WithEveryone Framework for Multi-Identity Group Image Generation
August 19, 2026
WithEveryone enables identity-preserving generation for groups of up to ten reference individuals. It uses Layout-Grounded ID Loss and addressed tokens to prevent identity bleeding and maintain spatial correspondence.
HOW THIS AFFECTS YOU
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researcherYou can leverage layout-grounded identity losses to improve spatial identity binding in diffusion models.
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designerYou can generate complex group images where every person matches a specific reference identity.