Translated data: AltDiffusion is a multilingual text-to-image diffusion model that supports 18 different languages. This model employs multilingual CLIP technology to enhance the language capabilities of the text encoder, enabling the conversion of text into high-quality images. AltDiffusion excels in multilingual understanding and cultural specific concepts, while being compatible with other text-to-image technologies, offering broad application prospects. This research provides strong support for the field of multilingual artificial intelligence.