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DiffusionConceptErasure/ga_airliner

sourceHugging Facemitupdated 1y agoView on Hugging Face

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ga_airliner

This is a concept-erased Stable Diffusion model using the Gradient Ascent (GA) method to remove the concept "Airliner".

Method

Gradient Ascent (GA) actively pushes the model away from generating the target concept.

Usage

python

from diffusers import StableDiffusionPipeline
import torch

pipe = StableDiffusionPipeline.from_pretrained("ErasureResearch/ga_airliner", torch_dtype=torch.float16).to("cuda")
prompt = "a photo of a airliner"
image = pipe(prompt).images[0]
image.save("erased_airliner.png")

Citation

If you use this model in your research, please cite:

bibtex

@article{concept_erasure_2024,
  title={Concept Erasure in Diffusion Models},
  author={ErasureResearch Team},
  journal={Proceedings of...},
  year={2024}
}