OneDiffusion is a versatile diffusion-based model published at CVPR 2025 that supports bidirectional image synthesis and understanding across multiple tasks. It handles text-to-image generation, subject-driven generation, image editing from instructions, novel view synthesis, and single-view 3D reconstruction. The model is available on HuggingFace with pre-trained weights and a demo space.