Security and privacy on generative data in aigc: A survey

T Wang, Y Zhang, S Qi, R Zhao, X Zhihua… - ACM Computing …, 2023 - 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 …

TIGER: Time-Varying Denoising Model for 3D Point Cloud Generation with Diffusion Process

Z Ren, M Kim, F Liu, X Liu - … of the IEEE/CVF Conference on …, 2024 - openaccess.thecvf.com
Recently diffusion models have emerged as a new powerful generative method for 3D point
cloud generation tasks. However few works study the effect of the architecture of the …

Proactive Schemes: A Survey of Adversarial Attacks for Social Good

V Asnani, X Yin, X Liu - arXiv preprint arXiv:2409.16491, 2024 - arxiv.org
Adversarial attacks in computer vision exploit the vulnerabilities of machine learning models
by introducing subtle perturbations to input data, often leading to incorrect predictions or …

To Authenticity, and Beyond! Building safe and fair generative AI upon the three pillars of provenance

J Collomosse, A Parsons - IEEE Computer Graphics and …, 2024 - ieeexplore.ieee.org
Provenance facts, such as who made an image and how, can provide valuable context for
users to make trust decisions about visual content. Against a backdrop of inexorable …

An efficient watermarking method for latent diffusion models via low-rank adaptation

D Lin, Y Li, B Tondi, B Li, M Barni - arXiv preprint arXiv:2410.20202, 2024 - arxiv.org
The rapid proliferation of deep neural networks (DNNs) is driving a surge in model
watermarking technologies, as the trained deep models themselves serve as intellectual …

Perturb, Attend, Detect and Localize (PADL): Robust Proactive Image Defense

F Bartolucci, I Masi, G Lisanti - arXiv preprint arXiv:2409.17941, 2024 - arxiv.org
Image manipulation detection and localization have received considerable attention from
the research community given the blooming of Generative Models (GMs). Detection methods …

OmniGuard: Hybrid Manipulation Localization via Augmented Versatile Deep Image Watermarking

X Zhang, Z Tang, Z Xu, R Li, Y Xu, B Chen… - arXiv preprint arXiv …, 2024 - arxiv.org
With the rapid growth of generative AI and its widespread application in image editing, new
risks have emerged regarding the authenticity and integrity of digital content. Existing …