Gymify: AI-Powered Exercise Form Tracker 💪

Inspiration 💡

In today's world, proper exercise form is crucial for both effectiveness and injury prevention. However, not everyone has access to a personal trainer. We wanted to leverage Qualcomm's AI capabilities to create an accessible solution that helps people exercise correctly, right on their device.

What it does 🎯

Gymify is an intelligent exercise form tracking application that uses Qualcomm's optimized MediaPipe pose detection model to:

• Track and analyze exercise movements in real-time 📊
• Count repetitions automatically 🔢
• Provide visual feedback on form 👀
• Display exercise statistics and progress 📈

How we built it 🛠️

We leveraged several key technologies:

1. Qualcomm AI Hub's optimized MediaPipe pose detection model 🤖
2. ONNX Runtime for efficient model inference ⚡
3. OpenCV for real-time video processing and visualization 🎥
4. Python for the application logic 🐍

Challenges we ran into 🚧

• Optimizing the model for real-time performance on Snapdragon devices
• Fine-tuning angle thresholds for accurate rep counting
• Implementing robust error handling for various exercise scenarios
• Ensuring smooth integration with the Qualcomm Device Cloud environment

Accomplishments that we're proud of 🏆

• Successfully deployed an AI model from Qualcomm AI Hub
• Achieved real-time performance on Snapdragon hardware
• Created an intuitive user interface with visual feedback
• Implemented accurate exercise repetition counting
• Built a solution that works entirely on-device, ensuring privacy 🔒

What we learned 📚

• Working with Qualcomm's AI optimization tools
• Real-time pose estimation techniques
• Edge AI deployment considerations
• Performance optimization for Snapdragon devices

What's next for Gymify 🚀

• Support for additional exercises (squats, push-ups, etc.)
• Form correction suggestions
• Exercise routine tracking
• Integration with fitness apps
• Performance analytics and progress tracking
• Support for multiple users

Our vision is to make professional-grade exercise guidance accessible to everyone through the power of on-device AI. 🌟

Built With

• media-pipe
• qualcomm-ai-hub