PixJail: Self-Evolving Paper-to-Pipeline Reproduction for Text-to-Image Jailbreak Evaluation

PixJail is a newly proposed framework designed for reproducible evaluation of Text-to-Image (T2I) jailbreak techniques, addressing the challenges of pipeline-level testing across multiple stages such as prompt transformation and safety filtering. The framework constructs paper-specific attack modules and evaluation pipelines, achieving an average reproduction error of 2.1% across eleven T2I jailbreak methods. This tool is significant for AI practitioners as it streamlines the reproduction process and enhances the reliability of benchmark comparisons in the rapidly evolving field of T2I jailbreaks.