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.
For more features and to experience the full capabilities of our product, please visit https://vivago.ai/.
2025/4/7
: We've open-sourced the text-to-image model HiDream-I1.
We offer both the full version and distilled models. For more information about the models, please refer to the link under Usage.
Name | Script | Inference Steps | HuggingFace repo |
---|---|---|---|
HiDream-I1-Full | inference.py | 50 | 🤗 HiDream-I1-Full |
HiDream-I1-Dev | inference.py | 28 | 🤗 HiDream-I1-Dev |
HiDream-I1-Fast | inference.py | 16 | 🤗 HiDream-I1-Fast |
Please make sure you have installed Flash Attention. We recommend CUDA versions 12.4 for the manual installation.
pip install -r requirements.txt
Then you can run the inference scripts to generate images:
# For full model inference
python ./inference.py --model_type full
# For distilled dev model inference
python ./inference.py --model_type dev
# For distilled fast model inference
python ./inference.py --model_type fast
Note: The inference script will automatically download
meta-llama/Meta-Llama-3.1-8B-Instruct
model files. If you encounter network issues, you can download these files ahead of time and place them in the appropriate cache directory to avoid download failures during inference.
We also provide a Gradio demo for interactive image generation. You can run the demo with:
python gradio_demo.py
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 |
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 |
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 |
The code in this repository and the HiDream-I1 models are licensed under MIT License.