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GithubSingTown Technology's intelligent camera solution based on OpenMV enables the screening of large vehicle flows and accurate identification of electric vehicles in complex real-road environments. Leveraging AI and machine vision algorithms, the system can distinguish electric vehicles from motor vehicles, pedestrians, and other targets, outputting position, speed, and trajectory information to provide reliable visual perception capabilities for traffic management, intersection enforcement, and safety warnings.

In the real-world scenario of urban roads, automatically identifying electric vehicles poses a challenge: electric vehicles are small in size, change speed and direction rapidly, and the difficulties of dense traffic flow, severe occlusions, and complex variations in lighting and weather conditions further increase the difficulty of recognition.
SingTown Technology has proposed an innovative solution: an intelligent camera based on the OpenMV platform, which utilizes lightweight AI and computer vision models specifically trained for the contour, handlebar features, body proportions, and motion patterns of electric vehicles to achieve highly robust detection and classification of electric vehicle targets.
The system employs a strategy combining multi-scale detection and temporal tracking: first, suspicious two-wheeled targets are localized in single-frame images through image recognition algorithms, followed by further verification of target identities using inter-frame motion information and trajectory association, thereby effectively reducing the probability of false alarms. To address real-world road conditions, the algorithm incorporates occlusion compensation, backlight compensation, and speed-adaptive thresholds, ensuring stable recognition even in complex environments such as daytime, nighttime, and rain or snow.
يمكن نشر الكاميرا الذكية OpenMV عند التقاطعات أو الكباري أو أعمدة الطرق. من خلال التعاون متعدد الأجهزة، تحقق إعادة تعريف الأهداف عبر الرؤى وربط المسارات، وتخرج بيانات منظمة مثل إحصائيات حركة المركبات الكهربائية، أو القيادة العكسية غير القانونية، أو تنبيهات الوقوف غير القانوني. يدعم النظام النشر على الحافة، حيث يمكن معالجة نتائج التعرف محليًا عبر الذكاء الاصطناعي على الحافة لحماية السرية والخصوصية. يمكنه أيضًا الوصول إلى منصات إدارة المرور لتحسين الإشارات، أو جمع الأدلة للإنفاذ القانوني، أو تحليل تدفق المرور.
Leveraging SingTown Technology's expertise in machine vision and AI, the OpenMV smart camera offers a lightweight, scalable, and highly practical embedded visual recognition solution for electric vehicles in urban traffic, contributing to enhanced road safety and management efficiency.

AI Sentinel Based on OpenMV: Automatic Alert for Unlocked Key Locations
Automatically detects whether the door of a key location has remained open for an extended period and issues a timely alert.

Personnel crossing the boundary triggers an alarm; OpenMV defines the “sense of security boundary.”
Detecting personnel or equipment crossing boundaries via virtual alert lines.

“AI城管” is here: An automated system for detecting illegal street vending, built on OpenMV
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Is the gas cylinder placed haphazardly? Use OpenMV to automatically trigger a hazard alert
Automatically identifies unauthorized placements of gas cylinders to detect potential gas safety hazards in advance.

Did you perform live-line work without wearing insulating gloves? OpenMV will immediately alert you!
Automatically identifies whether workers are wearing insulating gloves to assist in safe operations.

Utilizing the OpenMV smart camera to detect surface defects on aluminum plates in real time
Online detection of surface defects on aluminum plates, such as scratches and dents, to support quality control.