Security and privacy on generative data in aigc: A survey
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 …
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
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 …
cloud generation tasks. However few works study the effect of the architecture of the …
Proactive Schemes: A Survey of Adversarial Attacks for Social Good
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 …
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 …
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
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 …
watermarking technologies, as the trained deep models themselves serve as intellectual …
Perturb, Attend, Detect and Localize (PADL): Robust Proactive Image Defense
Image manipulation detection and localization have received considerable attention from
the research community given the blooming of Generative Models (GMs). Detection methods …
the research community given the blooming of Generative Models (GMs). Detection methods …
OmniGuard: Hybrid Manipulation Localization via Augmented Versatile Deep Image Watermarking
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 …
risks have emerged regarding the authenticity and integrity of digital content. Existing …