Research questionHow can zero-shot diffusion morphing maintain smooth structure and coherent semantics between heterogeneous endpoints?Heterogeneous endpoint images can cause abrupt structural changes, over-smoothing, or semantic inconsistencies in intermediate morphs. Independently derived endpoint text conditions may further make the transition semantically incompatible.