Insert In Style is a zero-shot framework that disentangles identity, style, and composition via multi-stage training, masked attention, and prior preservation to enable harmonious cross-domain object insertion in images.
Primecomposer: Faster progressively combined diffu- sion for image composition with attention steering
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Insert In Style: A Zero-Shot Generative Framework for Harmonious Cross-Domain Object Composition
Insert In Style is a zero-shot framework that disentangles identity, style, and composition via multi-stage training, masked attention, and prior preservation to enable harmonious cross-domain object insertion in images.