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New ALIVE framework makes inserted objects interact realistically in videos

By PulseAugur Editorial · [3 sources] ·

Researchers have developed ALIVE, a new framework designed to enhance video editing by enabling inserted objects to interact realistically with the existing video content. This system uses an edited first frame and a simple instruction to make objects appear as if they are being picked up or manipulated. ALIVE was trained on a dataset of 35,800 editing pairs and also incorporates a vision-language model to predict interaction guidance, significantly improving object interaction fidelity and source preservation. AI

IMPACT Enhances realism in video editing by enabling dynamic object interactions, potentially improving content creation tools.

RANK_REASON The cluster describes a new research paper detailing a novel framework for video editing.

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 3 sources. How we write summaries →

New ALIVE framework makes inserted objects interact realistically in videos

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The cluster describes a new research paper detailing a novel framework for video editing.
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COVERAGE [3]

  1. Hugging Face Daily Papers TIER_1 English(EN) ·

    ALIVE: Interaction-Aligned Object Insertion for First-Frame-Guided Video Editing

    Current video editors can insert objects but often struggle to make them participate in interactions such as being picked up or manipulated. We introduce ALIVE, a framework that makes inserted objects "alive" through coherent interactions with the source video's contents, using a…

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

    ALIVE: Interaction-Aligned Object Insertion for First-Frame-Guided Video Editing

    Current video editors can insert objects but often struggle to make them participate in interactions such as being picked up or manipulated. We introduce ALIVE, a framework that makes inserted objects "alive" through coherent interactions with the source video's contents, using a…

  3. arXiv cs.CV TIER_1 English(EN) · Zhenghong Zhou, Zhe Lin, Jiebo Luo, Yuqian Zhou ·

    ALIVE: Interaction-Aligned Object Insertion for First-Frame-Guided Video Editing

    arXiv:2610.08779v1 Announce Type: new Abstract: Current video editors can insert objects but often struggle to make them participate in interactions such as being picked up or manipulated. We introduce ALIVE, a framework that makes inserted objects "alive" through coherent intera…

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