PostureDetect Spatial Gesture & Motion Analytics

PostureDetect Spatial Gesture & Kinematic Architecture

Spatial Gesture Engine: Embedded Posture Core — Quantized MobileNetV4 Pose Engine & Real-Time Ergonomic Scorer

Kinematic Solver Nodes & Vision Pipelines

• Quantized MobileNetV4 Skeletal Backbone
• On-Device Cervical Spine Angle Evaluator
• Continuous Sitting Duration & Slouch Timer
• Zero-Cloud Edge Privacy Sandbox
• Low-Power Camera Direct Interface

Architectural Layers & Computer Vision Stack

• Уровень 1: Сбор данных с сенсоров и нормализация глубины (RGB-D / Time-of-Flight (ToF) / 60 GHz Radar / Bilateral Filtering): Low-latency frame grabbing, multi-view depth alignment, active illumination noise reduction, and epipolar stereo rectification.
• Уровень 2: Нейросетевая регрессия ключевых точек и топология (YOLO-Pose / Heatmap Deconvolution / 21-Point Hand / 33-Point Body): Anchor-free palm detection, high-resolution heat-map deconvolution, and 3D sub-pixel anatomical landmark coordinates regression.
• Уровень 3: Биомеханическая кинематика и предиктивный солвер (Inverse Kinematics (FABRIK) / Adaptive Kalman Filter / Bi-LSTM Attention): Joint constraint enforcement, jitter elimination, trajectory velocity vector smoothing, and predictive pre-contact intention forecasting.
• Уровень 4: Бесконтактный промышленный HMI и эргономический контроль (OpenXR / ISO 11226 / REBA-RULA / WebGPU Shaders / CAN-Bus Gateway): Semantic interaction mapping, medical-grade sterile touchless command dispatch, continuous ergonomic fatigue scoring, and OSHA auditing.

Performance Benchmarks & Kinematic Telemetry: 4.2 ms (Inference Latency) | 98.7% (Keypoint Confidence) | 120 FPS (Spatial Interaction Rate) | 94.6% (Ergonomic Compliance)