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Fix the Worst Frame First: Adaptive Anchoring for Synthetic Video Supervision

TL;DR for operators A synthetic training video can look coherent at its beginning and end while losing the target identity somewhere in the middle. The paper proposes changing the synthetic-data factory so that every generated frame is checked against a real target-identity reference, the weakest eligible frame receives an additional identity anchor, and only then is the affected span regenerated. ...

August 17, 2026 · 7 min · Zelina