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Generative Powers of Ten

from: "Path leading to the dense forest..."

teaser
to: "... close-up of tree bark showing small cracks, lichen, and insects"

Implementation / replication of Generative Powers of Ten, using Stability AI's DeepFloyd IF.

🛠️ Usage

First, refer to the examples folder to see how to structure your prompts and zoom level p in a metadata.json file.

Then, simply run:

python generate.py --name <name> --seed <seed>

You can customize various generation parameters (e.g., steps, cfg, negative, etc.) as well.

To generate a video animation based on the generated images, run:

python make_animation.py <generated_images_folder>

🌄 Other Examples

from: "A aerial photo capturing Hawaii's islands..."

teaser

to: "... a man standing on the edge of a volcano's caldera, waving at the camera"

from: "A sunflower field from afar..."

teaser

to: "... the honey bee sipping nectar and transferring pollen"

📑 Citation

If you find this repository useful, consider giving it a star 🌟 and refer to the original paper:

@article{wang2023generativepowers,
    title={Generative Powers of Ten},
    author={Xiaojuan Wang and Janne Kontkanen and Brian Curless and Steve Seitz and Ira Kemelmacher 
        and Ben Mildenhall and Pratul Srinivasan and Dor Verbin and Aleksander Holynski},
    journal={arXiv preprint arXiv:2312.02149},
    year={2023}
}

🤝 Acknowledgements

Thanks to Yifan Zhou for providing the foundation to reproducing this work.

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An implementation of "Generative Powers of Ten" using DeepFloyd IF

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