Datasets:
metadata
dataset_info:
features:
- name: url
dtype: string
- name: caption
dtype: string
splits:
- name: members
num_bytes: 2192248
num_examples: 13396
- name: nonmembers
num_bytes: 4395869
num_examples: 26874
download_size: 5044720
dataset_size: 6588117
license: mit
task_categories:
- text-to-image
language:
- en
tags:
- membership
- latent diffusion
pretty_name: LAION-mi
size_categories:
- 10K<n<100K
Dataset Card for "LAION-mi"
This is a dataset from Towards More Realistic Membership Inference Attacks on Large Diffusion Models, link.
We provide a robust evaluation setup for membership inference attacks on a state-of-the-art Stable Diffusion model and publish the corresponding dataset along with the proposed setup.
Citing
If you find our work useful in your research, please cite as
@misc{dubiński2023realistic,
title={Towards More Realistic Membership Inference Attacks on Large Diffusion Models},
author={Jan Dubiński and Antoni Kowalczuk and Stanisław Pawlak and Przemysław Rokita and Tomasz Trzciński and Paweł Morawiecki},
year={2023},
eprint={2306.12983},
archivePrefix={arXiv},
primaryClass={cs.LG}
}