Dynamic Movement Data
Solving the sim-to-real gap through high-fidelity human kinematics. We treat sports as the ultimate edge-case environment for Physical AI.
[ 01 ] SECTOR DEEP DIVES
Stress-Tested in Sports. Scaled for Industry.
Our expertise maps directly from the high-velocity complexity of combat and court sports to the precision requirements of General Purpose Robotics.
Taekwondo Combat Intelligence
Our combat analyzer classifications detect technique quality—from roundhouse height to back-kick retraction—mapping every strike to ground-truth kinematic sets.
- Dynamic Stance Analysis (Attacking/Defending/Neutral)
- Target Zone Mapping (Body/Head/Hogu Identification)
- Territory Control & Spatial Dominance Scoring
Skeletal Points
17+ Landmarks/Frame
Spin Detection
360° / 540° / 720°
Peak Velocity
Max 202.2m/s recorded
Data Schema
tkd_labels.json (Active)
Tennis Pro Trajectory
Fusing visual tracking with acoustic hit detection to create the world's most accurate tennis movement dataset.
- Automatic Shot Classification (Top-spin, Slice, Serve)
- Court Coverage Heatmaps & Footwork Symmetry
- Torso Rotation & Hip-to-Shoulder Separation Metrics
Model
Sub-Pixel Vision Engine
Precision
98.8% Accuracy (Elite)
Latency
<12ms Inference
Dataset
pro_match_analysis
Humanoid Movement Training
Providing the high-fidelity biomechanical ground truth required to bridge the sim-to-real gap for humanoid robots.
- End-to-end motion capture for complex physical interactions.
- Pre-labeled 3D pose landmarks for transformer-based movement models.
- Direct integration with robotics simulation environments (Isaac Gym, MuJoCo).
Precision
0.1mm RMS Error
Frequency
240Hz Kinematics
Formats
JSON / CSV / MuJoCo
Dataset Size
4.2TB Premium Moves
[ PERFORMANCE CATALOG ]
Multi-Industry
Data Utility.
[ DOMAIN EXPERTISE ]
Proven accuracy in most
complex physical stages.
Our vision engine is stress-tested in the highest intensity sporting environments on Earth.
Tennis
Fencing
Skating
Humanoid AI
Tactical Safety
Taekwondo
[ B2B DATA PORTAL ]
License our
Movement DNA.
We don't just provide insights; we provide the **raw ground truth** that fuels Physical AI. Access our high-frequency kinematic stream via API or license bulk datasets for humanoid training.
$ curl -X GET https://api.bigbearz.ai/v1/kinematics/stream
$ Authorization: Bearer **************************
{
"status": "active_calibration",
"latency": "8.4ms",
"frame_group": [
{ "t": 0.00, "q": [0.99, 0.01, 0.04] },
{ "t": 0.01, "q": [0.98, 0.02, 0.05] }
],
"biomechanics": "humanoid_calibrated"
}