Adversarial attacks and defenses on text-to-image diffusion models: A survey
C Zhang, M Hu, W Li, L Wang - Information Fusion, 2024 - Elsevier
Recently, the text-to-image diffusion model has gained considerable attention from the
community due to its exceptional image generation capability. A representative model …
community due to its exceptional image generation capability. A representative model …
Attacks and defenses for generative diffusion models: A comprehensive survey
Diffusion models (DMs) have achieved state-of-the-art performance on various generative
tasks such as image synthesis, text-to-image, and text-guided image-to-image generation …
tasks such as image synthesis, text-to-image, and text-guided image-to-image generation …
Jailbreaking prompt attack: A controllable adversarial attack against diffusion models
Text-to-image (T2I) models can be maliciously used to generate harmful content such as
sexually explicit, unfaithful, and misleading or Not-Safe-for-Work (NSFW) images. Previous …
sexually explicit, unfaithful, and misleading or Not-Safe-for-Work (NSFW) images. Previous …
Mma-diffusion: Multimodal attack on diffusion models
In recent years Text-to-Image (T2I) models have seen remarkable advancements gaining
widespread adoption. However this progress has inadvertently opened avenues for …
widespread adoption. However this progress has inadvertently opened avenues for …
[PDF][PDF] SafeGen: Mitigating Sexually Explicit Content Generation in Text-to-Image Models
Text-to-image (T2I) models, such as Stable Diffusion, have exhibited remarkable
performance in generating highquality images from text descriptions in recent years …
performance in generating highquality images from text descriptions in recent years …
ProTIP: Probabilistic robustness verification on text-to-image diffusion models against stochastic perturbation
Abstract Text-to-Image (T2I) Diffusion Models (DMs) excel at creating high-quality images
from text descriptions but, like many deep learning models, suffer from robustness issues …
from text descriptions but, like many deep learning models, suffer from robustness issues …
Perception-guided jailbreak against text-to-image models
In recent years, Text-to-Image (T2I) models have garnered significant attention due to their
remarkable advancements. However, security concerns have emerged due to their potential …
remarkable advancements. However, security concerns have emerged due to their potential …
Meta-unlearning on diffusion models: Preventing relearning unlearned concepts
With the rapid progress of diffusion-based content generation, significant efforts are being
made to unlearn harmful or copyrighted concepts from pretrained diffusion models (DMs) to …
made to unlearn harmful or copyrighted concepts from pretrained diffusion models (DMs) to …
Universal prompt optimizer for safe text-to-image generation
Text-to-Image (T2I) models have shown great performance in generating images based on
textual prompts. However, these models are vulnerable to unsafe input to generate unsafe …
textual prompts. However, these models are vulnerable to unsafe input to generate unsafe …
Discovering universal semantic triggers for text-to-image synthesis
Recently text-to-image models have gained widespread attention in the community due to
their controllable and high-quality generation ability. However, the robustness of such …
their controllable and high-quality generation ability. However, the robustness of such …