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    "headline": "Video Motion Controls Moved Into Three Dimensions",
    "slug": "video-motion-controls-moved-into-three-dimensions",
    "dek": "Artists compose camera paths and local object handles in a shared scene scaffold.",
    "summary": "Artists compose camera paths and local object handles in a shared scene scaffold.",
    "body_text": "Generative Cinematographer lifts one image into an editable 3D scaffold, where camera paths and local handles describe foreground motion relative to the scene. Guidance maps project those controls into a pretrained video model while retaining consistent handle identities and world coordinates as the camera moves. The authors train lightweight guidance and LoRA components and report more consistent camera-relative motion and geometry across diverse scenes. The system approximates non-rigid motion without a physics simulator and is an authoring tool, not a physical-motion model.",
    "why_it_matters": "Artists compose camera paths and local object handles in a shared scene scaffold.",
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      "The system approximates non-rigid motion without a physics simulator and is an authoring tool, not a physical-motion model."
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    "tags": [
      "video generation",
      "3D controls",
      "camera motion"
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    "image_url": null,
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    {
      "source_id": "source-2026-10-02-012",
      "title": "arXiv preprint 2610.02180",
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    "title": "Video Motion Controls Moved Into Three Dimensions",
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