FT-Shield: A Watermark Against Unauthorized Fine-tuning in Text-to-Image Diffusion Models

no code implementations • 3 Oct 2023 • Yingqian Cui, Jie Ren, Yuping Lin, Han Xu, Pengfei He, Yue Xing, Wenqi Fan, Hui Liu, Jiliang Tang

Text-to-image generative models based on latent diffusion models (LDM) have demonstrated their outstanding ability in generating high-quality and high-resolution images according to language prompt.

Face Transfer

Bandlimiting Neural Networks Against Adversarial Attacks

no code implementations • ICLR 2020 • Yuping Lin, Kasra Ahmadi K. A., Hui Jiang

We first explicitly compute the Fourier transform of deep ReLU neural networks and show that there exist decaying but non-zero high frequency components in the Fourier spectrum of neural networks.

Adversarial Attack