FreeStory keeps character identity consistent across free-form story images by grounding pronouns/type mentions to descriptions and reusing attention features with dynamic masks, correspondence matching, KV injection, and query blending.
Oneactor: Consistent character generation via cluster-conditioned guidance.arXiv preprint arXiv:2404.10267, 2024
2 Pith papers cite this work. Polarity classification is still indexing.
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cs.CV 2years
2026 2representative citing papers
LCG introduces Sparse Relational Attention and Routing Consistency Constraint to produce consistent multi-image text-to-image sequences and reports better prompt alignment and character consistency than baselines on a new 600K-sequence synthetic dataset.
citing papers explorer
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FreeStory: Training-Free Character Consistency for Free-Form Visual Storytelling
FreeStory keeps character identity consistent across free-form story images by grounding pronouns/type mentions to descriptions and reusing attention features with dynamic masks, correspondence matching, KV injection, and query blending.
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LCG: Long-Context Consistent Image Generation with Sparse Relational Attention
LCG introduces Sparse Relational Attention and Routing Consistency Constraint to produce consistent multi-image text-to-image sequences and reports better prompt alignment and character consistency than baselines on a new 600K-sequence synthetic dataset.