metadata
license: mit
tags:
- diffusion
- concept-erasure
- stable-diffusion
- esdx
- garbage_truck
datasets:
- imagenet
language:
- en
pipeline_tag: text-to-image
esdx_garbage_truck
This is a concept-erased Stable Diffusion model using the Exact Source Distillation (ESD-X) method to remove the concept "Garbage Truck".
Method
Exact Source Distillation (ESD-X) erases concepts by distilling knowledge while excluding specific concept representations.
Usage
from diffusers import StableDiffusionPipeline
import torch
pipe = StableDiffusionPipeline.from_pretrained("ErasureResearch/esdx_garbage_truck", torch_dtype=torch.float16).to("cuda")
prompt = "a photo of a garbage_truck"
image = pipe(prompt).images[0]
image.save("erased_garbage_truck.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}
}