ARXH Athlete Intelligence
Movement and biomechanical analysis.
A layered sports-analysis research framework for interpreting video-derived motion signals, biomechanics and tactical context. It explores pose estimation, movement-state modelling, exposure indicators and decision-support outputs for coaches and analysts.
Video-based movement analysis
A defined component within the proposed architecture, intended to support more reliable decisions and clearer system behaviour.
Biomechanical and tactical context
Structured processing and explicit criteria guide selection, interpretation or optimisation.
Risk-indicator research and validation
An area for progressive engineering, evaluation and refinement as the technology is developed.
The challenge.
Video shows movement, but translating it into stable and useful athletic performance indicators is challenging.
How it works.
The proposed pipeline combines pose extraction, weighted biomechanical signals, quality gating and contextual interpretation over sequences of frames.
Conceptual workflow, not a production system diagram.
Development position.
Applied research concept described in a multi-layer sports architecture; no independent clinical or field validation supplied.
Where it may apply.
Movement analysis, sports coaching research, motion review and contextual performance analytics.
Questions still open.
Camera conditions, pose-estimation uncertainty, bias and injury-risk validation. It is not a medical diagnostic device.