BigBearz Services

Intelligence Systems

From the field of play to the lab of Physical AI. High-fidelity motion data for the next generation of human and machine performance.

[ 01 ] PERFORMANCE INTELLIGENCE

Optimizing the Human.

Empowering athletes and teams with elite-level visual insights and tactical assistants.

Player Performance Analytics

Detailed breakdown of player movements, reaction times, and technique efficiency for individual improvement.

Tactical Strategy Assistant

AI-driven insights into opponent patterns and game-flow dynamics for teams and coaches.

Biometric Pose Estimation

High-precision 17-point pose tracking to optimize form and prevent injury during high-intensity play.

Real-time High Speed Insights

Calculating ball speeds, limb velocities, and strike intensity on the fly with low-latency vision.

[ 02 ] AI DATA GLOSSARY

Training the Machine.

Supplying high-fidelity movement data for Physical AI and Robotics enterprises.

Physical AI Data Glossary

Largest repository of ground-truth sports movement data for training Physical AI and robotic systems.

3D Kinematic Labeling

Precise coordinate-mapped datasets for complex human movements. Extracting dynamic joint angles (knee, hip, shoulder) across all sporting domains.

Custom Dataset Synthesis

Tailored movement data collection for specific enterprise AI requirements across multiple sporting domains.

Developer API Access

Seamless integration of our vision processing raw-data streams into your own AI architectures.

Live Data Schema: TKD-098a

Ground-Truth
Kinematic Sets.

Our Physical AI glossary provides high-fidelity labeling for every frame. Access precise joint angles, limb velocities, and technique classification derived from our multi-stage vision pipeline.

PrecisionSub-pixel joint tracking
Kinematics17+ Joint Angles/Frame
Frequency25-60 FPS Datasets
DomainsTennis, Fencing, TKD, Skating
{
  "event": {
    "type": "kick",
    "kick_type": "front",
    "limb": "left_ankle",
    "peak_velocity": 202.20,
    "timestamp_ms": 920
  },
  "kinematics": {
    "left_knee_angle": 175.8,
    "right_knee_angle": 173.9,
    "left_hip_angle": 157.4,
    "hip_rotation": -6.2
  },
  "statistics": {
    "red_spins": { "360": 4 }
  }
}

Specialized Domain Coverage

Proven Expertise Across Disciplines.

Tennis Intelligence

Proprietary trajectory analysis with sub-pixel accuracy and real-world court coordinate mapping.

  • Trajectory Tracking
  • Pose Estimation
  • Shot Classification
  • Court Mapping

Combat Intelligence

Specialized gear-sensing tracking for Taekwondo (Red/Blue Hogu) with automated 360/540/720 spin detection.

  • Gear Identification
  • Spin Detection
  • Kick Classification
  • Limb Velocity

Ready to harness elite
movement intelligence?