Prostration Detection - GettingStoned

Advanced Computer Vision

Our CoreML-powered ProstrationClassifier uses advanced machine learning to detect and count your prostration movements automatically. Built with Apple's Vision framework and trained on thousands of prostration sequences.

🎯 Precision Detection

CoreML model trained specifically for prostration movements with 95%+ accuracy

📱 Real-time Processing

Live camera feed analysis with instant feedback and haptic confirmation

☁️ CloudKit Sync

Automatic synchronization across iPhone, iPad, and Apple TV with real-time casting

Ready to Detect

Prostrations: 0

Waiting...

Stand back 6-8 feet from camera for best results

CoreML Technology Stack

🧠 ProstrationClassifier.mlmodel

Custom CoreML model trained on thousands of prostration sequences with MoveNet SINGLEPOSE_LIGHTNING architecture

👁️ Vision Framework

Apple's Vision framework provides real-time pose detection and body landmark tracking with high accuracy

📊 EWMA Smoothing

Exponentially Weighted Moving Average smoothing reduces noise and improves detection accuracy

🎯 Dynamic Thresholding

Adaptive thresholding adjusts to individual movement patterns for personalized detection

CloudKit Real-Time Sync

☁️

Private Database

All prostration data stored securely in your private CloudKit database with end-to-end encryption

📱

Multi-Device Sync

Seamless synchronization across iPhone, iPad, and Apple TV with real-time updates

📺

Apple TV Casting

Cast your prostration sessions to Apple TV for larger display and shared practice sessions

🔄

Real-Time Updates

Instant updates across all devices with CloudKit subscriptions and push notifications

Benefits of Prostration Practice

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Physical Health

Full-body exercise that improves flexibility, strength, and cardiovascular health

🧘‍♀️

Mental Focus

Combines physical movement with mindfulness, enhancing concentration and mental clarity

🙏

Spiritual Devotion

Physical expression of reverence and humility, deepening your spiritual practice

🌟

Karma Accumulation

Each prostration generates white stones, building positive karma and spiritual merit

Technical Implementation Details

Camera Capture

AVFoundation captures live video feed with optimized settings for pose detection

Pose Detection

Vision framework extracts body landmarks and feeds them to CoreML model

Movement Analysis

ProstrationClassifier analyzes pose sequences to identify complete prostration movements

Data Sync

CloudKit automatically syncs prostration counts and session data across all devices

🏔️ Prostration Detection