Omni-Zero-Couples is a zero-shot stylized couple portrait model utilizing the diffusers pipeline. It leverages deep learning technology to generate couple portraits in a specific artistic style without the need for predefined style samples. This technology has broad application prospects in the fields of artistic creation, personalized gift-making, and digital entertainment.