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Xin-Yu Liu

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Jul 2026

ReBind: Multi-Reference Video Editing via Structured Instructions with Explicit Reference Relationships

This work proposes ReBind, a systematic framework that introduces semantic instructions with embedded reference tokens as the intermediate representation for multi-reference image-conditioned video editing and develops ReBind-Instruct, a specialized MLLM that learns to establish explicit bindings between visual attributes and their reference sources through a two-stage progressive scheme for precise reference relationships.

Xin-Yu Liu, Shi-Hao Li, Weihong Lin et al. · 2 citations

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