Enterprise teams building humanoid robots, embodied AI, and vision-language-action models need training data that public datasets cannot provide. DataX Power runs end-to-end managed programs - from capture protocol design through delivery - so your ML team focuses on training, not logistics.
We operate egocentric capture rigs, multi-sensor fusion setups, and teleoperation recording programs across APAC, with participant networks in Vietnam, Thailand, Singapore, and Malaysia. Every hour of footage is QA-reviewed by domain-trained engineers before delivery.
Looking for a full managed collection program covering video, multi-sensor, teleoperation, field, and audio? See the Data Collection Service
Ego4D, DROID, and Open X-Embodiment gave the research community a starting point. They will not give your robot a production-grade foundation. Public datasets were collected in labs with constrained scenarios, fixed lighting, and limited task diversity - none of which match the environments your robot will face in a warehouse, operating theatre, or manufacturing line.
Custom video data collection is not about volume alone. It is about capturing the exact manipulation tasks, viewpoints, sensor configurations, and edge-case scenarios that your model needs to generalize. A 10,000-hour public dataset with the wrong distribution is worth less than a 500-hour custom program built around your robot platform and deployment environment.
DataX Power designs and operates those programs. We own the full pipeline - scenario scripting, participant recruitment, capture hardware configuration, QA, consent management, and delivery - so you receive a dataset ready for training, not a raw dump that requires months of cleanup.
A complete managed data collection program - designed to your robot platform, annotation schema, and delivery timeline.
Head-mounted rigs, wearable cameras, GoPro, and enterprise smart glasses (Aria, RealWear, Vuzix) capturing first-person manipulation and navigation video at up to 4K/60fps with synchronized metadata. Deployed across indoor and real-world outdoor environments.
RGB + depth (Intel RealSense, Azure Kinect, Orbbec) + IMU + proprioceptive + force/torque sensor pipelines with hardware-level synchronization. Sync error held under 5ms. Output delivered in HDF5, ROS2 bag, or your preferred format.
Full-episode teleoperation capture with kinematic retargeting from human demonstrators to your robot morphology. Covers dexterous manipulation, bimanual tasks, whole-body coordination, and mobile manipulation. Compatible with ALOHA, UMI, and custom teleoperation rigs.
Domain-matched performers selected for the physical demands of your task set. We design diversity matrices for object types, lighting conditions, occlusion patterns, and environmental variation - then run scripted and semi-scripted sessions to maximize generalization coverage.
Multi-stage review by robotics-trained QA engineers checking temporal consistency, annotation completeness, consent and privacy compliance, and sensor data integrity. GDPR and PDPA-compliant consent flows managed end-to-end. No automated-only QA pipelines.
From 100-hour research pilots to 50,000-hour production programs. Long-tail edge-case coverage, adversarial lighting, cluttered scenes, and failure-mode recording all scoped at the design stage. Scales without re-procurement or re-onboarding.
Vietnam-based delivery pod with established participant networks in Vietnam, Thailand, Singapore, and Malaysia. Lower cost-per-hour than US or EU programs without sacrificing QA standards or data rights.
We own the full pipeline from capture protocol design through delivery. Your ML team does not manage logistics, consent paperwork, hardware procurement, or QA workflows - we do.
QA engineers trained on robotics data - not generic labellers. We review for temporal consistency, action completeness, sensor sync integrity, and task diversity coverage before a single clip ships.
The same team, same QA workflows, and same contract infrastructure that handles your 100-hour pilot scales to your 50,000-hour production program. No re-RFP, no onboarding delay when you scale.
Ready to scope your video data collection program? Our team typically responds within one business day.
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