arxivcs.CV2026-07-14
CoBind: Stage-Aware Compositional Binding for Training-Free Text-to-Image Generation
Kaijie Chen, Ethan Caldwell, Mira Vossen, Julian Hartwell, Serena Whitlock, Adrian Bellamy
Diffusion-based text-to-image models often fail on complex prompts involving multiple entities, attributes, and relations, producing object omissions, incorrect attribute assignments, or reversed spatial layouts. Existing training-free methods mainly strengthen token-level attent…