Security and privacy on generative data in aigc: A survey

T Wang, Y Zhang, S Qi, R Zhao, Z **a… - ACM Computing Surveys, 2024 - dl.acm.org
The advent of artificial intelligence-generated content (AIGC) represents a pivotal moment in
the evolution of information technology. With AIGC, it can be effortless to generate high …

A survey of ai-generated content (aigc)

Y Cao, S Li, Y Liu, Z Yan, Y Dai, P Yu, L Sun - ACM Computing Surveys, 2024 - dl.acm.org
Recently, Artificial Intelligence Generated Content (AIGC) has gained significant attention
from society, especially with the rise of Generative AI (GAI) techniques such as ChatGPT …

Editguard: Versatile image watermarking for tamper localization and copyright protection

X Zhang, R Li, J Yu, Y Xu, W Li… - Proceedings of the …, 2024 - openaccess.thecvf.com
In the era of AI-generated content (AIGC) malicious tampering poses imminent threats to
copyright integrity and information security. Current deep image watermarking while widely …

Copyright protection in generative ai: A technical perspective

J Ren, H Xu, P He, Y Cui, S Zeng, J Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
Generative AI has witnessed rapid advancement in recent years, expanding their
capabilities to create synthesized content such as text, images, audio, and code. The high …

A watermark-conditioned diffusion model for ip protection

R Min, S Li, H Chen, M Cheng - European Conference on Computer …, 2024 - Springer
The ethical need to protect AI-generated content has been a significant concern in recent
years. While existing watermarking strategies have demonstrated success in detecting …

Diagnosis: Detecting unauthorized data usages in text-to-image diffusion models

Z Wang, C Chen, L Lyu, DN Metaxas… - The Twelfth International …, 2023 - openreview.net
Recent text-to-image diffusion models have shown surprising performance in generating
high-quality images. However, concerns have arisen regarding the unauthorized data usage …

Leveraging optimization for adaptive attacks on image watermarks

N Lukas, A Diaa, L Fenaux, F Kerschbaum - arxiv preprint arxiv …, 2023 - arxiv.org
Untrustworthy users can misuse image generators to synthesize high-quality deepfakes and
engage in online spam or disinformation campaigns. Watermarking deters misuse by …

Gaussian Shading: Provable Performance-Lossless Image Watermarking for Diffusion Models

Z Yang, K Zeng, K Chen, H Fang… - Proceedings of the …, 2024 - openaccess.thecvf.com
Ethical concerns surrounding copyright protection and inappropriate content generation
pose challenges for the practical implementation of diffusion models. One effective solution …

Safe-sd: Safe and traceable stable diffusion with text prompt trigger for invisible generative watermarking

Z Ma, G Jia, B Qi, B Zhou - Proceedings of the 32nd ACM International …, 2024 - dl.acm.org
Recently, stable diffusion (SD) models have typically flourished in the field of image
synthesis and personalized editing, with a range of photorealistic and unprecedented …

ProMark: Proactive Diffusion Watermarking for Causal Attribution

V Asnani, J Collomosse, T Bui, X Liu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Generative AI (GenAI) is transforming creative workflows through the capability to synthesize
and manipulate images via high-level prompts. Yet creatives are not well supported to …