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Mobile React Native Pose Estim. AI

SWAP HEALTH: AI FITNESS APP

React Native mobile app with AI pose estimation exercise tracking and healthcare dashboards.

SWAP HEALTH: AI FITNESS APP Hero Image

Swap Health is a comprehensive fitness and healthcare mobile app combining real-time computer vision exercise tracking with doctor consultations.

"By utilizing device-side pose estimation, the app tracks user workout forms, counts repetitions, and updates provider health dashboards."

The Challenge

Gym members often struggle to maintain correct workout postures without a trainer, leading to injuries. Swap Health aims to democratize form coaching using device-side cameras without shipping video data to external servers.

Our Architectural Approach

We built Swap Health using React Native, integrating lightweight computer vision models to perform camera frame analysis locally. This enables instant pose detection. The app records session logs and synchronizes them to private healthcare dashboards for doctor-approved wellness evaluations.

Impact

Provides users with immediate postural correction alerts, bridging the gap between daily exercise routines and professional medical health tracking.

System Architecture

[ON-DEVICE ACQUISITION]
React Native Camera Engine / Device-side TensorFlow Lite (MoveNet Model)
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[SECURE CLOUD API GATEWAY]
HIPAA-Compliant Node.js Express Endpoints / Token JWT Session Authenticator
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[CLINICAL PORTAL STORAGE]
Encrypted PostgreSQL Database (Workout Logs & Repetition Counters)