[Customer Success Story] Five Years of Advancing Perception AI: How an Autonomous Robot Service Company Built a Multi-Sensor Data Labeling Pipeline
Blog post from Superb AI
Company R, an autonomous robot service provider, has worked with Superb AI since 2022 to build training-data pipelines for outdoor delivery robots that navigate complex urban environments using LiDAR and multi-camera systems. The collaboration addresses challenges such as aligning 3D point clouds with camera footage, tracking objects across sequential frames, labeling pedestrians, vehicles, traffic lights, and traversable space, and accommodating distorted fisheye imagery. Superb AI’s platform manages data intake, labeling, quality review, batch delivery, custom export formats, and evolving specifications, while supporting both existing customer data and projects involving on-site collection partners. The partnership also operates under personal-data consignment and annual security-review requirements, including access controls, training, retention-based deletion, and subprocessor oversight. The case presents sustained, adaptable data operations as important infrastructure for improving perception AI as robot service areas, scenarios, and data requirements expand.
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