Rivorix LabsHuman Motion Data Infrastructure
Rivorix turns real human movement into standardized, high-quality motion datasets — powering sports analytics, rehabilitation, and embodied robotics.
Motion Capture Visualization
The Motion Data Bottleneck
AI teams don't lack models — they lack usable human motion data. Collecting, standardizing, and governing motion data is still slow, messy, and bespoke.
Hard-to-acquire data
Human movement can't be scraped. Capture needs facilities and consent — long cycles, high cost.
No unified standards
Skeletons and annotation protocols differ. Results hard to reproduce or reuse.
Compliance headaches
Medical and enterprise deployments demand strict auditing, residency, and privacy.
Rebuilding pipelines
Time and budget burned on infrastructure instead of models and products.
Rivorix Human Motion Lab
We capture real human movement, standardize it into consistent representations, and deliver it through APIs and private deployments — so your team never has to build a motion data pipeline from scratch again.
Real Data
Authentic human motion captured from real subjects in real environments.
Standardization
Unified skeleton definitions and coordinate systems across projects.
Reusable Platform
Repeatable workflows with logging, dashboards, and APIs.
High Compliance
Architected for medical & enterprise with privacy built-in.
How Rivorix Motion Lab Works
1. Capture
Ingest multi-source motion data: video, POV, IMU, and force plates.
2. Standardize
Unified schema: skeletons, trajectories, and object tracks.
3. Quality Control
Automated biomechanical checks + expert review layers.
4. Deliver
Dashboards, APIs, and exports (BVH, FBX, C3D, JSON).
Technical Approach
Motion-first, sensor-ready
Markerless Motion Capture
We primarily use vision-based solutions, combining 2D pose estimation with time-series-based 3D reconstruction to achieve near-mocap spatial accuracy without relying on expensive motion capture hardware. We enhance output stability through temporal filtering and physical consistency validation so that motion tracks are reliable enough for both analysis and training.
Sensor Fusion (When Vision Isn’t Enough)
When needed, we supplement vision with sensors — IMUs, pressure insoles, EMG, and other devices — to capture force and exertion patterns that are difficult to recover from vision alone. These additional streams are time-synchronised and normalised into our motion schema, giving labs access to both kinematics and underlying load/effort signals.
What Teams Use Rivorix For
Empowering next-generation applications with high-fidelity, compliant motion data.
Embodied Robotics
- Human motion priors
- Imitation learning data
- Real-world movement sets
AI Sports Coaching
- Real-time form analysis
- Compare to reference patterns
- Power next-gen apps
Rehab & Posture
- Gait & posture analysis
- Quantify recovery
- Data for digital therapeutics
Safety Monitoring
- Detect hazardous postures
- Ergonomics analysis
- Automated alert generation
Partners & Clients
Who trusts Rivorix Motion Lab
