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# HiDream-I1
# HiDream-I1 4Bit Quantized Model
![HiDream-I1 Demo](assets/demo.jpg)
This repository is a fork of `HiDream-I1` quantized to 4 bits, allowing it to run in less than 16GB of VRAM.
`HiDream-I1` is a new open-source image generative foundation model with 17B parameters that achieves state-of-the-art image generation quality within seconds.
<span style="color: #FF5733; font-weight: bold">For more features and to experience the full capabilities of our product, please visit [https://vivago.ai/](https://vivago.ai/).</span>
## Project Updates
- 🤗 **April 8, 2025**: We've launched a Hugging Face Space for **HiDream-I1-Dev**. Experience our model firsthand at [https://huggingface.co/spaces/HiDream-ai/HiDream-I1-Dev](https://huggingface.co/spaces/HiDream-ai/HiDream-I1-Dev)!
- 🚀 **April 7, 2025**: We've open-sourced the text-to-image model **HiDream-I1**.
> `HiDream-I1` is a new open-source image generative foundation model with 17B parameters that achieves state-of-the-art image generation quality within seconds.
## Models
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```
## Evaluation Metrics
### DPG-Bench
| Model | Overall | Global | Entity | Attribute | Relation | Other |
| -------------- | --------- | ------ | ------ | --------- | -------- | ----- |
| PixArt-alpha | 71.11 | 74.97 | 79.32 | 78.60 | 82.57 | 76.96 |
| SDXL | 74.65 | 83.27 | 82.43 | 80.91 | 86.76 | 80.41 |
| DALL-E 3 | 83.50 | 90.97 | 89.61 | 88.39 | 90.58 | 89.83 |
| Flux.1-dev | 83.79 | 85.80 | 86.79 | 89.98 | 90.04 | 89.90 |
| SD3-Medium | 84.08 | 87.90 | 91.01 | 88.83 | 80.70 | 88.68 |
| Janus-Pro-7B | 84.19 | 86.90 | 88.90 | 89.40 | 89.32 | 89.48 |
| CogView4-6B | 85.13 | 83.85 | 90.35 | 91.17 | 91.14 | 87.29 |
| **HiDream-I1** | **85.89** | 76.44 | 90.22 | 89.48 | 93.74 | 91.83 |
### GenEval
| Model | Overall | Single Obj. | Two Obj. | Counting | Colors | Position | Color attribution |
| -------------- | -------- | ----------- | -------- | -------- | ------ | -------- | ----------------- |
| SDXL | 0.55 | 0.98 | 0.74 | 0.39 | 0.85 | 0.15 | 0.23 |
| PixArt-alpha | 0.48 | 0.98 | 0.50 | 0.44 | 0.80 | 0.08 | 0.07 |
| Flux.1-dev | 0.66 | 0.98 | 0.79 | 0.73 | 0.77 | 0.22 | 0.45 |
| DALL-E 3 | 0.67 | 0.96 | 0.87 | 0.47 | 0.83 | 0.43 | 0.45 |
| CogView4-6B | 0.73 | 0.99 | 0.86 | 0.66 | 0.79 | 0.48 | 0.58 |
| SD3-Medium | 0.74 | 0.99 | 0.94 | 0.72 | 0.89 | 0.33 | 0.60 |
| Janus-Pro-7B | 0.80 | 0.99 | 0.89 | 0.59 | 0.90 | 0.79 | 0.66 |
| **HiDream-I1** | **0.83** | 1.00 | 0.98 | 0.79 | 0.91 | 0.60 | 0.72 |
### HPSv2.1 benchmark
| Model | Averaged | Animation | Concept-art | Painting | Photo |
| --------------------- | --------- | --------- | ----------- | -------- | ----- |
| Stable Diffusion v2.0 | 26.38 | 27.09 | 26.02 | 25.68 | 26.73 |
| Midjourney V6 | 30.29 | 32.02 | 30.29 | 29.74 | 29.10 |
| SDXL | 30.64 | 32.84 | 31.36 | 30.86 | 27.48 |
| Dall-E3 | 31.44 | 32.39 | 31.09 | 31.18 | 31.09 |
| SD3 | 31.53 | 32.60 | 31.82 | 32.06 | 29.62 |
| Midjourney V5 | 32.33 | 34.05 | 32.47 | 32.24 | 30.56 |
| CogView4-6B | 32.31 | 33.23 | 32.60 | 32.89 | 30.52 |
| Flux.1-dev | 32.47 | 33.87 | 32.27 | 32.62 | 31.11 |
| stable cascade | 32.95 | 34.58 | 33.13 | 33.29 | 30.78 |
| **HiDream-I1** | **33.82** | 35.05 | 33.74 | 33.88 | 32.61 |
## License
The code in this repository and the HiDream-I1 models are licensed under [MIT License](./LICENSE).