Sportsbox
- #Sports
Sportsbox AI uses computer vision to provide real-time corrective feedback to golf players, helping them to improve their skills and achieve their goals.
- Computer Vision
Impact
The mobile and web-based platform allows:
- 2d/3d golf and baseball models for iOS/Android apps
- 2D Keypoints Detection Model metrics improvements
- WebAPI, optimisation via semi-supervised learning
- Semi-Supervised Learning pipeline implementation
- Created UI for Automatic Data Labeling using existing models
MLOps tasks for model API containerisation in Docker and GCP/Kubernetes Engine deployment
Services we provided
2d/3d golf and baseball models for iOS/Android apps
WebAPI, optimisation via semi-supervised learning
Created UI for Automatic Data Labeling using existing models
Tech Stack
Pytorch
Tensorflow
Pycocotools
Open CV
Challenges and Solutions
🧐 Challenges
- Develop a real-time computer vision algorithm for precise analysis of golf player movements.
- Provide corrective feedback to golf players based on the algorithm’s analysis
💡 Solutions
- Created algorithm which:
- precisely analyses golf player movements
- provides real-time adjustments to optimise swings, posture, and movement patterns
User flow
For Players:
1. Sport Selection: Choose the sport for improvement - currently focusing on golf.
2. Drill Selection: Opt for a specific drill or exercise.
3. Instructional Guidance: Follow in-app instructions for the chosen activity.
4. 3D Motion Analysis: Utilize the app's 3D analysis to assess movements during practice.
5. Feedback: Receive immediate technical corrections based on analysis.
6. Progress Tracking: Save and monitor training data over time.
For Coaches:
1. Sport Selection: Select the sport for coaching - currently available for golf.
2. Training Plan Creation: Design a comprehensive training plan for athletes.
3. Assign Drills: Assign specific drills and exercises to athletes.
4. Analyze Movements: View and assess 3D motion data of athletes' actions.
5. Feedback: Provide real-time technical feedback to athletes.
6. Track Athlete Performance: Monitor and evaluate athlete progress consistently.