AI-Driven Performance
Feedback Platform for Bowling
Enhancing Bowling Coaching with AI-Powered Video Analysis
Our client, a sports technology company, wanted a detailed platform to modernize bowling training using AI-driven video analysis. The system needed to focus on detecting key points on the bowler’s body, providing in-depth performance insights to enhance technique and reduce injury risk.
This platform serves coaches and admins, aiming to track player improvement over time and create a more interactive, data-informed coaching experience.
What Was the Challenge?
The traditional methods in bowling coaching relied heavily on visual observation, limiting precision and consistency in feedback. The client required a solution to overcome the following challenges.
Lack of Detailed Analysis
Coaches needed precise data to deliver targeted feedback and guide players' improvements.
Manual Data Management
Videos & performance data were managed manually, leading to inefficiencies in analysis.
Inefficient Progress Tracking
Tracking improvements over time was challenging without centralized data storage.
Our Solution
We developed a comprehensive digital platform that utilizes advanced AI and real-time data processing to transform the bowling training experience. The solution includes a sophisticated video analysis algorithm that identifies key points on the bowler's body to provide precise insights into technique and movement.
AI-driven processing generates actionable data from each training video, automatically highlighting critical form elements like posture, release angle, and alignment. The platform is designed with two primary interfaces: a Coach Interface for performance review and an Admin Interface for system management.
Interfaces We Developed
Coach Interface: This user-friendly interface allows coaches to upload videos, annotate player footage, and review data-driven insights for each session. It includes features for setting training goals, tracking progress, and providing targeted feedback.
Admin Interface: The admin dashboard allows the management of user accounts, organization of video libraries, and generation of performance reports. Admins have tools for managing permissions, ensuring data security, and monitoring platform usage.
Key Features & Capabilities
Guided Video Uploads
Video instructions ensure videos are captured with correct angles for consistent analysis.
AI-Based
Performance Review
Provides feedback on critical aspects like body alignment, bowling speed, and technique.
Customizable
Video Names
Allows organization of videos by session or player, streamlining future references.
Real-Time Processed Image Access
Processed images from videos are available instantly, pinpointing strength and improvement.
Comparative
Analysis Tool
Coaches can compare multiple images over time to track incremental progress.
Secure Login and
User Management
Add and manage coach accounts with options for profile updates and secure login.
Video Management
and Backup
A centralized library for video storage and backup, ensuring easy retrieval and data protection.
Processed Image
Repository
Stores processed images from all sessions, allowing admins to monitor player improvements.
Comparison and
PDF Export
View and compare images across sessions and export findings as shareable PDF reports.
Access Permissions
Ensures that only authorized personnel can view, modify, or download sensitive player data.
How Does It Work?
Coaches record player videos from specified angles to capture key movements. These videos are then uploaded to the platform for processing.
The platform automatically analyzes the video, detecting key points on the player’s body, such as arm swing, posture, and release angle. This analysis provides precise performance insights, aiding in technique correction.
Coaches review processed images and data insights generated by the platform. They can compare current performance metrics with previous sessions to monitor player improvement over time.
Admins oversee platform usage, manage user access, and organize video resources. They also handle data backups and ensure secure storage, maintaining data integrity & security.
Outcomes & Impact
35% Reduction in Training Time
The platform’s automated data capture and image processing tools significantly decreased the time coaches spent analyzing each player’s form and technique.
25% Boost in Player Engagement
Interactive progress tracking and visual reports fostered a sense of achievement among players, increasing engagement and adherence to training plans.
10+ Weekly Hours Saved
Admins reported a notable reduction in time spent managing resources and platform settings due to centralized controls and automated backups.
Technologies Used to Develop the Solution
Frontend
React.js
Responsive UI for coaches and admins.
Bootstrap
Ensures clean, mobile-friendly layouts.
Redux
Manages real-time state efficiently.
Backend
Python & FastAPI
Handled API requests and server-side logic.
PostgreSQL
Secure storage for structured data.
AI & Machine Learning
PyTorch, OpenCV, YoloV8
Drives video analysis and body pose tracking.
Google Cloud Storage
Scalable storage for videos and processed data.
Encryption & Authentication
TLS/SSL
Secures all data transmissions.
JWT
Ensures authenticated access.
DevOps & Deployment
Vertex AI & Google Cloud Run
Simplifies AI model management and serverless deployments.
Docker
Containerization for consistent performance across environments.
Here’s what the client has to say!
The platform’s data-driven video analysis and real-time feedback tools have empowered our coaches to deliver more precise and effective training. The improvement in player performance is evident, and the ability to track progress has added tremendous value.
This digital transformation has not only enhanced our training standards but also made coaching a more engaging experience for everyone involved.
