Nested Attention replaces a subject token's cross-attention value with a query-dependent value computed by an inner attention layer over image tokens, improving identity preservation and prompt adherence.
Break-a-scene: Extracting multi- ple concepts from a single image
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CV 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
Nested Attention: Semantic-aware Attention Values for Concept Personalization
Nested Attention replaces a subject token's cross-attention value with a query-dependent value computed by an inner attention layer over image tokens, improving identity preservation and prompt adherence.