Proposes IaD framework with Identity Decoupling Loss and Text Alignment Loss for richer, identity-consistent IPT2V without subject-specific fine-tuning.
Instantfamily: Masked attention for zero-shot multi-id image generation
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Scone adds a semantic-bridge attention-masking step to a unified understanding-generation model, improving subject distinction in multi-candidate reference images, and introduces the SconeEval benchmark.
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Customizing Video Portraits via Identity-ActionDecoupling
Proposes IaD framework with Identity Decoupling Loss and Text Alignment Loss for richer, identity-consistent IPT2V without subject-specific fine-tuning.
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Scone: Bridging Composition and Distinction in Subject-Driven Image Generation via Unified Understanding-Generation Modeling
Scone adds a semantic-bridge attention-masking step to a unified understanding-generation model, improving subject distinction in multi-candidate reference images, and introduces the SconeEval benchmark.