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 …

Gs-hider: Hiding messages into 3d gaussian splatting

X Zhang, J Meng, R Li, Z Xu, Y Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
3D Gaussian Splatting (3DGS) has already become the emerging research focus in the
fields of 3D scene reconstruction and novel view synthesis. Given that training a 3DGS …

[PDF][PDF] Audiomarkbench: Benchmarking robustness of audio watermarking

H Liu, M Guo, Z Jiang, L Wang… - The Thirty-eight …, 2024 - proceedings.neurips.cc
The increasing realism of synthetic speech, driven by advancements in text-tospeech
models, raises ethical concerns regarding impersonation and disinformation. Audio …

U Can't Gen This? A Survey of Intellectual Property Protection Methods for Data in Generative AI

T Šarčević, A Karlowicz, R Mayer… - arxiv preprint arxiv …, 2024 - arxiv.org
Large Generative AI (GAI) models have the unparalleled ability to generate text, images,
audio, and other forms of media that are increasingly indistinguishable from human …

GROOT: Generating Robust Watermark for Diffusion-Model-Based Audio Synthesis

W Liu, Y Li, D Lin, H Tian, H Li - Proceedings of the 32nd ACM …, 2024 - dl.acm.org
Amid the burgeoning development of generative models like diffusion models, the task of
differentiating synthesized audio from its natural counterpart grows more daunting …

SoK: Watermarking for AI-Generated Content

X Zhao, S Gunn, M Christ, J Fairoze, A Fabrega… - arxiv preprint arxiv …, 2024 - arxiv.org
As the outputs of generative AI (GenAI) techniques improve in quality, it becomes
increasingly challenging to distinguish them from human-created content. Watermarking …

HiFi-GANw: Watermarked Speech Synthesis Via Fine-Tuning of HiFi-GAN

X Cheng, Y Wang, C Liu, D Hu… - IEEE Signal Processing …, 2024 - ieeexplore.ieee.org
Advancements in speech synthesis technology bring generated speech closer to natural
human voices, but they also introduce a series of potential risks, such as the dissemination …

WMCodec: End-to-End Neural Speech Codec with Deep Watermarking for Authenticity Verification

J Zhou, J Yi, Y Ren, J Tao, T Wang… - arxiv preprint arxiv …, 2024 - arxiv.org
Recent advances in speech spoofing necessitate stronger verification mechanisms in neural
speech codecs to ensure authenticity. Current methods embed numerical watermarks before …

AVSecure: An Audio-Visual Watermarking Framework for Proactive Deepfake Detection

B Guo, H Tai, G Luo, Y Zhu - 2024 IEEE 14th International …, 2024 - ieeexplore.ieee.org
The rise of Deepfake technology presents a significant challenge to the integrity of
information. Most existing Deepfake detection methods rely on visual artifacts to distinguish …

Perception-Aware Attack Against Music Copyright Detection: Impacts and Defenses

R Duan, Z Qu, S Zhao, L Ding, Y Liu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Recently, adversarial machine learning attacks have posed serious security threats against
practical audio signal classification systems, including speech recognition, speaker …