AI RESEARCH
Insert In Style: A Zero-Shot Generative Framework for Harmonious Cross-Domain Object Composition
arXiv CS.CV
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ArXi:2511.15197v2 Announce Type: replace Reference-based object composition involves integrating foreground reference image with background scene to produce harmonious fused image. This task becomes particularly challenging in cross-domain scenarios, where models must balance preserving the reference object's identity while harmonizing them to match stylized environments. This under-explored problem is currently split between practical "blenders" that lack generative fidelity and "generators" that require impractical, per-subject online finetuning. In this work, we.