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Paper · arXiv

Fixed External Cameras as Common Prior Maps for Active 3D Scene Graph Generation

Commonly available prior information, such as BIM models, floor plans, and remote sensing images, can provide valuable geometric and semantic context for autonomous robotic systems. In this paper, we treat observations from fixed external RGB cameras as Common Prior Maps (CPMs): wide-field views of the environment that initialize a semantic and geometric scene prior before any robot motion begins. We present an RGB-only framework for active, incremental 3D scene graph (3DSG) generation that seamlessly fuses observations from both onboard robot cameras and fixed external cameras within a single hardware-agnostic pipeline. By relying solely on RGB observations processed by a feed-forward 3D...

AuthorsGiorgia Modi, Davide Buoso, Giuseppe Averta et al.
Primary categorycs.RO
Published18 May 2026
Last updated at source18 May 2026
cs.ROcs.AIcs.CV
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