Smart Productivity Camera System with Advanced AI Detection
Real-time Employee Behavior Analysis & Workplace Monitoring
In the future, large companies need to precisely monitor their employees' productivity. A security company wants to build a system that can determine whether a person is working effectively or not, solely by analyzing images and video.
Analyze employee behavior through live video or images
Detect different states: productive work, idle time, movement
Display analytical data with productivity metrics
Advanced YOLO-based system capable of detecting and tracking up to 8 people simultaneously with high accuracy pose estimation.
Sophisticated face recognition system with authorized user management, filtering capabilities, and comprehensive activity logging.
Real-time detection of dangerous objects (knives, guns, cigarettes) with alert system and confidence scoring.
Intelligent behavior analysis classifying activities into productive work, idle time, movement, and presence states.
Comprehensive dashboard with live statistics, productivity metrics, and detailed activity reports with export capabilities.
Support for both live camera feeds and offline video processing with adjustable speed and progress tracking.
Core programming language for AI processing
Advanced pose estimation and landmark detection
Computer vision and image processing
Real-time object detection and tracking
High-accuracy facial recognition system
Web framework for API and dashboard
Database ORM for activity logging
Frontend interactivity and real-time updates
# Multi-Person Pose Detection
def process_with_mode_and_danger(self, frame, mode='single', max_persons=2):
"""Real-time processing with danger detection"""
# YOLO object detection
base_result = self.process_with_mode(frame, mode, max_persons)
# Dangerous objects detection
dangerous_objects = self.danger_detector.detect_dangerous_objects(frame)
# Activity classification
activity_type = self.classify_activity(pose_landmarks)
return standardized_response# Authorized User Activity Logging
def save_authorized_user_activity(self, user_id, user_name,
person_id, activity_type):
"""Advanced activity logging with SQLAlchemy"""
activity = AuthorizedUserActivity(
user_id=user_id,
user_name=user_name,
activity_type=activity_type,
activity_timestamp=datetime.now(),
pose_landmarks=json.dumps(landmarks_list),
danger_objects=json.dumps(danger_objects)
)// Real-time Dashboard Updates
function updateDashboard(data) {
// Update person count
document.getElementById('personCount').textContent = data.persons_count;
// Update danger alerts
if (data.has_danger) {
showDangerAlert(data.dangerous_objects);
}
// Update activity charts
updateActivityChart(data.activity_summary);
}
-- Advanced Activity Analytics
SELECT user_name, activity_type,
COUNT(*) as activity_count,
AVG(face_confidence) as avg_confidence,
COUNT(DISTINCT DATE(activity_timestamp)) as active_days
FROM authorized_user_activities
WHERE activity_timestamp >= datetime('now', '-7 days')
GROUP BY user_name, activity_type
ORDER BY activity_count DESC;
Optimized real-time processing capable of handling multiple video streams simultaneously with minimal latency.
Advanced authorized user system with face recognition, activity logging, and comprehensive audit trails.
Intelligent behavior analysis using state-of-the-art pose estimation and activity classification algorithms.
Detailed productivity metrics, activity breakdowns, and exportable reports for management insights.
Real-time dangerous object detection with immediate alerts and automated response capabilities.
Highly configurable system supporting various processing modes, detection thresholds, and custom workflows.
Advanced SQLAlchemy-based database with optimized queries, indexing, and data integrity features.
Modern, responsive web interface compatible with desktop, tablet, and mobile devices.
Our system demonstrates advanced AI capabilities in workplace monitoring and productivity analysis.
Real-time detection and tracking of up to 8 individuals with pose estimation and activity classification.
Comprehensive dashboard showing productivity percentages, activity breakdowns, and time tracking.
Advanced authorized user management with face recognition and dangerous object detection capabilities.
Screenshots and demo videos can be added here to showcase the actual system interface and functionality.
Experience the future of AI-powered productivity monitoring with ProdEye AI
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