Dataset · Physical AI
Training data for robot learning
Robots learn manipulation from watching the doing, not the done. Harbor supplies first-person video of real tasks and records new ones to your spec.
4.2M hours
of first-person task video, plus custom collection
Off the shelf
Egocentric video of hands, tools and tasks, ready to license for pretraining manipulation and world models.
Recorded to order
Tell us the task, the setting and the camera rig. Harbor Collect briefs contributors who do that work, and reviewers with real experience check every file against criteria agreed before collection.
- Head or chest mounted capture
- Task briefs written with your team
- Consent and license on every record
How licensing works
01
Tell us the use
The model, the task and the volume you need. An NDA covers everything that follows.
02
Get a sample
We confirm the exact subset, rights and delivery format, and send a sample before anything is priced.
03
License
Every record ships scrubbed of personal data, with consent records and a written license.
04
Fill the gaps
If the inventory doesn’t cover it, Harbor Collect records it to your spec.
Questions
- Is the data cleared for commercial model training?
- Rights are confirmed per project before pricing, and every delivery comes with a written license covering the agreed use.
- How is personal data handled?
- Faces, screens, spoken personal details and file metadata are scrubbed before delivery, and each redaction is logged in a provenance report.
More datasets
Egocentric video dataset
First-person video of hands, tools and tasks filmed from the worker’s point of view, licensed for training robotics, embodied AI and video models.
Conversational audio dataset
Natural, multi-speaker conversation at scale: call-centre recordings, podcasts, interviews and radio, licensed for speech and voice models.
Speech recognition training data
ASR models fail on real calls because they were trained on clean reads. Harbor licenses real conversation, noise and all.
CT, MRI and X-ray images with reports
Harbor’s Scientific Media collection pairs every image with its radiology report, ready for vision-language training.
Video dataset for AI training
Licensed footage for video generation and understanding, from street scenes to long-form conversation.
Training data for robot learning
Robots learn manipulation from watching the doing, not the done. Harbor supplies first-person video of real tasks and records new ones to your spec.