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AI, Smart City Project

AI Helmet Detection System

Advanced safety monitoring using YOLOv8 with 92% accuracy

Helmet detection sample 1
Image 1
Helmet detection sample 2
Image 2
Helmet detection sample 3
Image 3
Video Demo

Model Training Details

  • Trained on 525 images (10% of Hard Hat Workers Dataset)
  • Re-labeled training set: 314 Head, 1124 Helmet labels
  • Test set: 1766 images with 1803 Head, 4863 Helmet labels
  • YOLOv8 medium model, 100 epochs training
  • Data augmentation: 10x increase in training samples

Model Performance

92%
Head Detection Accuracy
87%
Helmet Detection Accuracy
30 FPS
Processing Speed
98.7%
mAP Score

Future Improvements

With expanded training data (100% of Hard Hat Workers Dataset) and additional sources, model accuracy is expected to improve significantly. Current results are impressive considering the limited training data (only 10% of available dataset).

View detailed evaluation results

AI Container Damage Detection

Overcoming Inspection Challenges with Computer Vision & 3D AI

Container inspection example 1
Scan 1
Container inspection example 2
Scan 2
Container inspection example 3
Scan 3
Container inspection example 4
Scan 4

Inspection Challenges

  • 15-20 day container wait times
  • Subjective manual inspections
  • High storage costs ($1/day)
  • Safety risks at height

AI Solutions

  • 2mm precision 3D scanning
  • Automated damage classification
  • Real-time EIR generation
  • Mobile field deployment

Performance Leadership

-70%
Inspection Time
24/7
Operation
99.8%
Accuracy
2mm
Detection Precision

AI Traffic Violation Detection

Real-time traffic law enforcement system with Vietnamese data-trained models

Traffic violation example 1
Violation 1
Traffic violation example 2
Violation 2
Traffic violation example 3
Violation 3
Video Demo

Core Technology

  • Vietnam-trained YOLOv8 models
  • Advanced vehicle tracking algorithms
  • Multi-camera fusion system
  • Violation decision-making engine
  • Edge-cloud hybrid architecture

System Performance

96.7%
Violation Detection
0.15s
Response Time
Red/Yellow
Violation Classification
Red ViolationsYellow Violations
40%
Efficiency Improvement

Violation Categories

Red Violations

  • Red light running
  • Wrong way driving
  • Dangerous overtaking

Yellow Violations

  • Lane violations
  • Illegal parking
  • Speeding

Featured Game

Tic Tac Toe AI

1M+ Downloads
Cross-platform

Advanced AI opponent with multiple difficulty levels. 5-in-a-row mode and cross-platform multiplayer support.

Google Play
App Store
Game Preview

Training Solutions

Traffic Simulation Platform

Training Docs
AI Evaluation
Video Guides

Comprehensive training system for traffic law education with AI-powered evaluation and real-time feedback.

Google Play
App Store
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