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CameraEditor: Camera-Controlled Image Editing via Video-Prior Sequential Modeling

arXiv · AI, language, vision and robotics · article · Sep 1, 2026 · UTC

Beyond semantic content, camera parameters play a pivotal role in dictating the geometric perspective and appearance of any given image. While recent image editing models excel at semantic and stylistic manipulation, they struggle with explicit camera parameter control. When handling large perspective shifts, instruction-driven models face a dilemma: they either suffer from structural tearing or generate conservative outputs that ignore geometric instructions. To address this, we introduce CameraEditor, a framework that reformulates camera-controlled editing from a spatial problem into a tempo

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Evidence & attribution

First collected: 2026-09-21T06:01:56.170Z. This is not the publication date.