ga_andy_warhol

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

Method

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

Usage

from diffusers import StableDiffusionPipeline
import torch

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

Citation

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

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