Streaming Full-Fidelity 3D into FiftyOne | Miris at CVPR 2026
Recorded live at the Voxel51 booth during CVPR 2026, this 15-minute talk walks through the open source Miris plugin for FiftyOne and what spatial streaming unlocks for Physical AI teams. Physical AI teams have the 3D data. What they've lacked is a lightweight way to visualize it at full fidelity. Loading a complex spatial scene used to mean a workstation-class GPU, shipping multi-gigabyte files, or standing up a pixel-streaming rig. The Miris plugin removes that dependency. Any engineer with a browser tab and a viewer key can work with full-fidelity 3D on the device they already have. In this talk: 1// Why full-fidelity streams (not point clouds or compressed meshes) give computer vision models the visual signal they need 2// A sample automated 3D annotation workflow running CV directly against Miris streams, including sub-object labeling 3// Three workflow patterns: automated annotation pipelines, manufacturing and defect inspection, and scene review and dataset curation 4// How streaming only the spatial data needed for the current view makes multi-gigabyte reconstructions workable on standard hardware The Miris Public Beta is free and includes full SDK access for web (three.js). Learn more: https://www.miris.com FiftyOne Physical AI Workbench: https://voxel51.com/physical-ai #PhysicalAI #3DStreaming #ComputerVision #SpatialStreaming #CVPR2026 #FiftyOne #Voxel51

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