedance-seed/BAGEL).
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## 🧠 Method
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We present **ReAlign**, a self-supervised training framework that aligns understanding and generation in modest compute.
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Coming soon! Stay tuned~
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## 📊 Benchmarks
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### 1. Visual Understanding
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Remains Unchanged.
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### 2. Text-to-Image Generation · GenEval
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We test it on 1024x1024 resolution.
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| Model | GenEval ↑ | DPGBench ↑ |
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| ------------ | --------- | --------- |
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| **BAGEL** | 0.787 | 84.03 |
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| **BAGEL-ReAligned** | **0.824** | **85.29** |
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### 3. Image Editing
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| Model | GEdit-Bench-EN (SC) ↑ | GEdit-Bench-EN (PQ) ↑ | GEdit-Bench-EN (O) ↑ | ImgEdit ↑ |
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| ------------- | --------------------- | --------------------- | ------------------- | ------------------ |
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| **BAGEL** | 7.96 | 6.64 | 6.94 | 3.38 |
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| **BAGEL-NHR** | 8.04 | 6.87 | 7.08 | 3.48 |
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| **BAGEL-ReAlign** | **8.24** | 6.87 | **7.27** | **3.75** |
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| **FLUX Kontext** | 6.95 | **7.30** | 6.27 | 3.59 |
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## License
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BAGEL-ReAlign is licensed under the Apache 2.0 license.
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## ✍️ Citation
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Coming soon!
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