Explicit Layer Modeling for Video Object Insertion and Video Layer Decomposition

Most video editing systems struggle with realistic compositing because they lack explicit layer representations. This work introduces an explicit layer modeling framework using a novel triplet dataset to teach AI models how to learn these layers directly. It enables high-fidelity video object insertion and accurate video layer decomposition.

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