SCVIB: Editable State-Conditioned Visual Instance Binding for Multi-Turn Personalized Localization
SCVIB introduces a benchmark for editable state-conditioned visual instance binding to study how stored visual evidence relevance changes during interactive use. It shows that simply resolving a target reference is insufficient; effective localization requires coupling the resolved target with relevant, support-conditioned visual evidence and query-side grounding.