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ManuData AI

Industrial Egocentric Data Collection for Robot Training

Collect real factory-floor, first-person video of human tasks and deliver structured RLDS or LeRobot data for robotics and Physical AI teams.

Typical turnaround: 14–60 days

About this service

ManuData collects first-person video of people performing real tasks on factory floors in India. This service is for robotics and Physical AI teams that need human demonstration data for robot training. Projects can cover picking, packing, sorting, assembly, quality checks, lacing, bonding, and other factory tasks. ManuData uses cap-mounted cameras to record the worker's view while the task is performed. The data can include 1080p video, hand tracking, camera movement, object masks, action labels, task descriptions, and timestamps. Each project is set up around the buyer's task list and required output. The final data can be delivered in RLDS or LeRobot format for model training and evaluation.

Collection methods

Field observationImage and video captureCap-mounted first-person recording of factory tasks

Data types

VideoImageTime seriesTextHand keypoints, camera poses, object masks, action labels, and timestamps

Industries

ManufacturingTechnologyResearch

Geographic coverage

India

Languages

English

Delivery formats

VideoImagesJsonRLDS and LeRobot

Typical deliverables

First-person factory video, extracted images, hand keypoints, camera poses, object masks, action labels, task descriptions, timestamps, metadata, and a dataset manifest. Final data is delivered in RLDS or LeRobot format as agreed for the project.

Quality assurance

ManuData processes captures through camera tracking, hand tracking, object segmentation, world anchoring, action labeling, and final RLDS or LeRobot export.