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ActCam enables zero-shot video generation with joint camera and motion control

Researchers have developed ActCam, a novel zero-shot method for video generation that allows for simultaneous control over character motion and camera trajectory. This technique builds upon existing image-to-video diffusion models by generating consistent pose and depth conditions. ActCam employs a two-phase conditioning schedule during the sampling process to enforce scene structure and refine details, demonstrating improved camera adherence and motion fidelity in evaluations. AI

Summary written by gemini-2.5-flash-lite from 2 sources. How we write summaries →

IMPACT Enables more sophisticated control over video generation, potentially impacting creative tools and synthetic media.

RANK_REASON This is a research paper detailing a new method for video generation.

Read on arXiv cs.CV →

COVERAGE [2]

  1. arXiv cs.LG TIER_1 · Omar El Khalifi, Thomas Rossi, Oscar Fossey, Thibault Fouque, Ulysse Mizrahi, Philip Torr, Ivan Laptev, Fabio Pizzati, Baptiste Bellot-Gurlet ·

    ActCam: Zero-Shot Joint Camera and 3D Motion Control for Video Generation

    arXiv:2605.06667v1 Announce Type: cross Abstract: For artistic applications, video generation requires fine-grained control over both performance and cinematography, i.e., the actor's motion and the camera trajectory. We present ActCam, a zero-shot method for video generation tha…

  2. arXiv cs.CV TIER_1 · Baptiste Bellot-Gurlet ·

    ActCam: Zero-Shot Joint Camera and 3D Motion Control for Video Generation

    For artistic applications, video generation requires fine-grained control over both performance and cinematography, i.e., the actor's motion and the camera trajectory. We present ActCam, a zero-shot method for video generation that jointly transfers character motion from a drivin…