Overview
Sports Performance Analysis Platform demonstrates how pose estimation and motion tracking can break down athletic movement — such as running form, throwing mechanics, or swing technique — into measurable joint-angle and timing data for coaching review.
This is a demonstration project created for portfolio demonstration — not a verified client engagement.
The Challenge
Coaches and athletes often rely on subjective visual review of video footage to assess technique, making it hard to track subtle improvements or issues over time.
Concept Solution
We built a pose-estimation pipeline that extracts joint positions and movement timing from video, visualizing technique breakdowns and tracking changes across training sessions.
Key Features
Development Process
Illustrative workflow for this concept — not a verified delivery timeline.
- 1
Sport-specific movement research and metric definition
- 2
Pose estimation pipeline integration and calibration
- 3
Movement analysis and phase-detection logic development
- 4
Comparison and progress-tracking interface build
- 5
Validation against recorded training footage
Potential Business Benefits
Conceptual outcomes this type of solution could enable — not verified results.
- Provides objective, measurable technique feedback
- Tracks athlete progress across training sessions
- Supports coaching decisions with visual overlays
- Works with standard video capture equipment
Demonstration Outcomes
Observations from concept testing — not verified production metrics.
- Demonstrated consistent joint-tracking accuracy across sample footage
- Validated phase-breakdown analysis for multiple movement types
Concept Views
Generated dashboard mockups illustrating different aspects of this concept.
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