
PromptGuard: Securing AI-Generated Images
A Novel Soft Prompt Approach for Safer Text-to-Image Models
PromptGuard introduces an innovative safety mechanism for text-to-image models, adapting the system prompt concept from LLMs to prevent generation of inappropriate content.
- Implements safety soft prompts that invisibly guide image generation toward safe outputs
- Creates a safety layer without requiring model retraining or architecture changes
- Effectively blocks NSFW content while preserving creative capabilities
- Represents a significant advancement in responsible AI deployment
This research addresses critical security concerns in generative AI by providing a practical solution to prevent misuse while maintaining model functionality, helping organizations deploy creative AI tools with greater confidence.
PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models