B2B motion data
Ready-to-Use Motion & Pose Datasets for AI Training
Train your AI on real hand motion data — ready in minutes. ML-ready JSONL, optional per-frame action taxonomy (metadata/actions.csv), hand–object hints, optional camera_pov (first/third person), buyer_marketing blocks in features.json / global_stats.json, ONEPAGER + README in every ZIP, and a PyTorch loader snippet — plus runtime_config.json for reproducibility.
Unlike many academic datasets, Quality Vision B2B exports are intended for commercial use under your agreed license — see LICENSE_EXPORT.txt in each export and dataset licensing.
Used for robotics, AI training, and motion intelligence systems
Building AI models requires high-quality motion data
- —Collecting and processing motion data is slow and expensive
- —Annotation pipelines take weeks to set up
- —Raw video data is not directly usable
- —Inconsistent formats slow down training pipelines
Technical terminology (exports)
Exports include ONEPAGER.md, README_dataset.md, and (for hand jobs) aggregate.buyer_marketing in features.json plus matching copy in global_stats.json. Per-frame action labels and metadata/actions.csv, optional camera_pov and hand–object hints, Dexterous Hand analytics, optional CSV / COCO-like keypoints, examples/README_PYTORCH.md, and runtime_config.json for augmentation reproducibility.
Locomotion (walking, jogging, running) and hand-centric jobs use the same packaging; pipeline mode determines keypoint count and optional dexterous fields — not a separate "report tier" for walking vs hands.
Sample datasets & open listings
Free samples and mirrors for evaluation. Full commercial exports are described on dataset pricing.
We deliver ready-to-use motion datasets
QualityVision provides structured, high-quality pose datasets that can be directly integrated into your AI workflows.
- 33 keypoints (MediaPipe-compatible format)
- Temporal smoothing (Gaussian filtering)
- Body normalization (hip-centered)
- Motion features (velocity proxies, gait signals)
- Clean JSONL format
- Quality reports & diagnostics included
Dataset Specifications
Format
JSONL (ready for ML pipelines)
Keypoints
33 landmarks per frame
Motion features
Velocity, temporal consistency, sequence metrics
Quality filtering
Accepted / rejected frames with reports
Dataset size
From 10K to 500K+ frames
Delivery
Instant (existing datasets) or 24–48h (custom)
Use Cases
Custom datasets from your own videos
We process your proprietary videos and deliver structured pose datasets within 24–48 hours.
- Upload your videos
- We extract pose + motion features
- You receive clean, structured datasets
- No pipeline setup required
Scale your data over time
Start with a small dataset and scale into a continuous data pipeline.
- Weekly / monthly dataset delivery
- Growing datasets over time
- Long-term data partnerships
- Flexible volume (50K → 500K+ frames)
What we deliver for enterprise & research buyers
We provide structured motion exports — JSONL, manifests, quality and diagnostics files, optional CSV/COCO-style keypoints, and documented augmentation parameters — for teams building perception, animation, or analytics products. The list below names illustrative sectors and example organizations that commonly invest in motion data; not partnerships or endorsements.
Autonomous systems
Example firms: Waymo, Tesla, Cruise, Aurora, Mobileye, Motional, Pony.ai, WeRide, Nuro, Gatik, Oxbotica, Wayve, Waabi, Kodiak, and others in AV / truck autonomy.
Robotics & automation
Example firms: Boston Dynamics, Agility Robotics, Unitree, ANYbotics, Ghost Robotics, 1X Technologies, Clearpath, Robotiq, Starship, Zipline, and similar robotics vendors.
AI / data platforms
Example firms: Scale AI, Appen, Labelbox, Sama, Defined.ai, Snorkel AI, Roboflow, and adjacent ML data tooling — as reference categories for data-intensive teams.
Gaming & simulation
Example firms: Unity, Epic Games, EA, Ubisoft, Rockstar — typical consumers of motion and retargeting datasets.
Whitepaper-style documentation: use the sample links above and dataset licensing for procurement; contact info@qvision.space for volume and custom exports.
Built for AI and robotics teams
Designed for teams working on real-world AI systems and motion intelligence.
Ready to accelerate your AI training?
Commercial licensing available for internal AI training and product development.