12 citations · 29 across the 13 of their papers we have counts for
4 papers · 1 filter
Towards Deconfounded Image-Text Matching with Causal Inference
Wenhui Li, Xinqi Su, Dan Song +3
Prior image-text matching methods have shown remarkable performance on many benchmark datasets, but most of them overlook the bias in the dataset, which exists in intra-modal and i…
Adversarial Attacks and Defenses on Text-to-Image Diffusion Models: A Survey
Chenyu Zhang, Mingwang Hu, Wenhui Li +1
Recently, the text-to-image diffusion model has gained considerable attention from the community due to its exceptional image generation capability. A representative model, Stable…
MarkPlugger: Generalizable Watermark Framework for Latent Diffusion Models without Retraining
Guokai Zhang, Lanjun Wang, Yuting Su +1
Today, the family of latent diffusion models (LDMs) has gained prominence for its high quality outputs and scalability. This has also raised security concerns on social media, as m…
Revealing Vulnerabilities in Stable Diffusion via Targeted Attacks
Chenyu Zhang, Lanjun Wang, Anan Liu
Recent developments in text-to-image models, particularly Stable Diffusion, have marked significant achievements in various applications. With these advancements, there are growing…