A. Youssif

CITA-Net: A Unified Multimodal Pipeline for Identity-Preserving Face Editing, Enhanced Captioning, and Text-Based Retrieval

This work introduces CITA-Net, a novel identity-aware face editing architecture based on Stable Diffusion XL, and establishes a strong foundation for prompt-driven face understanding and enables practical applications such as forensic retrieval, semantic face editing, and natural language-based image search.